ARTIFICIAL INTELLIGENCE AND LAW: A COMPUTATIONAL SOLUTION CAPABLE OF PREDICTING JUDICIAL DECISIONS

被引:0
|
作者
Menon, Luciana Trinkaus [1 ]
de Souza Britto, Melina Carla [2 ]
Moreira, Guilherme Martelli
da Cruz, Fabricio Bittencourt [3 ,4 ,5 ,6 ]
机构
[1] Univis LTDA, Machine Learning & Visao Computac, Recife, PE, Brazil
[2] ESMAFE, Curitiba, Parana, Brazil
[3] Univ Estadual Ponta Grossa, Dept Direito Estado Grad, Ponta Grossa, Parana, Brazil
[4] Univ Estadual Ponta Grossa, Programa Posgrad Ciencias Socials Aplicadas Mestr, Ponta Grossa, Parana, Brazil
[5] Int Inst Justice Excelence Holanda, Rio De Janeiro, RJ, Brazil
[6] Projeto MindTheGap Inovacao Direito, Ponta Grossa, Parana, Brazil
来源
HUMANIDADES & INOVACAO | 2021年 / 8卷 / 47期
关键词
Artificial Intelligence; Machine Learning; Prediction of Judicial Decisions;
D O I
暂无
中图分类号
C [社会科学总论];
学科分类号
03 ; 0303 ;
摘要
In this paper, we present the result of a computational solution capable of carrying out the prediction of judicial decisions (judicial sentences). We classify plaintiffs of public civil actions of administrative improbity and enforcements of conduct adjustment terms presented by State Prosecution of Parana (in Brazil) from 2011 to 2018, at the State Courts of Parana. The goal of these plaintiffs is to predict judicial decisions (whether favorable or not in relation to the requests made by the State Prosecution's plaintiff). Through natural language processing techniques and machine learning, the results obtained are promising, reaching 78,02% accuracy with the use of the Logistic Regression inductive algorithm, representation based on Bag of Words and using RSLPS stemming.
引用
收藏
页码:151 / 167
页数:17
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