27: Machine learning and law

This chapter will provide an overview of the applications of machine learning in the legal domain, both theoretical possibilities and applications already in use. As an understanding of IT concepts is crucial for a comprehensive discussion of their applications, the chapter opens with an informal in...

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1. autor: Porębski, Andrzej
Format: Online
Język:angielski
Wydane: Edward Elgar Publishing 2023
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Dostęp online:https://directory.doabooks.org/handle/20.500.12854/132196
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author Porębski, Andrzej
author_browse Porębski, Andrzej
author_facet Porębski, Andrzej
author_sort Porębski, Andrzej
collection Directory of Open Access Books
description This chapter will provide an overview of the applications of machine learning in the legal domain, both theoretical possibilities and applications already in use. As an understanding of IT concepts is crucial for a comprehensive discussion of their applications, the chapter opens with an informal introduction to machine learning. In the following sections, the most relevant applications (primarily COMPAS system) and the discourses surrounding them are presented. The predictive justice trend is then considered and some applications of machine learning in legal practice are briefly pointed out. To recognise the tensions created by the prospect of the proliferation of machine learning in the application of law, especially in the judiciary, an understanding of the problems of transparency is significant. Thus, the last part of the text is devoted to the eXplainable Artificial Intelligence trend and an overview of the considerations of transparency and intelligibility of machine learning applied in law.
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spelling doab-20.500.12854ir-1321962023-12-22T13:21:17Z 27: Machine learning and law Porębski, Andrzej Machine learning; Predictive justice; XAI; COMPAS system; IT in the legal domain; Artificial intelligence UBL This chapter will provide an overview of the applications of machine learning in the legal domain, both theoretical possibilities and applications already in use. As an understanding of IT concepts is crucial for a comprehensive discussion of their applications, the chapter opens with an informal introduction to machine learning. In the following sections, the most relevant applications (primarily COMPAS system) and the discourses surrounding them are presented. The predictive justice trend is then considered and some applications of machine learning in legal practice are briefly pointed out. To recognise the tensions created by the prospect of the proliferation of machine learning in the application of law, especially in the judiciary, an understanding of the problems of transparency is significant. Thus, the last part of the text is devoted to the eXplainable Artificial Intelligence trend and an overview of the considerations of transparency and intelligibility of machine learning applied in law. Published 2023-12-22T13:21:12Z 2023-12-22T13:21:12Z 2023-12-05 chapter 9781803921327 https://directory.doabooks.org/handle/20.500.12854/132196 eng image/jpeg Attribution-NonCommercial-NoDerivatives 4.0 International https://www.e-elgar.com/shop/gbp/research-handbook-on-law-and-technology-9781803921310.html https://www.elgaronline.com/edcollchap-oa/book/9781803921327/chapter27.xml Edward Elgar Publishing Edward Elgar Publishing 10.4337/9781803921327.00037 10.4337/9781803921327.00037 01ceac28-75b4-492a-8eec-f9b98bc6b28c https://creativecommons.org/licenses/by-nc-nd/4.0/ 9781803921327 Edward Elgar Publishing Cheltenham, UK open access
spellingShingle Machine learning; Predictive justice; XAI; COMPAS system; IT in the legal domain; Artificial intelligence
UBL
Porębski, Andrzej
27: Machine learning and law
title 27: Machine learning and law
title_full 27: Machine learning and law
title_fullStr 27: Machine learning and law
title_full_unstemmed 27: Machine learning and law
title_short 27: Machine learning and law
title_sort 27 machine learning and law
topic Machine learning; Predictive justice; XAI; COMPAS system; IT in the legal domain; Artificial intelligence
UBL
topic_facet Machine learning; Predictive justice; XAI; COMPAS system; IT in the legal domain; Artificial intelligence
UBL
url https://directory.doabooks.org/handle/20.500.12854/132196
work_keys_str_mv AT porebskiandrzej 27machinelearningandlaw