The Constitution of Algorithms

A laboratory study that investigates how algorithms come into existence. Algorithms—often associated with the terms big data, machine learning, or artificial intelligence—underlie the technologies we use every day, and disputes over the consequences, actual or potential, of new algorithms arise regu...

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Պահպանված է:
Մատենագիտական մանրամասներ
Հիմնական հեղինակ: Jaton, Florian
Ձևաչափ: Online
Լեզու:անգլերեն
Հրապարակվել է: The MIT Press 2022
Խորագրեր:
Առցանց հասանելիություն:ONIX_20220221_9780262363235_130
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author Jaton, Florian
author_browse Jaton, Florian
author_facet Jaton, Florian
author_sort Jaton, Florian
collection Directory of Open Access Books
description A laboratory study that investigates how algorithms come into existence. Algorithms—often associated with the terms big data, machine learning, or artificial intelligence—underlie the technologies we use every day, and disputes over the consequences, actual or potential, of new algorithms arise regularly. In this book, Florian Jaton offers a new way to study computerized methods, providing an account of where algorithms come from and how they are constituted, investigating the practical activities by which algorithms are progressively assembled rather than what they may suggest or require once they are assembled. Drawing on a four-year ethnographic study of a computer science laboratory that specialized in digital image processing, Jaton illuminates the invisible processes that are behind the development of algorithms. Tracing what he terms a set of intertwining courses of actions sharing common finalities, he describes the practical activity of creating algorithms through the lenses of ground-truthing, programming, and formulating. He first presents the building of ground truths, referential repositories that form the material basis for algorithms. Then, after considering programming's resistance to ethnographic scrutiny, he describes programming courses of action he attended at the laboratory. Finally, he offers an account of courses of action that successfully formulated some of the relationships among the data of a ground-truth database, revealing the links between ground-truthing, programming, and formulating activities—entangled processes that lead to the shaping of algorithms. In practice, ground-truthing, programming, and formulating form a whirlwind process, an emergent and intertwined agency.
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spelling doab-20.500.12854ir-786102024-04-14T10:27:40Z The Constitution of Algorithms Jaton, Florian Algorithms and data structures Information technology: general topics Ethical and social aspects of IT thema EDItEUR::U Computing and Information Technology::UM Computer programming / software engineering::UMB Algorithms and data structures thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics::UBJ Digital and information technologies: social and ethical aspects A laboratory study that investigates how algorithms come into existence. Algorithms—often associated with the terms big data, machine learning, or artificial intelligence—underlie the technologies we use every day, and disputes over the consequences, actual or potential, of new algorithms arise regularly. In this book, Florian Jaton offers a new way to study computerized methods, providing an account of where algorithms come from and how they are constituted, investigating the practical activities by which algorithms are progressively assembled rather than what they may suggest or require once they are assembled. Drawing on a four-year ethnographic study of a computer science laboratory that specialized in digital image processing, Jaton illuminates the invisible processes that are behind the development of algorithms. Tracing what he terms a set of intertwining courses of actions sharing common finalities, he describes the practical activity of creating algorithms through the lenses of ground-truthing, programming, and formulating. He first presents the building of ground truths, referential repositories that form the material basis for algorithms. Then, after considering programming's resistance to ethnographic scrutiny, he describes programming courses of action he attended at the laboratory. Finally, he offers an account of courses of action that successfully formulated some of the relationships among the data of a ground-truth database, revealing the links between ground-truthing, programming, and formulating activities—entangled processes that lead to the shaping of algorithms. In practice, ground-truthing, programming, and formulating form a whirlwind process, an emergent and intertwined agency. 2022-02-21T15:13:24Z 2022-02-21T15:13:24Z 2021 book ONIX_20220221_9780262363235_130 9780262363235 9780262542142 https://directory.doabooks.org/handle/20.500.12854/78610 eng Inside Technology image/jpeg n/a https://doi.org/10.7551/mitpress/12517.001.0001 The MIT Press The MIT Press ae0cf962-f685-4933-93d1-916defa5123d 9780262363235 9780262542142 The MIT Press 400 Cambridge open access
spellingShingle Algorithms and data structures
Information technology: general topics
Ethical and social aspects of IT
thema EDItEUR::U Computing and Information Technology::UM Computer programming / software engineering::UMB Algorithms and data structures
thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics
thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics::UBJ Digital and information technologies: social and ethical aspects
Jaton, Florian
The Constitution of Algorithms
title The Constitution of Algorithms
title_full The Constitution of Algorithms
title_fullStr The Constitution of Algorithms
title_full_unstemmed The Constitution of Algorithms
title_short The Constitution of Algorithms
title_sort constitution of algorithms
topic Algorithms and data structures
Information technology: general topics
Ethical and social aspects of IT
thema EDItEUR::U Computing and Information Technology::UM Computer programming / software engineering::UMB Algorithms and data structures
thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics
thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics::UBJ Digital and information technologies: social and ethical aspects
topic_facet Algorithms and data structures
Information technology: general topics
Ethical and social aspects of IT
thema EDItEUR::U Computing and Information Technology::UM Computer programming / software engineering::UMB Algorithms and data structures
thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics
thema EDItEUR::U Computing and Information Technology::UB Information technology: general topics::UBJ Digital and information technologies: social and ethical aspects
url ONIX_20220221_9780262363235_130
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