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 | 85 | 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 | 78 | 2019 |
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 | 74 | 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 | 55 | 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 | 47 | 2020 |
A Comparative Survey of Instance Selection Methods applied to NonNeural and Transformer-Based Text Classification W Cunha, F Viegas, C França, T Rosa, L Rocha, MA Gonçalves ACM Computing Surveys, 2023 | 34 | 2023 |
An effective, efficient, and scalable confidence-based instance selection framework for transformer-based text classification W Cunha, C França, G Fonseca, L Rocha, MA Gonçalves Proceedings of the 46th International ACM SIGIR Conference on Research and …, 2023 | 21 | 2023 |
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 | 21 | 2018 |
Please please me: does the presence of test cases influence mobile app users' satisfaction? VHS Durelli, RS Durelli, AT Endo, E Cirilo, W Luiz, L Rocha Proceedings of the XXXII Brazilian Symposium on Software Engineering, 132-141, 2018 | 15 | 2018 |
On the class separability of contextual embeddings representations - or the classifier does not matter when the (text) representation is so good! MAG Cláudio Moisés Valiense de Andrade, Fabiano Belém, Washington Cunha ... Information Processing & Management 60 (4), 103336, 2023 | 11 | 2023 |
Belém, Washington Cunha, Celso França, Felipe Viegas, Leonardo Rocha, and Marcos André Gonçalves. 2023. On the class separability of contextual embeddings representations–or … CMV de Andrade, M Fabiano Information Processing & Management 60 (4), 103336, 2023 | 10 | 2023 |
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 | 9 | 2021 |
" Keep it Simple, Lazy"--MetaLazy: A New MetaStrategy for Lazy Text Classification LF Mendes, M Gonçalves, W Cunha, L Rocha, T Couto-Rosa, W Martins Proceedings of the 29th ACM International Conference on Information …, 2020 | 8 | 2020 |
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 |
A Quantum Annealing Instance Selection Approach for Efficient and Effective Transformer Fine-Tuning A Pasin, W Cunha, MA Gonçalves, N Ferro The 10th ACM SIGIR/The 14th International Conference on the Theory of …, 2024 | 6 | 2024 |
TPDR: A Novel Two-Step Transformer-based Product and Class Description Match and Retrieval Method W Cunha, C França, L Rocha, MA Gonçalves | 5 | 2023 |
On representation learning-based methods for effective, efficient, and scalable code retrieval C França, RC Lima, C Andrade, W Cunha, POSV de Melo, B Ribeiro-Neto, ... Neurocomputing 600, 128172, 2024 | 3 | 2024 |
A Novel Two-Step Fine-Tuning Pipeline for Cold-Start Active Learning in Text Classification Tasks F Belém, W Cunha, C França, C Andrade, L Rocha, MA Gonçalves arXiv preprint arXiv:2407.17284, 2024 | 3 | 2024 |
Clusent–combining semantic expansion and de-noising for dataset-oriented sentiment analysis of short texts F Viegas, S Canuto, W Cunha, C França, C Valiense, L Rocha, ... Proceedings of the 29th Brazilian Symposium on Multimedia and the Web, 110-118, 2023 | 3 | 2023 |
PCV50 Automatic Classification of Electronic Health Records for a Value-Based Program through Machine Learning B Zanotto, AP Etges, A Dal Bosco, EG Cortes, R Ruschel, SO Martins, ... Value in Health 24, S76, 2021 | 3 | 2021 |