A genetic programming approach for feature selection in highly dimensional skewed data F Viegas, L Rocha, M Gonçalves, F Mourão, G Sá, T Salles, G Andrade, ... Neurocomputing 273, 554-569, 2018 | 95 | 2018 |
Design of experiments (DoE) to develop and to optimize nanoparticles as drug delivery systems MT Luiz, JSR Viegas, JP Abriata, F Viegas, FTM de Carvalho Vicentini, ... European Journal of Pharmaceutics and Biopharmaceutics 165, 127-148, 2021 | 94 | 2021 |
CluWords: exploiting semantic word clustering representation for enhanced topic modeling F Viegas, S Canuto, C Gomes, W Luiz, T Rosa, S Ribas, L Rocha, ... Proceedings of the twelfth ACM international conference on web search and …, 2019 | 75 | 2019 |
On the cost-effectiveness of neural and non-neural approaches and representations for text classification: A comprehensive comparative study W Cunha, V Mangaravite, C Gomes, S Canuto, E Resende, C Nascimento, ... Information Processing & Management 58 (3), 102481, 2021 | 74 | 2021 |
A feature-oriented sentiment rating for mobile app reviews W Luiz, F Viegas, R Alencar, F Mourão, T Salles, D Carvalho, ... Proceedings of the 2018 world wide web conference, 1909-1918, 2018 | 71 | 2018 |
Extended pre-processing pipeline for text classification: On the role of meta-feature representations, sparsification and selective sampling W Cunha, S Canuto, F Viegas, T Salles, C Gomes, V Mangaravite, ... Information Processing & Management 57 (4), 102263, 2020 | 53 | 2020 |
Cluhtm-semantic hierarchical topic modeling based on cluwords F Viegas, W Cunha, C Gomes, A Pereira, L Rocha, M Goncalves Proceedings of the 58th annual meeting of the association for computational …, 2020 | 45 | 2020 |
GPU-NB: a fast CUDA-based implementation of naive bayes G Andrade, F Viegas, GS Ramos, J Almeida, L Rocha, M Gonçalves, ... 2013 25th International Symposium on Computer Architecture and High …, 2013 | 33 | 2013 |
A Comparative Survey of Instance Selection Methods applied to Non-Neural and Transformer-Based Text Classification W Cunha, F Viegas, C França, T Rosa, L Rocha, MA Gonçalves ACM Computing Surveys 55 (13s), 1-52, 2023 | 30 | 2023 |
Aggressive and effective feature selection using genetic programming I Sandin, G Andrade, F Viegas, D Madeira, L Rocha, T Salles, ... 2012 IEEE Congress on Evolutionary Computation, 1-8, 2012 | 27 | 2012 |
Exploiting semantic relationships for unsupervised expansion of sentiment lexicons F Viegas, MS Alvim, S Canuto, T Rosa, MA Gonçalves, L Rocha Information Systems 94, 101606, 2020 | 22 | 2020 |
Semantically-enhanced topic modeling F Viegas, W Luiz, C Gomes, A Khatibi, S Canuto, F Mourão, T Salles, ... Proceedings of the 27th ACM international conference on information and …, 2018 | 20 | 2018 |
A two-stage machine learning approach for temporally-robust text classification T Salles, L Rocha, F Mourão, M Gonçalves, F Viegas, W Meira Jr Information Systems 69, 40-58, 2017 | 16 | 2017 |
Exploiting efficient and effective lazy Semi-Bayesian strategies for text classification F Viegas, L Rocha, E Resende, T Salles, W Martins, MF e Freitas, ... Neurocomputing 307, 153-171, 2018 | 14 | 2018 |
Parallel lazy semi-naive bayes strategies for effective and efficient document classification F Viegas, MA Gonçalves, W Martins, L Rocha Proceedings of the 24th ACM International on Conference on Information and …, 2015 | 14 | 2015 |
On the class separability of contextual embeddings representations–or “the classifier does not matter when the (text) representation is so good!” CMV de Andrade, FM Belem, W Cunha, C França, F Viegas, L Rocha, ... Information Processing & Management 60 (4), 103336, 2023 | 9 | 2023 |
A quantitative analysis of the temporal effects on automatic text classification T Salles, L Rocha, MA Gonçalves, JM Almeida, F Mourão, W Meira Jr, ... Journal of the Association for Information Science and Technology 67 (7 …, 2016 | 9 | 2016 |
Stroke outcome measurements from electronic medical records: cross-sectional study on the effectiveness of neural and nonneural classifiers BS Zanotto, AP Beck da Silva Etges, A Dal Bosco, EG Cortes, R Ruschel, ... JMIR Medical Informatics 9 (11), e29120, 2021 | 8 | 2021 |
G-knn: an efficient document classification algorithm for sparse datasets on gpus using knn L Rocha, G Ramos, R Chaves, R Sachetto, D Madeira, F Viegas, ... Proceedings of the 30th Annual ACM Symposium on Applied Computing, 1335-1338, 2015 | 8 | 2015 |
Evaluating topic modeling pre-processing pipelines for portuguese texts APDS Júnior, P Cecilio, F Viegas, W Cunha, ETD Albergaria, ... Proceedings of the Brazilian Symposium on Multimedia and the Web, 191-201, 2022 | 7 | 2022 |