Using machine learning to create a repository of judgments concerning a new practice area: a case study in animal protection law
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2023
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oai:localhost:PNK-82322023-04-24T01:54:49Z Using machine learning to create a repository of judgments concerning a new practice area: a case study in animal protection law Joe, Watson Guy, Aglionby Samuel, March SVM repository of judgments concerning CC BY Judgments concerning animals have arisen across a variety of established practice areas. There is, however, no publicly available repository of judgments concerning the emerging practice area of animal protection law. This has hindered the identification of individual animal protection law judgments and comprehension of the scale of animal protection law made by courts. Thus, we detail the creation of an initial animal protection law repository using natural language processing and machine learning techniques. This involved domain expert classification of 500 judgments according to whether or not they were concerned with animal protection law. 400 of these judgments were used to train various models, each of which was used to predict the classification of the remaining 100 judgments. 2023-04-24T01:54:49Z 2023-04-24T01:54:49Z 2022 Book https://link.springer.com/article/10.1007/s10506-022-09313-y https://dlib.phenikaa-uni.edu.vn/handle/PNK/8232 en application/pdf Springer |
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SVM repository of judgments concerning Joe, Watson Guy, Aglionby Samuel, March Using machine learning to create a repository of judgments concerning a new practice area: a case study in animal protection law |
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CC BY |
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Book |
author |
Joe, Watson Guy, Aglionby Samuel, March |
author_facet |
Joe, Watson Guy, Aglionby Samuel, March |
author_sort |
Joe, Watson |
title |
Using machine learning to create a repository of judgments concerning a new practice area: a case study in animal protection law |
title_short |
Using machine learning to create a repository of judgments concerning a new practice area: a case study in animal protection law |
title_full |
Using machine learning to create a repository of judgments concerning a new practice area: a case study in animal protection law |
title_fullStr |
Using machine learning to create a repository of judgments concerning a new practice area: a case study in animal protection law |
title_full_unstemmed |
Using machine learning to create a repository of judgments concerning a new practice area: a case study in animal protection law |
title_sort |
using machine learning to create a repository of judgments concerning a new practice area: a case study in animal protection law |
publisher |
Springer |
publishDate |
2023 |
url |
https://link.springer.com/article/10.1007/s10506-022-09313-y https://dlib.phenikaa-uni.edu.vn/handle/PNK/8232 |
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1764086838438395904 |
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8.891787 |