Banca de QUALIFICAÇÃO: ANTONIO DE ABREU BATISTA JUNIOR
Uma banca de QUALIFICAÇÃO de DOUTORADO foi cadastrada pelo programa.DISCENTE : ANTONIO DE ABREU BATISTA JUNIOR
DATA : 30/07/2019
HORA: 14:00
LOCAL: sala 303, 3º andar, Bloco B, Campus SA da Fundação Universidade Federal do ABC, localizada na Avenida dos Estados, 5001, Santa Terezinha, Santo André, SP
TÍTULO:
Identification of Scientists of Future Success using Bibliometric Indicators
PÁGINAS: 55
GRANDE ÁREA: Ciências Exatas e da Terra
ÁREA: Ciência da Computação
SUBÁREA: Metodologia e Técnicas da Computação
RESUMO:
Although quantifying the current relevance of academics is of substantial interest to scholarly decision makers, there is a wide range of situations in which future relevance is more important than the current one (e.g., in guiding funding allocations, recruitment decisions, and rewards). In this research project, we aim to develop models/methods based on bibliometric indicators for early identification of academics of future scientific success. Exploring the current relevance and temporal (sequential) aspect of the evolution of the scientific impact (and research output) of academics, we create a model in order to predict the future scientific impact (and future research output) of academics using deep learning techniques. Subsequently, we use it as part of a successful academic prediction framework formulated as a linear programming problem. Citation and publication data for two bibliometric data sets widely recognized in the literature (Arnetminer e Semantic Scholar) were used. Finally, the experimental results indicate that the framework can early identify a large portion of academics of future scientific success.
MEMBROS DA BANCA:
Presidente - Interno ao Programa - 1934625 - JESUS PASCUAL MENA CHALCO
Membro Titular - Examinador(a) Interno ao Programa - 1722875 - DAVID CORREA MARTINS JUNIOR
Membro Titular - Examinador(a) Externo ao Programa - 1760938 - DANIEL MORGATO MARTIN
Membro Suplente - Examinador(a) Externo à Instituição - ALEXANDRE DONIZETI ALVES - UFABC