Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI AB Arrieta, N Díaz-Rodríguez, J Del Ser, A Bennetot, S Tabik, A Barbado, ... Information Fusion 58, Pages 82-115, 2020 | 7008 | 2020 |
A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms J Derrac, S García, D Molina, F Herrera Swarm and Evolutionary Computation 1 (1), 3-18, 2011 | 5009 | 2011 |
A 2-tuple fuzzy linguistic representation model for computing with words F Herrera, L Martínez Fuzzy Systems, IEEE Transactions on 8 (6), 746-752, 2000 | 3470 | 2000 |
A Review on Ensembles for the Class Imbalance Problem: Bagging-, Boosting-, and Hybrid-Based Approaches M Galar, A Fernández, E Barrenechea, H Bustince, F Herrera Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE …, 2012 | 3108 | 2012 |
Keel data-mining software tool: Data set repository, integration of algorithms and experimental analysis framework J Alcalá, A Fernández, J Luengo, J Derrac, S García, L Sánchez, ... Journal of Multiple-Valued Logic and Soft Computing 17 (2-3), 255-287, 2011 | 2904* | 2011 |
Science mapping software tools: Review, analysis, and cooperative study among tools MJ Cobo, AG López‐Herrera, E Herrera‐Viedma, F Herrera Journal of the American Society for Information Science and Technology 62 (7 …, 2011 | 2729 | 2011 |
Hesitant Fuzzy Linguistic Terms Sets for Decision Making R Rodriguez, L Martinez, F Herrera IEEE Transactions on Fuzzy Systems 20 (1), 109-119, 2012 | 2383 | 2012 |
Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power S García, A Fernández, J Luengo, F Herrera Information sciences 180 (10), 2044-2064, 2010 | 2185 | 2010 |
An approach for detecting, quantifying, and visualizing the evolution of a research field: A practical application to the fuzzy sets theory field MJ Cobo, AG López-Herrera, E Herrera-Viedma, F Herrera Journal of Informetrics 5 (1), 146-166, 2011 | 2177 | 2011 |
Linguistic decision analysis: steps for solving decision problems under linguistic information F Herrera, E Herrera-Viedma Fuzzy Sets and systems 115 (1), 67-82, 2000 | 2090 | 2000 |
A study on the use of non-parametric tests for analyzing the evolutionary algorithms’ behaviour: a case study on the CEC’2005 special session on real parameter optimization S García, D Molina, M Lozano, F Herrera Journal of Heuristics 15 (6), 617-644, 2009 | 1872 | 2009 |
An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics V López, A Fernández, S García, V Palade, F Herrera Information sciences 250, 113-141, 2013 | 1808 | 2013 |
Tackling real-coded genetic algorithms: Operators and tools for behavioural analysis F Herrera, M Lozano, JL Verdegay Artificial intelligence review 12, 265-319, 1998 | 1791 | 1998 |
An extension on statistical comparisons of classifiers over multiple data sets for all pairwise comparisons S Garcıa, F Herrera Journal of Machine Learning Research 9 (2677-2694), 66, 2008 | 1705 | 2008 |
KEEL: a software tool to assess evolutionary algorithms for data mining problems J Alcalá-Fdez, L Sánchez, S García, MJ Del Jesus, S Ventura, JM Garrell, ... Soft Computing-A Fusion of Foundations, Methodologies and Applications 13 (3 …, 2009 | 1670 | 2009 |
SMOTE for Learning from Imbalanced Data: Progress and Challenges. Marking the 15-year Anniversary A Fernández, S Garcıa, F Herrera, NV Chawla Journal of Artificial Intelligence Research 61, pages 863-905, 2018 | 1659 | 2018 |
Data Preprocessing in Data Mining S García, J Luengo, F Herrera Springer, 2015 | 1623 | 2015 |
Genetic fuzzy systems: evolutionary tuning and learning of fuzzy knowledge bases LM O. Cordón, F. Herrera, F. Hoffmann World Scientific Pub Co Inc, 2001 | 1532* | 2001 |
A model of consensus in group decision making under linguistic assessments F Herrera, JL Herrera-Viedma, E, Verdegay Fuzzy sets and Systems 78 (1), 73-87, 1996 | 1421 | 1996 |
A model based on linguistic 2-tuples for dealing with multigranular hierarchical linguistic contexts in multi-expert decision-making F Herrera, L Martínez IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics) 31 …, 2001 | 1277 | 2001 |