| # | Title | Journal | Year | Citations |
|---|
| 1 | A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms | Swarm and Evolutionary Computation | 2011 | 4,070 |
| 2 | A Review on Ensembles for the Class Imbalance Problem: Bagging-, Boosting-, and Hybrid-Based Approaches | IEEE Transactions on Systems, Man and Cybernetics, Part C: Applications and Reviews | 2012 | 1,955 |
| 3 | Image denoising using scale mixtures of gaussians in the wavelet domain | IEEE Transactions on Image Processing | 2003 | 1,836 |
| 4 | Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power | Information Sciences | 2010 | 1,627 |
| 5 | Science mapping software tools: Review, analysis, and cooperative study among tools | Journal of the Association for Information Science and Technology | 2011 | 1,536 |
| 6 | 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 | Journal of Heuristics | 2009 | 1,454 |
| 7 | KEEL: a software tool to assess evolutionary algorithms for data mining problems | Soft Computing | 2009 | 1,165 |
| 8 | An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics | Information Sciences | 2013 | 1,158 |
| 9 | SMOTE for Learning from Imbalanced Data: Progress and Challenges, Marking the 15-year Anniversary | Journal of Artificial Intelligence Research | 0 | 942 |
| 10 | Tackling Real-Coded Genetic Algorithms: Operators and Tools for Behavioural Analysis | Artificial Intelligence Review | 1998 | 905 |
| 11 | Some issues on consistency of fuzzy preference relations | European Journal of Operational Research | 2004 | 880 |
| 12 | A model based on linguistic 2-tuples for dealing with multigranular hierarchical linguistic contexts in multi-expert decision-making | IEEE Transactions on Systems, Man, and Cybernetics | 2001 | 767 |
| 13 | A fusion approach for managing multi-granularity linguistic term sets in decision making | Fuzzy Sets and Systems | 2000 | 716 |
| 14 | SciMAT: A new science mapping analysis software tool | Journal of the Association for Information Science and Technology | 2012 | 692 |
| 15 | A consensus model for multiperson decision making with different preference structures | IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans | 2002 | 627 |
| 16 | h-Index: A review focused in its variants, computation and standardization for different scientific fields | Journal of Informetrics | 2009 | 625 |
| 17 | An overview of ensemble methods for binary classifiers in multi-class problems: Experimental study on one-vs-one and one-vs-all schemes | Pattern Recognition | 2011 | 599 |
| 18 | A Consensus Model for Group Decision Making With Incomplete Fuzzy Preference Relations | IEEE Transactions on Fuzzy Systems | 2007 | 574 |
| 19 | A study of statistical techniques and performance measures for genetics-based machine learning: accuracy and interpretability | Soft Computing | 2009 | 563 |
| 20 | A review of soft consensus models in a fuzzy environment | Information Fusion | 2014 | 562 |
| 21 | A Consensus Support System Model for Group Decision-Making Problems With Multigranular Linguistic Preference Relations | IEEE Transactions on Fuzzy Systems | 2005 | 552 |
| 22 | A unifying view on dataset shift in classification | Pattern Recognition | 2012 | 525 |
| 23 | Group Decision-Making Model With Incomplete Fuzzy Preference Relations Based on Additive Consistency | IEEE Transactions on Systems, Man, and Cybernetics | 2007 | 515 |
| 24 | Genetic fuzzy systems: taxonomy, current research trends and prospects | Evolutionary Intelligence | 2008 | 509 |
| 25 | A review of microarray datasets and applied feature selection methods | Information Sciences | 2014 | 507 |
| 26 | A Fuzzy Linguistic Methodology to Deal With Unbalanced Linguistic Term Sets | IEEE Transactions on Fuzzy Systems | 2008 | 494 |
| 27 | Integrating multiplicative preference relations in a multipurpose decision-making model based on fuzzy preference relations | Fuzzy Sets and Systems | 2001 | 471 |
| 28 | A Survey on the Application of Genetic Programming to Classification | IEEE Transactions on Systems, Man and Cybernetics, Part C: Applications and Reviews | 2010 | 435 |
| 29 | Interpretability of linguistic fuzzy rule-based systems: An overview of interpretability measures | Information Sciences | 2011 | 428 |
| 30 | Computing with words in decision making: foundations, trends and prospects | Fuzzy Optimization and Decision Making | 2009 | 426 |
| 31 | Multiperson decision-making based on multiplicative preference relations | European Journal of Operational Research | 2001 | 416 |
| 32 | A Consensus Model to Detect and Manage Noncooperative Behaviors in Large-Scale Group Decision Making | IEEE Transactions on Fuzzy Systems | 2014 | 413 |
| 33 | SMOTE–IPF: Addressing the noisy and borderline examples problem in imbalanced classification by a re-sampling method with filtering | Information Sciences | 2015 | 413 |
| 34 | Cardinal Consistency of Reciprocal Preference Relations: A Characterization of Multiplicative Transitivity | IEEE Transactions on Fuzzy Systems | 2009 | 383 |
| 35 | Self-labeled techniques for semi-supervised learning: taxonomy, software and empirical study | Knowledge and Information Systems | 2015 | 377 |
| 36 | Aggregation operators for linguistic weighted information | IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans | 1997 | 353 |
| 37 | SMOTE-RSB *: a hybrid preprocessing approach based on oversampling and undersampling for high imbalanced data-sets using SMOTE and rough sets theory | Knowledge and Information Systems | 2012 | 342 |
| 38 | A proposal on reasoning methods in fuzzy rule-based classification systems | International Journal of Approximate Reasoning | 1999 | 336 |
| 39 | Trust based consensus model for social network in an incomplete linguistic information context | Applied Soft Computing Journal | 2015 | 328 |
| 40 | A survey on data preprocessing for data stream mining: Current status and future directions | Neurocomputing | 2017 | 326 |
| 41 | Big data preprocessing: methods and prospects | Big Data Analytics | 2016 | 319 |
| 42 | Evolutionary Undersampling for Classification with Imbalanced Datasets: Proposals and Taxonomy | Evolutionary Computation | 2009 | 312 |
| 43 | An Adaptive Consensus Support Model for Group Decision-Making Problems in a Multigranular Fuzzy Linguistic Context | IEEE Transactions on Fuzzy Systems | 2009 | 304 |
| 44 | A taxonomy for the crossover operator for real-coded genetic algorithms: An experimental study | International Journal of Intelligent Systems | 2003 | 301 |
| 45 | Tuning fuzzy logic controllers by genetic algorithms | International Journal of Approximate Reasoning | 1995 | 299 |
| 46 | A New Consensus Model for Group Decision Making Problems With Non-Homogeneous Experts | IEEE Transactions on Systems, Man, and Cybernetics: Systems | 2014 | 292 |
| 47 | Managing the consensus in group decision making in an unbalanced fuzzy linguistic context with incomplete information | Knowledge-Based Systems | 2010 | 289 |
| 48 | Analysing the classification of imbalanced data-sets with multiple classes: Binarization techniques and ad-hoc approaches | Knowledge-Based Systems | 2013 | 286 |
| 49 | Combining numerical and linguistic information in group decision making | Information Sciences | 1998 | 285 |
| 50 | Probabilistic Linguistic MULTIMOORA: A Multicriteria Decision Making Method Based on the Probabilistic Linguistic Expectation Function and the Improved Borda Rule | IEEE Transactions on Fuzzy Systems | 2018 | 283 |
