Feature Selection for Cluster Analysis: an Approach Based on the Simplified Silhouette Criterion. - Eduardo R. Hruschka; Thiago F. Covoes (CIMCA/IAWTIC, 2005)

Feature Selection for Clustering Problems: a Hybrid Algorithm that Iterates Between k-means and a Bayesian Filter. - Eduardo R. Hruschka; Thiago F. Covoes; Estevam R. Hruschka Jr.; Nelson F. F. Ebecken (HIS, 2005)

Bayesian Feature Selection for Clustering Problems. - Eduardo R. Hruschka; Estevam R. Hruschka Jr.; Thiago F. Covoes; Nelson F. F. Ebecken (J. Inf. Knowl. Manag., 2006)

A Cluster-Based Feature Selection Approach. - Thiago F. Covoes; Eduardo R. Hruschka; Leandro Nunes de Castro; Átila M. Santos (HAIS, 2009)

An Experimental Study on Unsupervised Clustering-Based Feature Selection Methods. - Thiago F. Covoes; Eduardo R. Hruschka (ISDA, 2009)

Fuzzy Clustering-Based Filter. - Luiz F. S. Coletta; Eduardo R. Hruschka; Thiago F. Covoes; Ricardo J. G. B. Campello (IPMU (1), 2010)

A Comparative Study on the Use of Correlation Coefficients for Redundant Feature Elimination. - Pablo A. Jaskowiak; Ricardo J. G. B. Campello; Thiago F. Covoes; Eduardo R. Hruschka (SBRN, 2010)

Splitting and Merging Gaussian Mixture Model Components: An Evolutionary Approach. - Thiago F. Covoes; Eduardo R. Hruschka (ICMLA (1), 2011)

Towards improving cluster-based feature selection with a simplified silhouette filter. - Thiago F. Covoes; Eduardo R. Hruschka (Inf. Sci., 2011)

A Semi-supervised Approach to Estimate the Number of Clusters per Class. - Davidson M. Sestaro; Thiago F. Covoes; Eduardo R. Hruschka (SBRN, 2012)

Unsupervised learning of Gaussian Mixture Models: Evolutionary Create and Eliminate for Expectation Maximization algorithm. - Thiago F. Covoes; Eduardo R. Hruschka (IEEE Congress on Evolutionary Computation, 2013)

A study of K-Means-based algorithms for constrained clustering. - Thiago F. Covoes; Eduardo R. Hruschka; Joydeep Ghosh (Intell. Data Anal., 2013)

Hierarchical Bottom-Up Safe Semi-Supervised Support Vector Machines for Multi-Class Transductive Learning. - Thiago F. Covoes; Rodrigo C. Barros; Tiago Silva da Silva; Eduardo R. Hruschka; André Carlos Ponce de Leon Ferreira de Carvalho (J. Inf. Data Manag., 2013)

Competitive Learning With Pairwise Constraints. - Thiago F. Covoes; Eduardo R. Hruschka; Joydeep Ghosh (IEEE Trans. Neural Networks Learn. Syst., 2013)

Evolving Gaussian Mixture Models with Splitting and Merging Mutation Operators. - Thiago F. Covoes; Eduardo Raul Hruschka; Joydeep Ghosh (Evol. Comput., 2016)

Classification with Multi-Modal Classes Using Evolutionary Algorithms and Constrained Clustering. - Thiago F. Covoes; Eduardo R. Hruschka (CEC, 2018)