Enhancing Multiclass Classification in FARC-HD Fuzzy Classifier: On the Synergy Between-Dimensional Overlap Functions and Decomposition Strategies M Elkano, M Galar, JA Sanz, A Fernández, E Barrenechea, F Herrera, ... IEEE Transactions on Fuzzy Systems 23 (5), 1562-1580, 2014 | 178 | 2014 |
CC-integrals: Choquet-like copula-based aggregation functions and its application in fuzzy rule-based classification systems G Lucca, JA Sanz, GP Dimuro, B Bedregal, MJ Asiain, M Elkano, ... Knowledge-Based Systems 119, 32-43, 2017 | 176 | 2017 |
Fuzzy Rule-Based Classification Systems for multi-class problems using binary decomposition strategies: On the influence of n-dimensional overlap functions in the … M Elkano, M Galar, J Sanz, H Bustince Information Sciences 332, 94-114, 2016 | 139 | 2016 |
CHI-BD: A fuzzy rule-based classification system for Big Data classification problems M Elkano, M Galar, J Sanz, H Bustince Fuzzy Sets and Systems 348, 75-101, 2018 | 105 | 2018 |
Consensus via penalty functions for decision making in ensembles in fuzzy rule-based classification systems M Elkano, M Galar, JA Sanz, PF Schiavo, S Pereira Jr, GP Dimuro, ... Applied Soft Computing 67, 728-740, 2018 | 105 | 2018 |
An algorithm for group decision making using n-dimensional fuzzy sets, admissible orders and OWA operators L De Miguel, M Sesma-Sara, M Elkano, M Asiain, H Bustince Information Fusion 37, 126-131, 2017 | 67 | 2017 |
CFM-BD: A distributed rule induction algorithm for building compact fuzzy models in big data classification problems M Elkano, JA Sanz, E Barrenechea, H Bustince, M Galar IEEE Transactions on Fuzzy Systems 28 (1), 163-177, 2019 | 49 | 2019 |
Composition of interval-valued fuzzy relations using aggregation functions M Elkano, JA Sanz, M Galar, B Pȩkala, U Bentkowska, H Bustince Information Sciences 369, 690-703, 2016 | 32 | 2016 |
CHI-PG: A fast prototype generation algorithm for Big Data classification problems M Elkano, M Galar, J Sanz, H Bustince Neurocomputing 287, 22-33, 2018 | 23 | 2018 |
IVOVO: A new interval-valued one-vs-one approach for multi-class classification problems M Elkano, M Galar, J Sanz, G Lucca, H Bustince 2017 Joint 17th World Congress of International Fuzzy Systems Association …, 2017 | 9 | 2017 |
Enhancing evolutionary fuzzy systems for multi-class problems: Distance-based relative competence weighting with truncated confidences (DRCW-TC) A Fernández, M Elkano, M Galar, JA Sanz, S Alshomrani, H Bustince, ... International Journal of Approximate Reasoning 73, 108-122, 2016 | 8 | 2016 |
Do we still need fuzzy classifiers for Small Data in the Era of Big Data? M Elkano, H Bustince, M Galar 2019 IEEE international conference on fuzzy systems (FUZZ-IEEE), 1-6, 2019 | 6 | 2019 |
FUZZ-EQ: A data equalizer for boosting the discrimination power of fuzzy classifiers M Uriz, M Elkano, H Bustince, M Galar Applied Soft Computing 93, 106399, 2020 | 5 | 2020 |
On the usage of the probability integral transform to reduce the complexity of multi-way fuzzy decision trees in Big Data classification problems M Elkano, M Uriz, H Bustince, M Galar 2018 IEEE International Congress on Big Data (BigData Congress), 25-32, 2018 | 4 | 2018 |
A global distributed approach to the Chi et al. fuzzy rule-based classification system for big data classification problems M Elkano, M Galar, J Sanz, GP Dimuro, H Bustince 2017 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 1-6, 2017 | 3 | 2017 |
A new extension of monotonicity: Ordered directional monotonicity H Bustince, R Mesiar, A Kolesárová, M Sesma-Sara, J Fernandez, ... Advances in Fuzzy Logic and Technology 2017: Proceedings of: EUSFLAT-2017 …, 2018 | 2 | 2018 |
Optimization of chi-frbcs-bigdatacs fuzzy rule-based classification system M Elkano, M Galar, J Sanz, H Bustince 2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 907-914, 2016 | 1 | 2016 |
Study of n-dimensional overlap functions in Fuzzy Rule-Based Classification Systems M Elkano, M Galar, J Sanz, H Bustince 2015 Conference of the International Fuzzy Systems Association and the …, 2015 | 1 | 2015 |
Novel methodologies for improving fuzzy classifiers: dealing with multi-class and big data classification problems M Elkano Universidad Pública de Navarra, 2018 | | 2018 |
Aplicando la transformada integral de la probabilidad para reducir la complejidad de los árboles de decision difusos multi-vıa en problemas de clasificacion Big Data M Elkano, M Uriz, H Bustince, M Galar XVIII Conferencia de la Asociación Española para la Inteligencia Artificial …, 2018 | | 2018 |