Banca de DEFESA: BRUNO DOS SANTOS FERNANDES DA SILVA

Uma banca de DEFESA de MESTRADO foi cadastrada pelo programa.
STUDENT : BRUNO DOS SANTOS FERNANDES DA SILVA
DATE: 05/07/2021
TIME: 09:00
LOCAL: Google Meets
TITLE:

An investigative analysis of Gender Bias in JudicialData using Supervised and Unsupervised MachineLearning Techniques

KEY WORDS:

Judicial Sentences, Machine Learning, Supervised, Unsupervised, Data analytics, Data Mining, Gender bias.

PAGES: 71
BIG AREA: Ciências Exatas e da Terra
AREA: Ciência da Computação
SUBÁREA: Matemática da Computação
SPECIALTY: Modelos Analíticos e de Simulação
SUMMARY:

Brazilian Courts have been working in virtualisation of judicial processes since this century's rise, leading to a revolution in
relations, services and labour force. A huge volume of data has been produced and computational techniques have been an intimate ally to keeping business processes under control and delivering services as juridical clients expect. However,although there is a misunderstanding that automation solutions are always ’intelligent’, which in most cases, it is not true, there has never been any discussion about the use of intelligent solutions for this end as well as any issues related with automatic predicting and decision making using historical data in context. One of the problems that has already come to light is the bias in judicial datasets around the world. Thus, this work will focus on evaluating,applying and understanding resources based on fine and parameter tuning, with the end of better using machine learning techniques when working on judicial systems, and, therefore,raising the discussion related to secondary issues. We have used a real dataset of judicial sentences (Além da Pena), applying supervised and unsupervised learning models and our results point to the accuratedetection of gender bias.

BANKING MEMBERS:
Presidente - 2524467 - MARJORY CRISTIANY DA COSTA ABREU
Interno - 2316877 - EVERTON RANIELLY DE SOUSA CAVALCANTE
Externa ao Programa - 2938129 - LAURA EMMANUELLA ALVES DOS SANTOS SANTANA DE OLIVEIRA
Externo à Instituição - PLACIDO ANTONIO DE SOUZA NETO - IFRN