A New Kind of Science is a best-selling,  controversial book by Stephen Wolfram , published by his own company in 2002. It contains an empirical and systematic study of computational systems such as cellular automata . Wolfram calls these systems simple programs and argues that the scientific philosophy and methods are appropriate for the study of other fields of science.
Natural language processing ( NLP ) is a field of computer science, an artificial intelligence that deals with the interaction between computers and human (natural) languages, and, in particular, concerns with programming computers.
Hydroinformatics is a branch of informatics qui concentrates on the implementation of information and communications technologies (ICTs) in Addressing the increasingly serious problems of the equitable and efficient use of water for Many different practical purposes. Growing out of the former discipline of computational hydraulics , the numerical simulation of water flows and related processes remains a mainstay of hydroinformatics, which encourages a focus not only on the technology and its application… More →
Humanistic Informatics (also known as Humanities Informatics ) is one of several names chosen for the study of the relationship between human culture and technology . The term is fairly common in Europe , is little purpose Known in the English-speaking world , though Digital Humanities (Also Known As Humanities Computing ) is in Many boxes Roughly equivalent.
Museum informatics  is an interdisciplinary field of study that refers to the theory and application of informatics by museums . It is in essence a sub-field of cultural informatics  at the intersection of culture , digital technology, and information science . In the context of the digital age, museums and archives, its place in the world has grown substantially and has connections with digital humanities . 
Viroinformatics is an amalgamation of virology with bioinformatics , involving the application of information and communication technology in various aspects of viral research. Currently there are more than 100 different applications concerning diversity analysis, viral recombination, RNAi studies , drug design , protein-protein interaction , structural analysis and so on. 
Systems biology is the computational and mathematical modeling of complex biological systems . It is a biology -based interdisciplinary field of study that focuses on complex interactions within biological systems, using a holistic approach ( holism instead of the traditional reductionism ) to biological research.
Stylometry is the application of the study of linguistic style , but it has been successfully applied to music  and to fine-art paintings  as well. 
Governance is a managerial function concerned with assurance of reliability of information generated by numerical simulation . The term was introduced in 2011  and specific technical requirements were addressed from the perspective of mechanical design in 2012  . Its strategic importance was addressed in 2015   . At the 2017 NAFEMS World Congress in Stockholm has been identified as the first of eight ” big issues ” in numerical simulation .
Semantic analysis (computational) is a composite of the ” semantic analysis ” and the “computational” components. “Semantic analysis” refers to a formal analysis of the meaning, and “computational” refer to approaches that in principle support effective implementation. 
Geoinformatics is the science and the technology which develops and uses information science infrastructure to address the problems of geography , cartography , geoscience and related branches of science and engineering.
A geographic information system ( GIS ) is a system designed to capture, store, manipulate, analyze, manage, and present spatial or geographic data . The acronym GIS is sometimes used for geographical information science (GIScience) to refer to the academic discipline that studies geographic information systems  and is a broad domain within the broader academic discipline of geoinformatics .  What goes beyond a GIS is a spatial data infrastructure , a concept that has no such restrictive boundaries.
Financial modeling is the task of building an abstract representation (a model ) of a real world financial situation.  This is a mathematical model designed to represent (a simplified version of) the performance of a financial asset or portfolio of a business, project , or any other investment. Financial modeling is a general term that means different things to different users; the reference report is for accounting and corporate finance applications, or for quantitative finance applications. While there is… More →
Environmental information is the science of information applied to environmental science . As a result, it provides the information processing and communication infrastructure to the interdisciplinary field of environmental science  , and the use of information and knowledge integration , the application of computational intelligence to environmental data and the identification of environmental impacts of information technology . The UK Natural Environment Research Councildefines environmental informatics as the “research and system development on the environment sciences relating to the creation, collection,… More →
Disease Informatics is the implementation of information science in defining the diseases with least error, Identifying MOST of the targets to fight cluster of diseases (Disease Causal Chain), and designing a holistic solution ( Health strategy) to the problem. 
Data science , also known as data-driven science , is an interdisciplinary field of scientific methods, processes, and systems to extract knowledge or insights from data in various forms, which is either structured or unstructured,   similar to data mining .
Computer simulations reproduce the behavior of a system using a mathematical model . Computer simulations have become a useful tool for the mathematical modeling of many natural systems in physics ( computational physics ), astrophysics , climatology , chemistry and biology , human systems in economics , psychology , social science , and engineering . Simulation of a system is represented as the running of the system’s model. It can be used to explore and gain new insights into new technologyand to estimate the performance of systems… More →
Computational X is a term used to describe the various fields of study that have emerged from the applications of informatics and big data to specific disciplines. Examples include computational biology , computational neuroscience , computational physics , and computational linguistics .
Computational Transportation Science (CTS) is an emerging discipline that combines computer science and engineering with modeling, planning, and economic aspects of transportation . The discipline studies how to improve the safety, mobility, and sustainability of the system by taking advantage of information technologies and ubiquitous computing . A list of subjects encompassed by CTS can be found at include. 
Algorithmic topology , or computational topology , is a subfield of topology with an overlap of areas of computer science , in particular, computational geometry and computational complexity theory .
Computational thinking is a method of thinking that is problematic and expressing its solution (s) in such a way that a computer-human or machine-can effectively carry out. 
Computational sustainability is a broad field that attempts to optimize societal, economic, and environmental resources using methods of mathematics and computer science fields.  Sustainability in this context is the ability to produce enough energy for the world to support its biological systems. Using the power of computers to process large quantities of information. 
Computational Statistics & Data Analysis is a monthly peer-reviewed scientific journal covering research and applications of computational statistics and data analysis. The journal was established in 1983 and is the official journal of the International Association for Statistical Computing ,  section of the International Statistical Institute .
Computational statistics , or statistical computing , is the interface between statistics and computer science . It is the area of computational science (or scientific computing) specific to the mathematical science of statistics . This area is also rapidly expanding to include a broader concept of computing as part of general statistical education . 
Computational social science refers to the academic sub-disciplines concerned with computational approaches to the social sciences . This means that computers are used to model, simulate, and analyze social phenomena. Fields include computational economics , computational sociology , cliodynamics , culturomics , and the automated analysis of contents, in social and traditional media. It focuses on social and behavioral interactions and interactions through social simulation , modeling, network analysis, and media analysis. 
Computational semiotics is an interdisciplinary field that applies, conducts, and draws on research in logic , mathematics , the theory and practice of computation , formal and natural language studies , the cognitive sciences , and semiotics proper. A common theme of this work is the adoption of a sign-theoretic perspective on issues of artificial intelligence and knowledge representation . Many of its applications lie in the field of human-computer interaction (HCI) and fundamental devices of recognition.
Computational semantics is the study of how to machine the process of Constructing and reasoning with meaning representations of natural language expressions. It plays an important role in natural language processing and computational linguistics .
A computational scientist is a person skilled in scientific computing . This person is usually a scientist , an engineer , or an applied mathematician who uses high-performance computers in different ways to advance the state-of-the-art in their respective applied disciplines; physics , chemistry , social sciences and so forth. Thus scientific computing has many influences such as economics, biology, law and medicine to name a few.
Computational science and engineering (CSE) is a relatively new discipline that deals with the development and application of computational models and simulations, often coupled with high-performance computing, to solve complex physical problems arising in engineering analysis and design (computational engineering) as well as natural phenomena (computational science). CSE has been described as the “third mode of discovery” (next to theory and experimentation). In… More →
Computational science (also scientific computing or scientific computation ( SC )) is a rapidly growing multidisciplinary field that uses advanced computing capabilities to understand and solve complex problems. It is an area of science which spans many disciplines, but at its core it involves the development of models and simulations to understand natural systems.
Computational physics is the study and implementation of numerical analysis to solve problems in physics for which a quantitative theory already exists.  Historically, computational physics was the first application of modern computers in science, and is now a subset of computational science .
Computational phylogenetics is the application of computational algorithms , methods, and programs to phylogenetic analyzes. The goal is to assemble a phylogenetic tree representing the evolutionary ancestry of a set of genes , species , or other taxa . For example, these techniques have been used to explore the family tree of hominid species  and the relationship between specific types of organisms.  Traditional phylogenetics related to morphological data obtained by measuring and quantifying the phenotypicmolecular nucleotide sequences encoding genes or amino acid sequences encoding proteins as the basis… More →
Computational photography or computational imaging refers to digital image capture and processing techniques that use digital computation instead of optical processes. Computational photography can improve the capabilities of a camera, or introduce features that are not possible at all with film based photography. Examples of computational photography include in-camera computation of digital panoramas ,  high-dynamic-range images , and light field cameras . Light field cameras, 3D image, enhanced depth-of-field, and selective de-focusing (or… More →
Computational particle physics refers to the methods and computing tools developed by particle physics research. Like computational chemistry or computational biology , it is, for particle physics both a specific branch and an interdisciplinary field relying on computer science, theoretical and experimental particle physics and mathematics. The main fields of computational particle physics are: lattice field theory (numerical computations), automatic calculation of particle interaction or decay (computer algebra), and event generators (stochastic methods).
In mathematics and computer science , computational number theory , also known as algorithmic number theory , is the study of algorithms for performing numerical computations .
Computational Neuroscience (also theoretical neuroscience ) studies brain function in terms of the information processing properties of the structures That Make up the nervous system .   It is an interdisciplinary computational science that links the various fields of neuroscience , cognitive science , and psychology with electrical engineering , computer science , mathematics , and physics .
Computational neurogenetic modeling (CNGM) is concerned with the study and development of dynamic neuronal models for modeling brain functions with respect to genes and dynamic interactions between genes. These include neural network models and their integration with gene network models. This area Brings together knowledge from various scientific disciplines, Such As computer and information science , neuroscience and cognitive science , genetics and molecular biology , as well as engineering .
Computational musicology is defined as the study of music with computational modeling and simulation.  It was started in the 1950s and originally did not use computers, but more of statistical and mathematical methods. Nowadays computational musicology depends largely on complex algorithms . Computer science, computer music, systematic musicology, music information retrieval, computational musicology, digital musicology, sound and music computing and music informatics. 
Computational Mechanics is the discipline concerned with the use of computational methods to study phenomena governed by the principles of mechanics . Before the emergence of computational science (also called scientific computing) as a “third way” besides theoretical and experimental sciences, computational mechanics was widely considered to be a sub-discipline of applied mechanics . It is now considered to be a sub-discipline within computational science.
Computational Materials Science is a monthly peer-reviewed scientific journal published by Elsevier . It was established in October 1992. The editors-in-chief are H. Dreysse and S. Schmauder. The journal covers computational modeling and practical research for advanced materials and their applications. 
Computational magnetohydrodynamics (CMHD) is a rapidly developing branch of magnetohydrodynamics that uses numerical methods and algorithms to solve problems that involve electrically conducting fluids. Most of the methods used in CMHD are used in computational fluid dynamics . The complexity is arises from the presence of a magnetic field and its coupling with the fluid. One of the important issues is to numerically maintain the\ displaystyle \ nabla \ cdot (conservation of magnetic… More →
Computational logic is the use of logic to perform or reason about computation . It bears a similar relationship to science science and engineering as mathematical logic bears to mathematics and as philosophical logic bears to philosophy . It is synonymous with ” logic in computer science “.
Computational lithography (also known as computational scaling ) is the set of mathematical and algorithmic approaches designed to improve the resolution achievable through photolithography . Computational lithography has come to the forefront of photolithography in 2008 as the semiconductor industry grappled with the challenges associated with the transition to 22 nanometer CMOS process technology and beyond.
Computational linguistics is an interdisciplinary field concerned with the statistical or rule-based modeling of natural language from a computational perspective, as well as the study of appropriate computational approaches to linguistic issues.
Computational lexicology is a branch of computational linguistics , which is concerned with the use of computers in the study of lexicon . It has been more narrowly described by some scholars (Amsler, 1980) as the use of computers in the study of machine-readable dictionaries . It is distinguished from computational lexicography , which more properly would be the use of computers in the construction of dictionaries, but some researchers have… More →
In computer science , computational learning theory (or just learning theory ) is a subfield of Artificial Intelligence Devoted to studying the design and analysis of machine learningalgorithms. 
Computational law is a branch of legal informatics concerned with the mechanization of legal reasoning (whether done by humans or by computers).  It emphasizes explicit behavioral constraints and eschews implicit rules of conduct. Importantly, there is a commitment to a level of rigor in specifying laws that is sufficient to support entirely mechanical processing.
Computational Journalism can be defined as the application of information gathering, organization, sensemaking, communication and dissemination of news information, while upholding values of journalism and accuracy and verifiability.  The field draws on technical aspects of computer science including artificial intelligence, content analysis (NLP, vision, hearing), visualization, personalization and recommender systems, and aspects of social computing and information science .
In academia , computational immunology is a field of science that encompasses high-throughput genomic and bioinformatics approaches to immunology . The field’s main aim is to convert data into computational immunological problems, solve problems thesis using mathematical and computational approaches And Then thesis convert results into immunologically Meaningful interpretations.
Computational humor is a branch of computational linguistics and artificial intelligence which uses computers in humor research . It is a relatively new area, with the first dedicated conference organized in 1996. 
In mathematics , computational group theory is the study of groups by means of computers. It is concerned with designing and analyzing algorithms and data structures to compute information about groups. The subject HAS Attracted interest Because For Many interesting groups (Including MOST of the sporadic groups ) it is impractical to perform calculations by hand.
Computational geophysics entails rapid numerical computations that help analyzes of geophysical data and observations. High-performance computing is involved, due to the size and complexity of the geophysical data to be processed. The main computing requirements are 3D and 4D images of the sub-surface earth , Modeling and Migration of complex media, Tomography and inverse problems .
Computational geometry is a branch of computer science devoted to the study of algorithms which can be stated in terms of geometry . Some purely geometrical problems arise from the study of computational geometric algorithms , and such problems are also considered to be part of computational geometry. While modern computational geometry is a recent development, it is one of the oldest fields of computation with history stretching back… More →
Computational genomics (1) refers to the use of computational and statistical analysis to decipher biology from genome sequences and related data,  including both DNA and RNA sequences as well as other “post-genomic” data (ie DNA microarrays, which requires the genome sequence . These fields are also often referred to as Computational and Statistical Genetics/ genomics. As such, computational genomics can be considered as a subset of bioinformatics and computational biology , but with a focus on whole genomes… More →
Computational Finance is a branch of Applied Science that deals with problems of practical interest in finance .  Somewhat different definitions are the study of data and algorithms currently used in finance  and the mathematics of computer programs that realize financial models or systems . 
Computational epistemology is a subdiscipline of formal epistemology that studies the intrinsic complexity of inductive problems for ideal and computationally bounded agents. In short, computational epistemology is to inducewhat recursion theory is to deduction .
Computational epigenetics   [ unreliable source? ] uses bioinformatic methods [ clarification needed ] to complement experimental research in epigenetics . Due to the recent explosion of epigenome datasets, computational methods play an increasing role in all areas of epigenetic research.
Computational economics is a research discipline at the interface of computer science, economics, and management science. This subject encompasses computational modelingof economic systems, whether agent-based, general-equilibrium, macroeconomic, or rational-expectations, computational econometrics and statistics, computational finance, computational tools for the design of automated internet markets, programming tools specifically designed for computational economics, and pedagogical tools for the teaching of computational economics. Some of these areas are unique to computational economics, while others extend traditional areas of economics by… More →
Computational criminology is an interdisciplinary field that uses computer science methods to formally define criminology concepts, improve our understanding of complex phenomena, and generate solutions for related problems.
Computational creativity (Also Known As artificial creativity , mechanical creativity , creative computing or creative computing ) is a Multidisciplinary endeavor That Is site location is the intersection of the fields of artificial intelligence , cognitive psychology , philosophy , and the arts .
Computational complexity theory is a branch of the theory of computation in theoretical computer science That Focuses we Classifying computational problems selon Their inherent difficulty, and Relating Those classes to Each Other. A computational problem is understood to be a task which is in principle amenable to being solved by a computer, which is equivalent to stating that the problem may be solved by mechanical application of mathematical steps, such… More →
Computational cognition (sometimes referred to as computational cognition science ) is the study of the computational basis of learning and inference by mathematical modeling , computer simulation , and behavioralexperiments. In psychology, it is an approach which develops computational models based on experimental results. It seeks to understand the basis of the human method of processing information . Early on computational cognitive scientists sought to bring back and create a scientific form of Brentano’s psychology 
Computational chemistry is a branch of chemistry that uses computer simulation to assist in solving chemical problems. It uses methods of theoretical chemistry , incorporated into effective computer programs , to calculate the structures and properties of molecules and solids. It is necessary because of the recent relative results concerning the hydrogen molecular ion (the dihydrogen cation , see references therein for more details), the quantum many-body problem can not be solved analytically, much less in closed… More →
Computational biology involves the development and application of data-analytical and theoretical methods, mathematical modeling and computational simulation techniques to the study of biological, behavioral, and social systems.  The field is broadly defined and includes foundations in computer science , applied mathematics , animation , statistics , biochemistry , chemistry , biophysics , molecular biology , genetics , genomics , ecology , evolution , anatomy ,neuroscience , and visualization . 
Computational auditory scene analysis (CASA) is the study of auditory scene analysis by computational means.  In essence, CASA systems are “machine listening” systems that are likely to have separate sources of sound sources. CASA differs from the field of blind signal separation fait que it is (at least to Some extent) based on the Mechanisms of the human auditory system , and THUS uses no more than two microphone… More →
Computational astrophysics refers to the methods and computing tools developed and used in astrophysics research. Like computational chemistry or computational physics , it is a specific branch of theoretical astrophysicsand an interdisciplinary field relying on computer science , mathematics , and wider physics . Computational astrophysics is most often studied through an applied mathematics or astrophysics program at PhD level.
Computational archeology describes computer-based analytical methods for the study of long-term human behavior and behavioral evolution. As with other sub-disciplines that have prefixed ‘computational’ to their name (eg, computational biology , computational physics and computational sociology ), the term is reserved for (all mathematical) methods that could not be realistically performed without the aid of a computer.
Computational aeroacoustics is a branch of aeroacoustics that aims to analyze the generation of noise by turbulent flows through numerical methods.
Computable topology is a discipline in mathematics that studies the topological and algebraic structure of computation . Computable topology is computational topology , which studies the application of computation to topology.
Community informatics (CI) is an interdisciplinary field that is concerned with using information and communication technology (ICT) to empower members of communities and supports their social, cultural, and economic development.   Community informatics may contribute to enhancing democracy, supporting the development of social capital, and building well connected communities; moreover, it is probable that such similar actions may be new positive social change .  In community informatics, there are… More →
Pathformatics (also known as chemoinformatics , chemoinformatics and chemical informatics ) is the use of computer and informational techniques applied to a range of problems in the field of chemistry . These in silicotechniques are used, for example, in pharmaceutical companies in the process of drug discovery . These methods can also be used in chemical and allied industries in various other forms.
The term “biological computation” refers, variously, to any of the following: – the study of the computations performed by natural biota ,     including the subject matter of systems biology .
Biodiversity Informatics is the application of informatics techniques for biodiversity information for management, presentation, discovery, exploration and analysis. It typically builds on a foundation of taxonomic , biogeographic , or ecological information stored in digital form, which, with the application of modern computer techniques, can yield new ways to view and analyze existing information. yet exist (see niche modeling). Biodiversity Informatics is a Relatively young discipline (the term coined Was in gold around 1992) HAS… More →
Author profiling is a method of analyzing a number of texts and texts of the author (eg age and gender) based on stylistic and content-based features.
Astroinformatics is an interdisciplinary field of study involving the combination of astronomy , data science , informatics , and information / communications technologies.  
Algorithmic art , also known as art algorithm , is art, mostly visual art , of which the design is generated by an algorithm . Algorithmic artists are sometimes called algorists .
Agent-based computational economics ( ACE ) is the area of computational economics that studies economic processes, including all economies , as dynamic systems of interacting agents . As such, it falls in the paradigm of complex adaptive systems .  Corresponding agent-based models , the ” agents ” are “computational objects modeled as interacting according to rules” over space and time, not real people. The rules are formulated to model behavior and social interactions based on incentives and information. Such rules could also be… More →
XGBoost  is an open-source software library that provides the gradient boosting framework for C ++ , Java , Python ,  R ,  and Julia .  It works on Linux , Windows ,  and macOS .  From the project description, it aims to provide a “Scalable, Portable and Distributed Gradient Boosting (GBM, GBRT, GBDT) Library”. Other than running on a single machine, it also supports the distributed processing frameworksApache Hadoop , Spark Apache , and Apache Flink . It has gained much popularity and attention recently as it was the algorithm of choice for… More →
Virtuoso Universal Server is a middleware and database engine that combines the functionality of a traditional Relational Database Management System (RDBMS), object-relational database (ORDBMS), virtual database , RDF , XML , free-text , web application server and file server functionality in a single system. Virtuoso is a “universal server”; it allows a single multithreaded server processthat implements multiple protocols. The open source edition of Virtuoso Universal Server is also known as OpenLink Virtuoso . The software has-been developed by OpenLink Software with Kingsley Uyi Idehen and Orri Erling as the chief software architects .
SQream DB is a relational database management system (RDBMS) that uses graphics processing units (GPUs) from Nvidia . SQream DB is designed for big data analytics using the Structured Query Language (SQL). 
Apache Spark is an open-source cluster-computing framework . Originally Developed at the University of California, Berkeley ‘s AMPLab , the Spark codebase Was later Donated to the Apache Software Foundation , qui HAS maintained it since. Spark provides an interface for full programming with implicit data parallelism and fault tolerance .
SAP HANA is an in-memory , column-oriented , relational database management system developed and marketed by SAP SE .   Its primary function is a database server and is retrieved as requested by the applications. In addition, it Performs advanced analytics ( predictive analytics , spatial data processing , text analytics, text search, streaming analytics , graph data processing ) and includes ETL capabilities as well as an Application Server .
Qizx is a proprietary XML database that provides native storage for XML data. Qizx was first developed by Xavier Franc of Axyana  and was purchased by Qualcomm in 2013.  Qizx was re-released by Qualcomm in late 2014 on Amazon Web Services . 
Oracle NoSQL Database is a NoSQL -type distributed key-value database from Oracle Corporation .     It provides transactional semantics for data manipulation, horizontal scalability, and simple administration and monitoring.
The Oracle Big Data Appliance consists of hardware and software from Oracle Corporation sold as a computer appliance . It was announced in 2011, promoted for consolidation and loading unstructured data into Oracle Database software.
NoSQLz is a consistent key-value for the large data store ( NoSQL database) for z / OS IBM systems.  It was developed by Thierry Falissard in 2013. The purpose is to provide a low-cost alternative to all proprietary mainframe DBMS (version 1 is free software ).
MonetDB is an open source column-oriented database management system developed at the Wiskunde Centrum & Informatica (CWI) in the Netherlands . It was designed to provide high performance on complex queries against large databases, such as combining tables with millions of rows and millions of rows. MonetDB has been applied in high-performance applications for online analytical processing , data mining , geographic information system (GIS),  Resource Description Framework (RDF),  text retrieval and sequence alignmentprocessing.
Predix is General Electric’s software platform for the collection and analysis of data from industrial machines.  General Electric plans to support the growing industrial Internet of things with cloud servers and an app store .  GE is a member of the Industrial Internet Consortium, which works with the development and use of industrial internet technologies. 
MindSphere is an open cloud platform or “IoT operating system”  developed by Siemens for applications in the context of the Internet of Things ( IoT ).  MindSphere stores operational data and makes it accessible through digital applications (“MindApps”) to enable industrial customers to make decisions based on valuable factual information.  The system is used in such applications as automated production and vehicle fleet management.  
Hue (Hadoop User Experience) is an open-source Web interface that supports Apache Hadoop and its ecosystem, licensed under the Apache v2 license. 
Hibari is highly consistent, highly available, distributed, key-value Big Data store. ( NoSQL database)  It was developed by Cloudian, Inc. , formerly Gemini Mobile Technologies to support its mobile messaging and email services and released as open source on July 27, 2010.
Apache Hadoop ( / h ə d u p / ) is an open source software framework used for distributed storage and processing of dataset of big data using the MapReduce programming model . It consists of computer clusters built from commodity hardware . All the modules in Hadoop are designed with a fundamental assumption that hardware failures are common occurrences and should be handled by the framework. 
H2O is open source software for big-data analysis . It is produced by the company H2O.ai (formerly 0xdata ), which launched in 2011 in Silicon Valley . H2O allows users to make thousands of potential models as part of discovering patterns in data.
Apache Cassandra is a free and open-source distributed NoSQL database management system designed to handle large amounts of data across many commodity servers , providing high availability with no single point of failure . Cassandra offers robust support for multiple spanning datacenter clusters ,  with asynchronous masterless replication allowing low latency operations for all clients.
Apache SystemML is a flexible machine learning system that automatically scales to Spark and Hadoop clusters. SystemML’s distinguishing characteristics are: Algorithm customizability via R-like and Python-like languages. Multiple execution modes, including Standalone, Spark Batch, Spark MLContext, Hadoop Batch, and JMLC. Automatic optimization based on data and cluster characteristics to ensure both efficiency and scalability.
Apache Mahout is a project of the Apache Software Foundation to Produce free implementations of distributed gold Otherwise scalable machine learning algorithms Focused Primarily in the areas of collaborative filtering , clustering and classification. Many of the implementations use the Apache Hadoop platform.   Mahout also provides Java libraries for common math operations and Java primitive collections. Mahout is a work in progress; the number of implemented algorithms has grown quickly,  but various algorithms are still missing.
Apache Beam is an open source unified programming model to define and execute data processing pipelines , including ETL , batch and stream (continuous) processing.  Beam Pipelines are defined by one of the provided SDKs and executed in one of the Beam’s supported runners (distributed processing back-ends) including Apache Apex , Apache Flink , Apache Spark , and Google Cloud Dataflow 
Smart, connected products are products, assets and other things embedded with processors, sensors, software and connectivity that allow to be exchanged between the product and its environment, manufacturer, operator / user, and other products and systems. Connectivity also enables some capabilities of the product to exist outside the physical device, which is known as the cloud product. The data collected from these products… More →
Flutura Decision Sciences and Analytics is an industrial Internet of things (IoT) company that focuses on machine to machine and big data analytics serving customers from manufacturing, energy and engineering industries. Its main offices are located in Palo Alto, California and has its development center in Bengaluru, India.
Carriots is an Application hosting and development platform ( Platform as a Service ) specially designed for projects related to the Internet of Things (IoT) and Machine to Machine (M2M). Enables data collection of goods objects (the things part), store it, builds powerful applications with few lines of code and integration IT systems (the internet part). Carriots provides a development environment, APIs and hosting for IoT projects development.
Machine to machine refers to direct communication between devices using any communications channel , including wired and wireless.   Machine to machine communication can include industrial instrumentation, enabling a sensor or meter to communicate the data it records (such as temperature, inventory level, etc.) to application software that can use it (for example, adjusting an industrial process based on temperature or placing orders to replenish inventory).  Such communication… More →
Zoomdata is a Reston , Virginia -based data visualization and analytics company founded in 2012. 
Zaloni, Inc. is privately owned, software, and services company headquartered in Durham, North Carolina . Zaloni provides data management software and solutions for big data scale-out architectures, such as Apache Hadoop , Amazon S3 . The company focuses on management of data lakes with 2 products: Bedrock and Mica. 
VoloMetrix, Inc. is an American subsidiary of Microsoft based in Seattle, Washington . VoloMetrix sells people analytics software that combines data from collaboration platforms to create data visualizations and dashboards . At the end of April 2013, the company raised $ 3.3M in series A funding from Shasta Ventures .  In October 2014, VoloMetrix announced a round of funding with Shasta Ventures and Split Rock Partners that raised $ 12M.  In September 2015, Microsoft announced that they… More →
TubeMogul is an enterprise software company for brand advertising.  TubeMogul is headquartered in Emeryville, California and has global offices located in Chengdu (China), Chicago, Detroit, Kiev, New York, London, Los Angeles, Minneapolis, Paris, Sao Paulo, Singapore, Shanghai, Sydney, Toronto, and Tokyo. 
Hod HaSharon , Israel, and offices in New York and Singapore, ThetaRay is a cyber security and big data analytics company . The company provides a platform for the detection of unknown threat and risks to protect critical infrastructure  and financial services. The platform is also used to uncover unknown opportunities based on big data.  The company uses patented mathematical algorithms developed by the company founders. 
Teradata Corporation is a provider of database- products and services. The company was formed in 1979 in Brentwood, California , as a collaboration between researchers at Caltech and Citibank’s advanced technology group.  The company was acquired by NCR Corporation in 1991, and subsequently spun-off as an independent public company on October 1, 2007.
Talend ( Pronunciation: TAL-end ) is a software integration vendor. The company provides big data , cloud storage , data integration , data management , master data management , data quality , data preparation and enterprise application integration software and services.  The company is headquartered in Redwood City, California . 
Sumo Logic is a cloud-based log management and analytics service that leverages machine-generated data to deliver real-time IT insights.  Headquartered in Redwood City , California , Sumo Logic was founded in April 2010 by ArcSight veterans Kumar Saurabh and Christian Beedgen, and Accident Partners , DFJ Growth , Greylock Partners , Institutional Venture Partners , Sequoia Capital , Sutter Hill Venturesand angel investor Shlomo Kramer .  While Sumo Logic Remained in stealth fashion for two years, it unveiled icts cloud-based log management platform with Series B funding of $ 15 million in January 2012.  The round of Series E funding… More →
Sojern is a provider of a data-driven traveler that uses programmatic buying and learning technology.   Sojerns, OTAs , OTAs , to collect anonymized (non-personally identifiable) travelers based on these sites.   The company uses this data to target travelers and deliver advertising across a number of media channels.   Sojern is currently headquartered in San Francisco, with key offices in New York, Omaha, Dubai, Singapore, London and Dublin. 
Sense Networks is a New York City based company with a focus on applications that analyze data from mobile phones , carrier networks , and taxicabs , particularly by using machine learning technology to make large data of location (latitude / longitude) data.    
Semantic Research, Inc. is a privately held software company headquartered in San Diego, California with flagship offices in Washington, DC and Tampa, FL . Semantic Research (not to be confused with Symantec ), is a California C-corporation that offers patented, graph-based knowledge discovery, analysis and visualization software technology.   Its most popular product is a link analysis software application called SEMANTICA Pro.
SalesforceIQ (formerly RelateIQ), a subsidiary of Salesforce.com , is an American enterprise software company based in Palo Alto, California . The company’s software is a relationship intelligence platform that combines data from email systems, smartphone calls, and enhancements to augment or replace standard relationship management tools or database solutions. It scans “about 10,000 emails, calendar entries, and other data points per minute at first run”. 
Rocket U2 is a suite of database management (DBMS) and supporting software now owned by Rocket Software . It includes two MultiValue database platforms: UniData and UniVerse .  Both of These products are operating environments qui current run is Unix , Linux and Windows operating systems .   They are both derivatives of the Pick operating system . The family also includes developerand web-enabling technologies including SystemBuilder / SB + , SB / XA , U2 Web Development Environment (WebDE), UniObjects and wIntegrate . 
Rocket Fuel is an ad technology company based in Redwood City , California.  It was founded in 2008 by alumni of Yahoo! . 
Quid, Inc. is a private software and services company, specializing in text-based data analysis. Quid software can read millions of documents (eg news articles, blog posts, company profiles, and patents) and offers insight by organizing that content visually. 
Quertle is a biomedical and life science big data analytics company specializing in knowledge discovery and literature searching.
Qloo (pronounced “clue”) is a company that uses artificial intelligence (AI). An application programming interface (API) provides cultural correlations.  It was founded by Alex Eliasand received funding from Leonardo DiCaprio , Barry Sternlicht and Pierre Lagrange .
Premise is an American data company that tracks alternative economic indicators, such as local produce prices, and aggregates insights on consumption and inflation to governments and financial institutions.      Co-founders David Soloff and Joe Reisinger previously cam from MetaMarkets, an online advertising analytics company co-founded by Soloff. 
Platfora, Inc. is a big data analytics company based in San Mateo, California . The firm’s software works with the open-source software Apache framework Hadoop to assist with data analysis, data visualization , and sharing.   
Palantir Technologies is a private American software and services company which specializes in big data analysis . Headquartered in Palo Alto, California , Palantir Gotham and Palantir Metropolis. Palantir Gotham is used by counter-terrorism analysts at offices in the United States Intelligence Community (USIC) and United States Department of Defense , fraud investigators at the Recovery Accountability and Transparency Board , and cyber analysts at Information Warfare Monitor, while Palantir Metropolis is used by hedge funds, banks, and financial… More →
Ninja Metrics, Inc. is a Social analytics and data based company based in Manhattan Beach, California . Its primary service measures social influence and provides predictive analytics for web and mobile applications .
Medopad Ltd is a British healthcare technology company based in London, UK. It also has offices in Singapore and Munich. It produces applications that integrate data from existing hospital databases and other mobile devices and securely transmits it for use by doctors.  
Medio is a business-to-business mobile analytics provider based in Seattle , WA. The company processes pre-existing data  to provide historic and predictive analytics . Medio is built on a cloud-based  Hadoop platform and is designed to interpret big data for mobile enterprise. Medio has had various partners including: IBM , Rovio ,  Verizon , T-Mobile , ABC , and Disney 
Cask Data , dba ‘Cask’, is a privately held information technology company, established in 2011, with its headquarters located in Palo Alto, California . It provides software and services that enable broad, data-intensive enterprises – such as Thomson Reuters  – and many other diverse clients to accelerate their ability to extract value from their big data investments.
MarkLogic Corporation is an American software business that develops and provides an enterprise NoSQL database, also named MarkLogic . The company was founded in 2001 and is based in San Carlos , California . MarkLogic is privately held with over 500 employees and has offices throughout the United States , Europe , Asia , and Australia .
MapR Technologies, Inc. is an enterprise software company headquartered in Santa Clara, California . MapR overall Provides access to a wide variety of data sources from a single cluster, Including big data workloads Such As Apache Hadoop and Apache Spark , a distributed file system, a multi-model database management system , and event streaming. Combining analytics in real-time with operational applications, its technology runs on both commodity hardware and public cloud computing services.
Kinetica DB, Inc. is a company that has a distributed, in-memory database management system using graphics processing units (GPUs). The software it markets is also called Kinetica. The company has headquarters in Arlington, Virginia and San Francisco .
Imply is a computer software company founded by the creators of Druid , which aims to help organizations with exploratory data analysis using Druid. 
HPCC Systems (High Performance Computing Cluster) is part of the LexisNexis Risk Solutions and is HPCC big data software. In June 2011, it offers the software of an open source dual license model.    
Hortonworks is a big data software company based in Santa Clara, California . The company develops and supports Apache Hadoop for distributed data processing across computer clusters .
hack / reduce is a 501 (c) (3) non-profit created to grow a community of big data experts in the Boston area.  It is located in the historic Kendall Boiler and Tank Company building in Kendall Square in Cambridge, Massachusetts .
Alluxio Alluxio is a venture-backed enterprise software company developed around the open source project of the same name. Alluxio’s technology was developed in a doctoral thesis at the University of Berkeley AMPLab, with grant funding from DARPA .
Groundhog Technologies is a privately held company founded in 2001 and is headquartered in Cambridge, Massachusetts, USA. As a spin-off of MIT Media Lab ,   it was a semi-finalist in MIT’s $ 50k Entrepreneurship Competition in 2000 and was incorporated the following year.   The company received the first round of financing from major Japanese corporations and Their venture capital arms in November 2002, Marubeni , Yasuda Enterprise Development… More →
GridGain Systems is a privately held information technology company, established in 2007, with its headquarters located in Foster City, California . It provides software and services for large data systems by utilizing in-memory computing to increase data throughput and minimize latency .
Greenplum was a big data analytics company headquartered in San Mateo , California . Greenplum was acquired by EMC Corporation in July 2010.  Starting in 2012 its database management system software became known as the Pivotal Greenplum Database sold through Pivotal Software and is currently being developed by the Greenplum Database and open source community Pivotal.
Flytxt BV is a customer data analytics software product company.  The company has its headquarters in Amsterdam , Netherlands offices in Dubai and India and regional presence in Paris , London , Singapore , Nairobi , and Mexico City .
Fluentd is a cross platform open source data collection software project originally developed at Treasure Data. It is written primarily in the Ruby programming language.
Dataiku is a computer software company headquartered in New York City . The company develops collaborative data science software marketed for big data .
Dataiku is a computer software company headquartered in New York City . The company develops collaborative data science software marketed for big data .
Databricks is a company founded by the creators of Apache Spark ,  which aims to help customers with cloud-based big data processing using Spark.   Databricks grew out of the AMPLab project at UC Berkeley, which was involved in making Apache Spark , a distributed computing framework built atop Scala . Databricks Develops a web-based platform for working with Spark That Provides automated cluster management and IPython -style notebooks . In addition to building the Databricks platform, the company is… More →
cVidya Networks is a provider of big data analytics for communications and digital service providers . cVidya’s market includes business protection and business growth, including revenue insurance , fraud management, marketing analytics and data monetization . The company has 300 employees in 18 countries and has over 150 customers. cVidya’s investors include Battery Ventures , Carmel Ventures , Hyperion, StageOne, Saints Capital and Plenus.
CtrlShift is a Singapore- headquartered programmatic marketing company. It was founded in January 2015 from the merger of three advertising technology companies: AdzCentral scientific media buying platform; digital consultancy Better; and ad-tech distribution company Asia Digital Ventures. 
Cloudera Inc. is a United States -based software company that provides Apache Hadoop -based software, support and services, and training to business customers.
CBIG Consulting is a consulting group that specializes in business intelligence , big data analytics, data warehouse and cloud computing analytics.
Cambridge Technology Enterprises is a global IT services company. The company is predominantly US focused and serves companies like Schneider Electric, Hills Pet, Iron Mountain. Cambridge Technology Enterprises helps organizations through AI leveraging , big data , cloud & machine learning. The company was also recently assessed at CMMI v1.3 Level 5 with ISO 9001: 2008, ISO 27001: 2005 certifications. The company has a workforce of 350 with offices… More →
Bright Computing , Inc. is a developer of software for deploying and managing high-performance (HPC) clusters, big data clusters, and OpenStack in data centers and using cloud computing . 
BigPanda is a technology company headquartered in Palo Alto, California .  The company’s flagship product is an IT systems management platform that aggregates and correlates IT alerts to create high-level IT incidents.  
Scoring Big Data is a cloud-based Service That lets consumer loan Lenders Improve quality and acceptance rates through the use of big data . The company was founded in 2013 and has offices in UK , Finland , Chile , Indonesia and Poland . The company ‘s services are aimed at all lenders – banks , payday lenders , peer – to – peer lending platforms , microfinance providers and leasing companies . 
Big Data Partnership était une société spécialisée dans les services professionnels de big data basée à Londres , Royaume-Uni. Il fournit des services de conseil, de formation certifiée et de soutien aux entreprises basées en Europe, au Moyen-Orient et en Afrique .
Axtria is a New Jersey- based technology company that develops and markets cloud-based data analytics services and solutions for business.  The company’s software is embedded into commercial processes to analyze data and provide insights.  The company is headquartered in Berkeley Heights, New Jersey , and has additional locations in California , Arizona, Georgia , Virginia , and Ireland and development centers in Boston , Chicago and Gurgaon, India .   
Alpine Data Labs is an advanced analytics interface working with Apache Hadoop and big data .       It provides a collaborative, visual environment to create and deploy analytical workflow and predictive models.   This AIMS to make analytics more suitable for business analyst level staff, sales and other departments like using the data, Rather than Requiring a “data engineer” or “data scientist” Who Understands languages like MapReduce or Pig .   
Lucidworks is a San Francisco, California -based enterprise search technology company offering an application development platform, commercial support, consulting, training and value-add software for open source. Apache Lucene and Apache Solr . Lucidworks is a private company founded in 2007 as Lucid Imagination and Publicly lancé on January 26, 2009. The company Was renamed to Lucidworks on August 8, 2012.  The company received Series A funding from Granite Ventures and Walden International in… More →
This is an alphabetical list of notable companies using the marketing term big data :
Web intelligence is the area of scientific research and development explored the roles and That Makes use of artificial intelligence and information technology for new products, services and frameworks That are empowered by the World Wide Web . 
The Venice Time Machine is a large international project launched by the Swiss Federal Institute of Technology in Lausanne (EPFL) and the Ca ‘Foscari University of Venice in 2012 that aims to build a multidimensional collaborative model of Venice by creating an open digital archive of the cultural city heritage covering more than 1,000 years of evolution.  The project aims to trace circulation of news, money, commercial… More →
Synqera is a technology software company, providing a service for personalizing of retail. The company is headquartered in Saint Petersburg , Russia .
Social Physics gold sociophysics is a field of science qui uses mathematical tools inspired by physics To Understand the behavior of human crowds. In a modern commercial use, it can also refer to the analysis of social phenomena with big data .
Social media mining is the process of representing, analyzing, and extracting actionable patterns and trends from raw social media data . The term “mining” is an analogy to the resource extraction process of miningfor rare minerals. Resource extraction mining requires mining companies to sift through vast quanities of raw minerals; Likewise, social media “mining” requires human data analytics and automated software programs to sift through massive amounts of… More →
The Social Credit System is a proposed Chinese government initiative    for developing a national reputation system . It has been reported to assign to “social credit” rating to each citizen based on government data and their economic and social status.      It works as a mass monitoring tool and uses the big data analysis technology .  In addition, it is also meant to operate on the Chinese market. 
In web analytics , a session , or visit is a unit of measurement of a user’s actions taken within a period of time or with regard to completion of a task. Sessions are also used in operational analytics and provision of user-specific recommendations . There are two primary methods used to define a session time-oriented approaches based is continuity in user activity and navigation-based approaches based continuity is in a chain of requested pages.
Security Visualization is a subject that broadly covers the aspect of Big Data , Visualization , Human perception and Security . Each day, we are collecting more and more data in the form of data files. Big Data Mining Techniques Like Map Reduce help narrow the search for meaning in data. Data visualization is a data analytics technique, which is used to engage the human brain while finding patterns in data.
About Savi Technology was founded in 1989 and is based in Alexandria, Virginia .
Data literacy is the ability to read, create and communicate data and has been formally described in varying ways. Discussion of the skills inherent to data literacy and feasible instructional methods-have Emerged as data collectionBecomes routinized and talk of data analysis and Big Data HAS Become commonplace in the news, business,  government  and society in countries across the world . 
Lambda architecture is a data-processing architecture designed to handle massive quantities of data by taking advantage of both batch and stream-processing methods. This approach to architecture attempts to balance latency , throughput , and fault-tolerance by using a combination of real-time data processing and data processing. The two view outputs may be joined before presentation. The rise of lambda architecture is correlated with the growth of big data , real-time analytics, and the drive to mitigate the latencies… More →
In the fields of information technology (IT) and systems management , IT operations (ITOA) is an approach or method to retrieve, analyze, and report data for IT operations. ITOA may apply big data analytics to large datasets to produce business insights.   In 2014, Gartner predicted its use to increase revenue or reduce costs.  By 2017, it is predicted that 15% of enterprises will use IT operations analytics technologies. 
An intelligence engine is a type of enterprise information management that combines business rule management , predictive , and prescriptive analytics to form a unified information-access platform that provides real-time intelligence through search technologies , dashboards and / or existing business infrastructure. Intelligence Engines are process and / or business problem specific, resulting in industry and / or function-specific marketing. They can be differentiated from enterprise resource planning (ERP)decision management functionality.
Industry 4.0 is a name for the current trend of automation and data exchange in manufacturing technologies. It includes cyber-physical systems , the Internet of things , cloud computing     and cognitive computing .
Industrial big data refers to a large amount of diversified time series generated at a high speed by industrial equipment, known as the Internet of thingsThe term emerged in 2012 along with the concept of “Industry 4.0”, and refers to big data”, popular in information technology marketing, in that data created by industrial equipment might hold more potential business values. Industrial big data takes advantage of industrial Internet technology.… More →
Head / tail breaks is a clustering algorithm with heavy-tailed distributions such as power laws and lognormal distributions . The heavy-tailed distribution can be simply referred to the scaling pattern of large, small, or small, largest and smallest. The classification is done through a large part of the world (or called the head) and small (or called the tail). Arithmetic mean or average, and then recursively going for the… More →
GIS United (GU / GIS Utd) is a union of GIS specialists who have a variety of backgrounds such as business administration, public administration, environmental engineering, mechanical engineering, statistics, urban engineering, architecture, historical studies, literature, art, etc. As a consulting firm to analyze Geo-spatial Big data specializes headquartered in Mapo Seogyo, Seoul, South Korea .
Flutura Decision Sciences and Analytics is an industrial Internet of things (IoT) company that focuses on machine to machine and big data analytics serving customers from manufacturing, energy and engineering industries. Its main offices are located in Palo Alto, California and has its development center in Bengaluru, India.
A centralized programming language is a declarative, data centric programming language designed in 2000 to allow a team of programmers to process large data across a high performance computing cluster without the programmer being involved in many of the lower level, imperative decisions.  
Dataveillance is the practice of monitoring and collecting metadata.  The word is a portmanteau of data and surveillance.  Dataveillance is concerned with the continuous monitoring of users’ communications and actions across various platforms.  For instance, dataveillance refers to the monitoring of data resulting from credit card transactions, GPS coordinates, emails, social networks , etc. Using digital media often leaves traces of data and creates a digital footprint of our activity.  This type… More →
DataOps is an automated, process-oriented methodology, used by big data teams, to improve the quality and reduce the cycle time of data analytics . While DataOps began as a set of best practices, it has now become a new and independent approach to data analytics.  DataOps applies to the entire data lifecycle  from data preparation to reporting, and to the interconnected nature of the data analytics team and… More →
Datafication is a modernization of many aspects of our life in computerized data  and transforming this information into new forms of value.  Kenneth Neil Cukier and Victor Mayer-Schoenberger introduced the term datafication in 2013. 
Data-centric security is an approach to security that emphasizes the security of the data rather than the security of networks, servers, or applications. Data-centric security is Evolving Rapidly as companies increasingly Rely on digital information to Run Their Business and Big Data projects Become mainstream.    Data-centric security also enables organizations to overcome the problem of security and the protection of the environment. a relationship that is often obscured by the… More →
Data Shadows is the information that an individual unintentionally leaves behind. This information is then used by organizations and servers.   [ full citation needed ] This information is a vastly detailed record of an individual’s everyday life, which includes the individual’s thoughts and interests, their communication and work information, the information about the organizations that they interact with. so forth.  The concept of data shadow is closely… More →
Data lineage includes the data ‘s origins, what happens to it and where it moves over time.  Data lineage provides visibility into the process of data analysis . 
Big data ethics refers to the ethical dilemmas and concerns presented by big data technologies and industries. Big data is characterized by being continually produced, often without the producers’ direct intent.  The ethical concerns raised by big data from privacy and data ownership, to open data and democracy issues.
Continuous analytics is a data science process that abandons ETLs and complex batch data pipelines in favor of cloud-native and microservices paradigms. Continuous data processing enables realtime interactions and immediate insights with fewer resources.
Cambridge Analytica ( CA ) is a privately held company that combines data mining and data analysis with strategic communication for the electoral process. It was created in 2013 as an offshoot of its British parent company SCL Group to participate in American politics .  In 2014, CA was involved in 44 US political races.  The company is owned by Mostly the family of Robert Mercer , an American hedge-fund manager Who supports Many politically conservative causes.   The firm maintains offices… More →
In the high-performance computing environment, the burst buffer is a fast and intermediate storage lnterm between the front-end computing processes and the back-end storage systems . It emerges as a fast storage solution to the ever-increasing performance of the gap between the processing and the input / output (I / O) bandwidth of the storage systems.  Burst buffer is built from high-performance storage devices, such as NVRAM and SSD . It is one of the largest I… More →
BisQue  is a free, open source web-based platform for the exchange and exploration of large, complex datasets. It is being developed at the Vision Research Lab  at the University of California, Santa Barbara . BisQue specifically supports large scale, multi-dimensional multimodal-images and image analysis. Metadata is stored as an arbitrarily nested and linked tag / value peer, allowing for domain-specific data organization. Image analysis modules can be added to perform… More →
Big Data to Knowledge (BD2K) is a project of the National Institutes of Health for knowledge extraction from big data .
Big Data Maturity Models (BDMM) are the artifacts used to measure Big Data maturity.  These models help organizations to create a structure around their Big Data capabilities and to identify where to start.  They provide tools that assist organizations to define their data and their organizations. BDMMs also provide a methodology for measuring the state of a company’s big data capability, the effort required… More →
Big data is data sets That are so voluminous and complex That traditional data processing Application software are inadequate to deal with ’em. Big data challenges include capturing data , data storage , data analysis , search, sharing , transfer , visualization , querying , and updating information privacy . Volume, Variety and Velocity.
Astroinformatics is an interdisciplinary field of study involving the combination of astronomy , data science , informatics , and information / communications technologies.  
Prescriptive analytics is the third and final phase of business analytics , which also includes descriptive and predictive analytics.  
Predictive analytics encompasses a range of statistical techniques from predictive modeling , machine learning , and data mining that analyzes current and historical facts to future predictions.  
Embedded analytics is the technology designed to make data analysis and business intelligence more accessible by all kinds of application or user.
Business analytics ( BA ) refers to the skills, technologies, practices for continuous iterative exploration and investigation of past business performance to insight gain and drive business planning.  Business analytics focuses on developing new insights and understanding of business performance based on data and statistical methods . In contrast, business intelligence traditionally focuses on a set of metrics to measure both performance and business planning, which is also based on data… More →
Analytics is the discovery, interpretation, and communication of meaningful patterns in data . Especially valuable in areas rich with recorded information, analytics relating to the simultaneous application of statistics , computer programming and operations research to quantify performance.
Administrative data are small data and are a type of big data . They are collected by governments or other organizations for non-statistical reasons to provide overviews on registration, transactions, and record keeping.  They evaluate part of the output of administrating a program. Birth and death records, regulating the crossing of people and goods over borders, pensions, and taxation. These types of data are used in… More →
Timshel is a privately held data service startup company run by Michael Slaby . Slaby was formally involved in the digital initiative of Barack Obama’s presidential campaign. Timshel has around 50 employees in Chicago and New York . 
The Resilience Project is a project, carried out by the Icahn Institute for Genomics at Mount Sinai in collaboration with Sage Bionetworks . 
The Groundwork is a privately held technology firm, run by Michael Slaby , which was formed in June 2014.  Campaign finance disclosures revealed that Hillary Clinton’s campaign was a client of the Groundwork.   Most of the Groundwork’s employees are back-end software developers such as Netflix , DreamHost , and Google . 
Superman memory crystal  is a nanostructured glass for recording of 5-D digital data  using femtosecond laser writing process.  The memory crystal is capable of storing up to 360 terabytes worth of data   for billions of years.     The concept was experimentally demonstrated in 2013.   
Michael Slaby currently runs the Chicago -based startup he founded, Timshel ,  which developed the platform known as The Groundwork .  
Data philanthropy describes a form of collaboration in which private sector companies share data for public benefit.  There are many uses of data philanthropy being explored from humanitarian, corporate, human rights, and academic use. Since introducing the term in 2011, the United Nations Global Pulse has advocated for a global “data philanthropy movement”. 
Civis Analytics is an Eric Schmidt -backed data science startup company founded by Dan Wagner in 2013. 
Memory (RAM ) is a large memory device that has a large memory RAM ( random-access memory ) memory. Some workloads are databases, in-memory caches, and graph analytics.  Now, more generally, data science and big data.