Journals

  1. Takaharu Shoji, Masaki Kuriyama and Masaya Nakata, Piecewise Symbolic Regression by Evolutionary Rule-based Learning with Genetic Programming, IPSJ Transactions on Mathematical Modeling and its Applications, 2023. (Bibtex)

  2. Yuma Horaguchi, Takashi Ikeguchi and Masaya Nakata, Classifier-based Pre-screening Mechanism for Surrogate-assisted Multi-Objective Evolutionary Algorithms, IPSJ Transactions on Mathematical Modeling and its Applications, 2023. (Bibtex)

  3. Hiruta, Yusuke and Nishihara, Kei and Koguma, Yuji and Fujii, Masakazu and Nakata, Masaya, Automatic Construction of Loading Algorithms With Interactive Genetic Programming, IEEE Access, Vol.10, pp.125167-125180, 2022. (Bibtex)


Preprints

  1. Yuma Horaguchi, Kei Nishihara, Masaya Nakata, Impact of Approximating Scalarization Functions on High-dimensional Multiobjective Optimization: A Fast and Scalable Approach, TechRxiv, IEEE, December 2022. (Bibtex)

  2. Takumi Sonoda, Masaya Nakata, Multiple Classifiers-Assisted Evolutionary Algorithm Based on Decomposition for High-Dimensional Multi-Objective Problems, TechRxiv, IEEE, July 2021. (Bibtex)


Proceedings

  1. Kei Nishihara, Masaya Nakata, Surrogate-assisted Differential Evolution with Adaptation of Training Data Selection Criterion, IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2022), pp.1675--1682, IEEE, Dec 2022. (Bibtex)

  2. Koki Hamasaki, Masaya Nakata, Minimum Rule-Repair Algorithm for Supervised Learning Classifier Systems on Real-valued Classification Tasks, Proceedings of META’2021 8 th International Conference on Metaheuristics and Nature Inspired computing, pp.111--120, META, Oct 2021. (Bibtex)

  3. Horiuchi Motoki and Nakata Masaya, Extended Learning Optimality Theory for the XCS classifier system on Multiple Reward Scheme, IEEE Symposium Series on Computational Intelligence (IEEE SSCI 2021), IEEE, 2021. (Bibtex)


Review

  1. Masaya Nakata, Current Direction on Evolutionary Rule-learning, The Journal of The Institute of Electrical Engineers of Japan, Vol.140, No.12, pp.786-789, 2020. (Bibtex)

  2. Masaya Nakata, Data Mining with Evolutionary Rule-Based Learning, Journal of The Society of Instrument and Control Engineers, Vol.58, No.9, pp.684-688, The Society of Instrument and Control Engineers, in Japan, September 2019. (Bibtex)

  3. Masaya Nakata and Keiki Takadama, Evolutionary Rule-based Machine Learning : Evolving Human-Readable Knowledge, SYSTEMS, CONTROL AND INFORMATION, Vol.60, No.7, pp.581--590, Institute of Systems, Control and Information Engineers, in Japan, July 2016. (Bibtex)


Awards

  1. Kei Nishihara, Young Researcher Award, IEEE CIS Japan Chapter, IEEE, December 2022.

  2. Kei Nishihara, Presentation Award, The 16th Symposium of The Japanese Society for Evolutionary Computation, The Japanese Society for Evolutionary Computation, 12月 2022.

  3. Rui Sugawara, Takaya Miura, Masaya Nakata, Best Paper Award, Symposium on Fuzzy, Artificial Intelligence, Neural Networks and Computational Intelligence (FAN2022), FAN2022 Committee, September 2022.

  4. Takashi Ikeguchi, Mako Isoda, Takumi Sonoda, Masaya Nakata, Excellent Paper Award, Symposium on Fuzzy, Artificial Intelligence, Neural Networks and Computational Intelligence (FAN2022), FAN2022 Committee, September 2022.

  5. Kei Nishihara, Masaya Nakata, Excellent Paper Award, Symposium on Fuzzy, Artificial Intelligence, Neural Networks and Computational Intelligence (FAN2021), FAN2021 Committee, September 2021.

  6. Takumi Sonoda, Presentation award, Japanese Symposium on Evolutionary Computation 2020, The Japanese Society for Evolutionary Computation, December 2020.

  7. Kei Nishihara, Academic Encouragement Award on Electrical Engineers, The Institute of Electrical Engineers of Japan, March 2020.

  8. Taichi Yoshikawa, Student Encouragement Award of IPSJ National Convention, The 82nd IPSJ National Convention, Information Processing Society of Japan, March 2020.

  9. Takumi Sonoda, Best poster award, Japanese Symposium on Evolutionary Computation 2019, The Japanese Society for Evolutionary Computation, December 2019.

  10. Masaya Nakata, Encouragement award, The Institute of Systems, Control and Information Engineers, May 2014.

  11. Masaya Nakata, Young Researcher Award, IEEE CIS Japan Chapter, IEEE, December 2012.

  12. Masaya Nakata, Pier Luca Lanzi, Keiki Takadama, Best presentation award, Japanese Symposium on Evolutionary Computation 2012, The Japanese Society for Evolutionary Computation, December 2012.

  13. Masaya Nakata, Best poster award, Japanese Symposium on Evolutionary Computation 2010, The Japanese Society for Evolutionary Computation, December 2010.