Search Results - "Faleiros, Thiago"

RGCLI: Robust Graph that Considers Labeled Instances for Semi-Supervised Learning by Berton, Lilian, de Paulo Faleiros, Thiago, Valejo, Alan, Valverde-Rebaza, Jorge, de Andrade Lopes, Alneu

“…Graph-based semi-supervised learning (SSL) provides a powerful framework for the modeling of manifold structures in high-dimensional spaces. Additionally,…”
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Coarsening effects on k-partite network classification by Eduardo Althoff, Paulo, Demétrius Baria Valejo, Alan, de Paulo Faleiros, Thiago

“…The growing data size poses challenges for storage and computational processing time in semi-supervised models, making their practical application difficult;…”
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Optimizing the class information divergence for transductive classification of texts using propagation in bipartite graphs by de Paulo Faleiros, Thiago, Geraldeli Rossi, Rafael, de Andrade Lopes, Alneu

“…•Scalable algorithm based on bipartite graphs to perform transduction learning.•Label propagation procedure that uses class information associated with…”
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Inductive Model Generation for Text Classification Using a Bipartite Heterogeneous Network by Rossi, Rafael Geraldeli, de Andrade Lopes, Alneu, de Paulo Faleiros, Thiago, Rezende, Solange Oliveira

“…Algorithms for numeric data classification have been applied for text classification. Usually the vector space model is used to represent text collections. The…”
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Coarsening Algorithm Based on Multi-Label Propagation for Knowledge Discovery in Bipartite Networks by Valejo, Alan Demetrius Baria, Althoff, Paulo Eduardo, Faleiros, Thiago de Paulo, Filho, Geraldo Pereira Rocha, Zhu, Yu-tao, Yan, Jianglong, Liu, Weiguang, Zhao, Liang

“…Complex machine learning tasks for knowledge discovery in networked data, such as community detection, node categorization, network visualization, and…”
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Combining prompt-based language models and weak supervision for labeling named entity recognition on legal documents by Oliveira, Vitor, Nogueira, Gabriel, Faleiros, Thiago, Marcacini, Ricardo

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DODFMiner: An automated tool for Named Entity Recognition from Official Gazettes by Guimarães, Gabriel M.C., da Silva, Felipe X.B., Queiroz, Andrei L., Marcacini, Ricardo M., Faleiros, Thiago P., Borges, Vinicius R.P., Garcia, Luís P.F.

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A coarsening method for bipartite networks via weight-constrained label propagation by Valejo, Alan, Faleiros, Thiago, Oliveira, Maria Cristina Ferreira de, Lopes, Alneu de Andrade

“…A multilevel method is a scalable strategy to solve optimization problems in large bipartite networks, which operates in three stages. Initially the input…”
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An Actor-Critic Architecture for Community Detection Ablation Study by De Lima, Rafael Henrique Nogalha, Costa, Aurelio Ribeiro, De Paulo Faleiros, Thiago, Ralha, Celia Ghedini

“…This article conducts an ablation study of the Actor-Critic Architecture for Community Detection (AC2CD). The AC2CD uses Deep Reinforcement Learning (DRL) and…”
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Inductive Model Generation for Text Categorization Using a Bipartite Heterogeneous Network by Rossi, R. G., de Paulo Faleiros, T., de Andrade Lopes, A., Rezende, S. O.

“…Usually, algorithms for categorization of numeric data have been applied for text categorization after a preprocessing phase which assigns weights for textual…”
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Does Semantic Search Performs Better than Lexical Search in the Task of Assisting Legal Opinion Writing? by de Souza Costa Pedroso, Daniel, Ladeira, Marcelo, de Paulo Faleiros, Thiago

“…Many of the criminal cases analysed by the Prosecution Office of the Federal District and Territories are repetitive and processing them can be streamlined by…”
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