The Constitution of Algorithms : Ground-Truthing, Programming, Formulating

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State: Public
Version: Final published version
License: CC BY-NC-ND 4.0
Serval ID
serval:BIB_44C611069297
Type
Book:A book with an explicit publisher.
Collection
Publications
Institution
Title
The Constitution of Algorithms : Ground-Truthing, Programming, Formulating
Author(s)
Jaton Florian
Publisher
The MIT Press
ISBN
9780262363235
Publication state
Published
Issued date
2021
Peer-reviewed
Oui
Language
english
Number of pages
400
Abstract
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.
Open Access
Yes
Funding(s)
Swiss National Science Foundation / Careers / 148948
Swiss National Science Foundation / Careers / 184113
Create date
07/05/2021 12:17
Last modification date
23/06/2021 6:36
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