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2025

Conference Publication

Interpreting machine learning pipelines produced by evolutionary AutoML for biochemical property prediction

de Sá, Alex G. C., Pappa, Gisele L., Freitas, Alex A. and Ascher, David B. (2025). Interpreting machine learning pipelines produced by evolutionary AutoML for biochemical property prediction. 2025 Genetic and Evolutionary Computation Conference Companion-GECCO, Malaga, Spain, 14-18 July 2025. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3712255.3734339

Interpreting machine learning pipelines produced by evolutionary AutoML for biochemical property prediction

2024

Conference Publication

Towards evolutionary-based automated machine learning for small molecule pharmacokinetic prediction

de Sá, Alex G. C. and Ascher, David B. (2024). Towards evolutionary-based automated machine learning for small molecule pharmacokinetic prediction. GECCO '24 Companion, Melbourne, VIC, Australia, 14-18 July 2024. New York, NY, United States: ACM. doi: 10.1145/3638530.3664166

Towards evolutionary-based automated machine learning for small molecule pharmacokinetic prediction

2024

Conference Publication

Accelerating GPCR discovery through AI and big data

Linhares Velloso, J. P., de Sa, A. G. C., Pires, D. E. V. and Ascher, D. B. (2024). Accelerating GPCR discovery through AI and big data. Mining biochemistry for human health and well‐being, 48th FEBS Congress, Milan, Italy, 29 June-3 July 2024. Oxford, United Kingdom: John Wiley & Sons. doi: 10.1002/2211-5463.13837

Accelerating GPCR discovery through AI and big data

2020

Conference Publication

A robust experimental evaluation of automated multi-label classification methods

de Sá, Alex G. C., Pimenta, Cristiano G., Pappa, Gisele L. and Freitas, Alex A. (2020). A robust experimental evaluation of automated multi-label classification methods. Genetic and Evolutionary Computation Conference (GECCO), Electr Network, Jul 08-12, 2020. New York, NY, USA: ACM. doi: 10.1145/3377930.3390231

A robust experimental evaluation of automated multi-label classification methods

2020

Conference Publication

Fitness landscape analysis of automated machine learning search spaces

Pimenta, Cristiano G., de Sá, Alex G. C., Ochoa, Gabriela and Pappa, Gisele L. (2020). Fitness landscape analysis of automated machine learning search spaces. 20th European Conference, EvoCOP 2020, Seville, Spain, 17-17April 2020. Cham, Switzerland: Springer Cham. doi: 10.1007/978-3-030-43680-3_8

Fitness landscape analysis of automated machine learning search spaces

2018

Conference Publication

Automated selection and configuration of multi-label classification algorithms with grammar-based genetic programming

de Sá, Alex G. C., Freitas, Alex A. and Pappa, Gisele L. (2018). Automated selection and configuration of multi-label classification algorithms with grammar-based genetic programming. 15th International Conference, PPSN XV, Coimbra, Portugal, 8-12 September 2018. Cham, Switzerland: Springer Cham. doi: 10.1007/978-3-319-99259-4_25

Automated selection and configuration of multi-label classification algorithms with grammar-based genetic programming

2017

Conference Publication

Towards a method for automatically selecting and configuring multi-label classification algorithms

de Sá, Alex G. C., Pappa, Gisele L. and Freitas, Alex A. (2017). Towards a method for automatically selecting and configuring multi-label classification algorithms. Genetic and Evolutionary Computation Conference (GECCO), Berlin Germany, Jul 15-19, 2017. New York, NY, USA: ACM. doi: 10.1145/3067695.3082053

Towards a method for automatically selecting and configuring multi-label classification algorithms

2017

Conference Publication

RECIPE: a grammar-based framework for automatically evolving classification pipelines

de Sá, Alex G. C., Oliveira, Luiz Otavio V. B., Pinto, Walter José G. S. and Pappa, Gisele L. (2017). RECIPE: a grammar-based framework for automatically evolving classification pipelines. 20th European Conference, EuroGP 2017, Amsterdam, Netherlands, 19-21 April 2027. Cham, Switzerland: Springer Cham. doi: 10.1007/978-3-319-55696-3_16

RECIPE: a grammar-based framework for automatically evolving classification pipelines

2014

Conference Publication

Generating personalized algorithms to learn Bayesian network classifiers for fraud detection in web transactions

Sá, Alex G.C., Pereira, Adriano C.M. and Pappa, Gisele L. (2014). Generating personalized algorithms to learn Bayesian network classifiers for fraud detection in web transactions. 20th Brazilian Symposium on Multimedia and the Web, João Pessoa, Brazil, 18-21 November 2014. New York, NY USA: Association for Computing Machinery. doi: 10.1145/2664551.2664568

Generating personalized algorithms to learn Bayesian network classifiers for fraud detection in web transactions

2014

Conference Publication

A hyper-heuristic evolutionary algorithm for learning Bayesian network classifiers

de Sá, Alex G. C. and Pappa, Gisele L. (2014). A hyper-heuristic evolutionary algorithm for learning Bayesian network classifiers. 14th Ibero-American Conference on AI, Santiago de Chile, Chile, 24-27 November 2014. Cham, Switzerland: Springer Cham. doi: 10.1007/978-3-319-12027-0_35

A hyper-heuristic evolutionary algorithm for learning Bayesian network classifiers

2013

Conference Publication

Towards a method for automatically evolving bayesian network classifiers

de Sá, Alex Guimarães Cardoso and Pappa, Gisele Lobo (2013). Towards a method for automatically evolving bayesian network classifiers. GECCO '13: Genetic and Evolutionary Computation Conference, Amsterdam, Netherlands, 6-10 July 2013. New York, NY USA: Association for Computing Machinery. doi: 10.1145/2464576.2482729

Towards a method for automatically evolving bayesian network classifiers

2010

Conference Publication

Enhanced Wireless Sensor Network setup strategy supported by intelligent software agents

de Freitas, Edison Pignaton, Heimfarth, Tales, Farah Netto, Ivayr, Cardoso de Sa, Alex Guimaraes, Pereira, Carlos Eduardo, Ferreira, Armando Morado, Wagner, Flavio Rech and Larsson, Tony (2010). Enhanced Wireless Sensor Network setup strategy supported by intelligent software agents. SENSORS, 2010 IEEE, Kona, HI United States, 2010. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/icsens.2010.5690968

Enhanced Wireless Sensor Network setup strategy supported by intelligent software agents