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Programming with Big Data in R (pbdR) is a series of R packages and an environment for statistical computing with big data by using high-performance statistical
Programming with Big Data in R
Programming_with_Big_Data_in_R
Programming language for statistics
R is a programming language for statistical computing and data visualization. It has been widely adopted in the fields of data mining, bioinformatics,
R_(programming_language)
This is a list of data science software and platforms used in data science, which includes programming languages, programming environments, machine learning
List_of_data_science_software
data PSPP – A free software alternative to IBM SPSS Statistics R – free implementation of the S (programming language) Programming with Big Data in R
List_of_statistical_software
Extremely large or complex datasets
Big data primarily refers to data sets that are too large or complex to be dealt with by traditional data-processing software. Data with many entries (rows)
Big_data
Category of programming languages
Data-centric programming language defines a category of programming languages where the primary function is the management and manipulation of data. A
Data-centric programming language
Data-centric_programming_language
Field of study to extract knowledge from data
professional who creates programming code and combines it with statistical knowledge to summarize data. Data science plays a critical role in modern decision-making
Data_science
Ethics of mass data analytics
Big data ethics, also known simply as data ethics, refers to systemizing, defending, and recommending concepts of right and wrong conduct in relation to
Big_data_ethics
used in computer science, its sub-disciplines, and related fields, including terms relevant to software, data science, and computer programming. Contents:
Glossary_of_computer_science
community at large. Programming with Big Data in R fully utilizes ScaLAPACK and two-dimensional block cyclic decomposition for Big Data statistical analysis
ScaLAPACK
Method for solving certain optimization problems
One of the advantages of IRLS over linear programming and convex programming is that it can be used with Gauss–Newton and Levenberg–Marquardt numerical
Iteratively reweighted least squares
Iteratively_reweighted_least_squares
Overview of and topical guide to machine learning
logic Probability matching Probit model Product of experts Programming with Big Data in R Proper generalized decomposition Pruning (decision trees) Pushpak
Outline_of_machine_learning
Process of analyzing large data sets
comprehensive data analytics framework. Massive Online Analysis (MOA): a real-time big data stream mining with concept drift tool in the Java programming language
Data_mining
Relational database programming language
query data contained in a relational database. SQL is a set-based, declarative programming language, not an imperative programming language like C or BASIC
SQL
Programming language
is a high-level, general-purpose programming language that is statically typed and compiled. Originally designed in 2007 by Robert Griesemer, Rob Pike
Go_(programming_language)
The Oracle Big Data Appliance consists of hardware and software from Oracle Corporation sold as a computer appliance. It was announced in 2011, and is
Oracle_Big_Data_Appliance
Dynamic programming language
core programming paradigm, just-in-time compilation and a parallel garbage collection implementation. Notably, Julia does not support classes with encapsulated
Julia_(programming_language)
Open-source data analytics cluster computing framework
analytics engine for large-scale data processing. Spark provides an interface for programming clusters with implicit data parallelism and fault tolerance
Apache_Spark
Disciplines of managing data as a resource
and regulation of data to ensure quality and compliance. Over time, advancements in technology, such as cloud computing and big data analytics, have further
Data_management
Programming paradigm based on modeling the logic of a computation
In computer science, declarative programming is a programming paradigm that expresses the logic of a computation without fully describing its control
Declarative_programming
Procedural, imperative computer programming language
PL/I (Programming Language One, pronounced /piː ɛl wʌn/ and sometimes written PL/1) is a procedural, imperative computer programming language initially
PL/I
Integrated development environment for R
integrated development environment for R, a programming language for statistical computing and graphics. It is available in two formats: RStudio Desktop, a regular
RStudio
Particular way of storing and organizing data in a computer
BCPL (Basic Combined Programming Language), lack built-in support for data structures. On the other hand, many high-level programming languages and some
Data_structure
American businessman (born 1944)
co-founded with David Agus and Dave Hodgson, closed in 2024. The company intended to transform cancer care using products intended to quickly analyze data within
Larry_Ellison
Programming paradigm based on objects
Object-oriented programming (OOP) is a programming paradigm based on objects – software entities that encapsulate data and function(s).[clarification needed]
Object-oriented_programming
Programming language family
is a family of programming languages with a long history and a distinctive, fully parenthesized prefix notation. Originally specified in the late 1950s
Lisp_(programming_language)
and interpret data in large volumes, even for big data analysis. The components of the data analysis framework are the steps the data follows to be finally
Data_analysis
Multi-paradigm system programming language
Big Programming Language You’ve Never Heard Of”. This sometimes leads to familiarity bias and uncertainty about its stability. Computer programming portal
D_(programming_language)
Analysis of computer programs without executing them
algorithmic in nature: it focuses on a broad programming language of choice, and seeks to determine by syntactic means whether given programs in that language
Static_program_analysis
Visual representation of data
quantitative data a possibility. Private schools have also developed programs to meet the demand for learning data visualization and associated programming libraries
Data and information visualization
Data_and_information_visualization
Statistical software
SAS Institute Inc v World Programming Ltd was a lawsuit with developers of a competing implementation, World Programming System, alleging that they had
SAS_(software)
2026 studio album by Jhené Aiko
(4) Amaire Johnson – programming, drum kit (5) Blaq Tuxedo – vocal production, programming, bass, keyboard (10) Boi-1da – programming (13) Brian Warfield
Westside_Whimsy
Programming language
IDL, short for Interactive Data Language, is a programming language used for data analysis. It is popular in particular areas of science, such as astronomy
IDL_(programming_language)
Functional programming language for arrays
of APL symbols. APL (named after the book A Programming Language) is a programming language developed in the 1960s by Kenneth E. Iverson. Its central
APL_(programming_language)
Esoteric, minimalist programming language
Brainfuck is an esoteric programming language created in 1993 by Swiss student Urban Müller [it; cs]. Designed to be extremely minimalistic, the language
Brainfuck
Distributed data processing framework
software framework for distributed storage and processing of big data using the MapReduce programming model. Hadoop was originally designed for computer clusters
Apache_Hadoop
Open source data science software
services for interactive computing across multiple programming languages. It was spun off from IPython in 2014 by its Seven Founding Members: Fernando Pérez
Project_Jupyter
Numeric value with an unclear meaning
In computer programming, a magic number or magic constant is a numeric literal in source code whose meaning is unclear to the reader. The term is also
Magic_number_(programming)
Instructions a computer can execute
A computer program is a sequence or set of instructions in a programming language for a computer to execute. It is one component of software, which also
Computer_program
General-purpose programming language
high-level general-purpose programming language that supports both object-oriented programming and functional programming. Designed to be concise, many
Scala_(programming_language)
Study of computation
functions and avoids state and mutable data. It is a declarative programming paradigm, which means programming is done with expressions or declarations instead
Computer_science
Discovery, interpretation, and communication of meaningful patterns in data
International Data Corporation, global spending on big data and business analytics (BDA) solutions is estimated to reach $215.7 billion in 2021. As per
Analytics
Process of analyzing computer program behavior
is accepted by the type system. Type checking is used in programming to limit how programming objects are used and what can they do. This is done by
Program_analysis
Television station in Detroit
WJBK as well as the Fox network, the MyNetworkTV programming service, Fox News, Fox Sports 1, the Big Ten Network and the Fox Television Stations unit
WJBK
Form of non-volatile memory used in computers and other electronic devices
memory (ROM) is a form of non-volatile memory used in computers and other electronic devices. Data stored in ROM cannot be electronically modified after the
Read-only_memory
Dialect of the Lisp programming language designed to interact with Python
Hy is a dialect of the Lisp programming language designed to interact with Python by translating s-expressions into Python's abstract syntax tree (AST)
Hy_(programming_language)
Process to create executable computer programs
of procedures, by writing code in one or more programming languages. Programmers typically use high-level programming languages that are more easily intelligible
Computer_programming
Parallelization across multiple processors in parallel computing environments
locality of data references plays an important part in evaluating the performance of a data parallel programming model. Locality of data depends on the
Data_parallelism
Declarative logic programming language
Datalog, answer set programming, DatalogZ, and constraint logic programming. When evaluated as an answer set program, a Datalog program yields a single answer
Datalog
Name used for several lines of minicomputers
Programmed Data Processor (PDP), referred to by some customers, media and authors as "Programmable Data Processor," is a term used by the Digital Equipment
Programmed_Data_Processor
Facility used to house computer servers
Law School report in March 2025 found that because utilities are increasingly in competition to attract data center contracts from big tech companies, they
Data_center
Limitations on Open Source R Analytics". Press release. June 26, 2014. Retrieved February 20, 2017. "Teradata Launches Next-Generation Big Data Apps". Press release
Aster_Data_Systems
Approach of analyzing data sets in statistics
2025) R, an open-source programming language for statistical computing and graphics. Together with Python one of the most popular languages for data science
Exploratory_data_analysis
Data structure holding key/value pairs
or other more specialized structures. Many programming languages include associative arrays as primitive data types, while many other languages provide
Associative_array
Overview of and topical guide to algorithms
implementation of algorithms and data-processing instructions in a programming language Data structure — organization of data used by algorithms Heuristic
Outline_of_algorithms
Cloud-based service and infrastructure
data processing Cloud Data Fusion – A managed ETL service based on the Open Source Cask Data Application Platform Dataproc – Big data platform for running
Google_Cloud_Platform
Discrete, discontinuous representation of information
Digital data or digital information, in information theory and information systems, is data or information represented as a string of discrete symbols
Digital_data
Software library providing embedded database for key/value data
key/value data, historically significant in open-source software. Berkeley DB is written in C with API bindings for many other programming languages.
Berkeley_DB
Software company
company specializing in data integrity tools, and also providing big data, high-speed sorting, ETL, data integration, data quality, data enrichment, and location
Precisely_(company)
Object-oriented programming language
release, and has been a popular programming language since then. Java was the third most popular programming language in 2022[update] according to GitHub
Java_(programming_language)
Programming language
fourth-generation procedural programming language designed for the statistical analysis of data. It is Turing-complete and domain specific, with many of the attributes
SAS_language
Programming language learning environment
Lab Code.org Programmable Cricket Visual programming language Pencil Code (programming language) An open-source project for Scratch in Linux, not made
Scratch (programming language)
Scratch_(programming_language)
Data format and compression library
data, and a 4-byte trailer. Endianness is big-endian. Bit 0 is the least significant bit in a byte. Deflate compression typically uses the zlib data format
Zlib
Package manager and environment management system
Performant Programming for Humans (1st ed.). O'Reilly Media. p. 370. ISBN 978-1449361594. Jackson, Joab (5 February 2013). "Python gets a big data boost from
Conda_(package_manager)
Athena runs interactive queries directly against data in Amazon S3. Amazon EMR deploys open source, big data frameworks like Apache Hadoop, Spark, Presto
Cloud_analytics
Software library for data analysis
organize and work with data. Vink aimed to address those limitations with a data processing library written in the Rust programming language. Ritchie
Polars_(software)
Concept in computer science
that a program that executes safely in a small state (satisfying P {\displaystyle P} ), can also execute in any bigger state (satisfying P ∗ R {\displaystyle
Separation_logic
Olivetti programmable calculator launched in 1964
computers were as big as a wardrobe. With a wardrobe we don't have any relationship: in fact the most beautiful wardrobes disappear in the wall. But this
Programma_101
Data science software
Interleaving No-Code with Code: the platform supports integrating both visual programming (no-code) and script-based programming (e.g., Python, R, JavaScript)
KNIME
Overview of and topical guide to computer programming
computer programming: Computer programming – process that leads from an original formulation of a computing problem to executable computer programs. Programming
Outline of computer programming
Outline_of_computer_programming
Set of conceptual and technical difficulties
storing data in a dedicated database, while object-oriented (OO) programming is the default method for business-centric design in programming languages
Object–relational impedance mismatch
Object–relational_impedance_mismatch
Television station in San Jose, California
schedule due to difficulties with its programming obligations with NBC (all other A's games that were not televised nationally aired in the market on now-defunct
KICU-TV
Software development methodology
elements of extreme programming include programming in pairs or doing extensive code review, unit testing of all code, not programming features until they
Extreme_programming
Data organized by tags but not tables
Semi-structured data is a form of structured data that is not rigidly structured. The data model associated with semi-structured data is interpreted when the data is
Semi-structured_data
Programming paradigm in which many processes are executed simultaneously
parallel programming include an open standard called OpenHMPP for hybrid multi-core parallel programming. The OpenHMPP directive-based programming model
Parallel_computing
Study of making products from raw materials
"Optimization under uncertainty in the era of big data and deep learning: When machine learning meets mathematical programming". Computers & Chemical Engineering
Process_engineering
Unified programming model for data processing pipelines
Apache Beam is an open source unified programming model to define and execute data processing pipelines, including ETL, batch and stream (continuous) processing
Apache_Beam
Field of research
Critical data studies is the exploration of and engagement with social, cultural, and ethical challenges that arise when working with big data. It is through
Critical_data_studies
Canadian software developer researcher and entrepreneur
taught and researched at universities in Canada and Australia, and advises R&D teams in big data and fast data, agile software development, and object
David A. Thomas (software developer)
David_A._Thomas_(software_developer)
Implementation of the S programming language
commercial implementation of the S programming language sold by TIBCO Software Inc. It features object-oriented programming capabilities and advanced analytical
S-PLUS
Python distribution
is an open source data science and artificial intelligence development portal and a distribution platform for the Python programming language. Developed
Anaconda (Python distribution)
Anaconda_(Python_distribution)
Statistical software company
change in focus. Their core product, Revolution R, would be offered free to academic users and their commercial software would focus on big data, large
Revolution_Analytics
Rules to verify computer program correctness
formulae in predicate logic. Hoare logic provides axioms and inference rules for all the constructs of a simple imperative programming language. In addition
Hoare_logic
Set of software subsystems or components needed to create a complete platform
Kafka (messaging) Apache Spark (big data and MapReduce) NMP nginx (web server) MySQL or MariaDB (database) PHP (programming language) OpenACS NaviServer
Solution_stack
Programming paradigm based on formal logic
Logic programming is a programming, database, and knowledge representation paradigm based on formal logic. A logic program is a set of sentences in logical
Logic_programming
Television station in Dallas
no local news programming; Miami affiliate WSVN's decision to adopt a news-intensive programming format after switching from NBC to Fox in January 1989
KDFW
Stack-based programming language
programming language and interactive integrated development environment designed by Charles H. "Chuck" Moore and first used by other programmers in 1970
Forth_(programming_language)
Intelligence in machines
programming languages". VentureBeat. Archived from the original on 27 June 2024. Retrieved 26 May 2024. Wodecki, Ben (5 May 2023). "7 AI Programming Languages
Artificial_intelligence
Of a function, an additional effect besides returning a value
analysis of programming languages. The degree to which side effects are used depends on the programming paradigm. For example, imperative programming is commonly
Side effect (computer science)
Side_effect_(computer_science)
Approach to static program analysis
(eds.). Proc. 4th Int. Symp. on Programming Language Implementation and Logic Programming (PLILP). Lecture Notes in Computer Science. Vol. 631. Springer
Abstract_interpretation
Television station in Cleveland
affiliate with select ABC and CBS programs, WXEL placed an emphasis on locally produced programming, originally from their studios and transmitter site in Parma
WJW_(TV)
Environment for analytics
Alpine Data Labs is an advanced analytics interface working with Apache Hadoop and big data. It provides a collaborative, visual environment to create
Alpine_Data_Labs
Anomaly in computer security and programming
In programming and information security, a buffer overflow or buffer overrun is a bug whereby a program writes data to a buffer beyond the buffer's allocated
Buffer_overflow
Computer memory type used for data preservation
images. Recorded data can be read with a combination of an optical microscope and a polarizer. The technique was first demonstrated in 2009 by researchers
5D_optical_data_storage
Early type of solid state computer memory
leak away and the data can be retained for decades. The programming process is not electrically reversible. To erase the data stored in the array of transistors
EPROM
Advanced interactive shell for Python
command shell for interactive computing in multiple programming languages, originally developed for the Python programming language, that offers introspection
IPython
Class of parallel computing applications
development of a data parallel application can involve substantial programming complexity to define the problem in the context of available programming tools, and
Data-intensive_computing
Higher-level programming standard for heterogeneous computing
SYCL (pronounced "sickle") is a higher-level programming model to improve programming productivity on various hardware accelerators. It is a single-source
SYCL
Algorithm for finding shortest paths
From a dynamic programming point of view, Dijkstra's algorithm is a successive approximation scheme that solves the dynamic programming functional equation
Dijkstra's_algorithm
Television station in Ocala, Florida
independent station with a range of movies and syndicated programs. Big Sun sold the station in 1986 to Indiana-based Wabash Valley Broadcasting, which
WOGX
travel, tourism, insurance
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