Francisco Herrera

Research interests

Publications

• Explainable Artificial Intelligence (XAI): What we know and what is left to attain Trustworthy Artificial Intelligence

  Information Fusion · 2023 · 10.1016/j.inffus.2023.101805

• Bio-inspired computation: Where we stand and what's next

  Swarm and Evolutionary Computation · 2019 · https://doi.org/10.1016/j.swevo.2019.04.008

• Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI

  Information Fusion · 2019 · https://doi.org/10.1016/j.inffus.2019.12.012

• Learning from Imbalanced Data Sets

  Journal · 2018 · 10.1007/978-3-319-98074-4

• SMOTE for Learning from Imbalanced Data: Progress and Challenges, Marking the 15-year Anniversary

  Journal of Artificial Intelligence Research · 2018 · 10.1613/jair.1.11192

• Data Preprocessing in Data Mining

  Intelligent systems reference library · 2014 · 10.1007/978-3-319-10247-4

• An insight into classification with imbalanced data: Empirical results and current trends on using data intrinsic characteristics

  Information Sciences · 2013 · 10.1016/j.ins.2013.07.007

• SciMAT : A new science mapping analysis software tool

  Journal of the American Society for Information Science and Technology · 2012 · https://doi.org/10.1002/asi.22688

• KEEL Data-Mining Software Tool: Data Set Repository, Integration of Algorithms and Experimental Analysis Framework

  Journal · 2011

• Hesitant Fuzzy Linguistic Term Sets for Decision Making

  IEEE Transactions on Fuzzy Systems · 2011 · 10.1109/tfuzz.2011.2170076

• A unifying view on dataset shift in classification

  Pattern Recognition · 2011 · 10.1016/j.patcog.2011.06.019

• Science mapping software tools: Review, analysis, and cooperative study among tools

  Journal of the American Society for Information Science and Technology · 2011 · https://doi.org/10.1002/asi.21525

• 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 · https://doi.org/10.1016/j.swevo.2011.02.002

• 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) · 2011 · https://doi.org/10.1109/tsmcc.2011.2161285

• An approach for detecting, quantifying, and visualizing the evolution of a research field: A practical application to the Fuzzy Sets Theory field

  Journal of Informetrics · 2010 · https://doi.org/10.1016/j.joi.2010.10.002

• h-Index: A review focused in its variants, computation and standardization for different scientific fields

  Journal of Informetrics · 2009 · 10.1016/j.joi.2009.04.001

• Advanced nonparametric tests for multiple comparisons in the design of experiments in computational intelligence and data mining: Experimental analysis of power

  Information Sciences · 2009 · 10.1016/j.ins.2009.12.010

• 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 · 2008 · 10.1007/s10732-008-9080-4

• An Extension on "Statistical Comparisons of Classifiers over Multiple Data Sets" for all Pairwise Comparisons

  Journal · 2008

• KEEL: a software tool to assess evolutionary algorithms for data mining problems

  Soft Computing · 2008 · 10.1007/s00500-008-0323-y

• Some issues on consistency of fuzzy preference relations

  European Journal of Operational Research · 2003 · 10.1016/s0377-2217(02)00725-7

• 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 Part B (Cybernetics) · 2001 · 10.1109/3477.915345

• A 2-tuple fuzzy linguistic representation model for computing with words

  IEEE Transactions on Fuzzy Systems · 2000 · 10.1109/91.890332

• Linguistic decision analysis: steps for solving decision problems under linguistic information

  Fuzzy Sets and Systems · 2000 · 10.1016/s0165-0114(99)00024-x

• Tackling Real-Coded Genetic Algorithms: Operators and Tools for Behavioural Analysis

  Artificial Intelligence Review · 1998 · 10.1023/a:1006504901164

• A model of consensus in group decision making under linguistic assessments

  Fuzzy Sets and Systems · 1996 · 10.1016/0165-0114(95)00107-7

Current projects

No projects listed.