Joaquín Abellán

Publication Activity (10 Years)

Years Active: 1999-2024
Publications (10 Years): 37

Top Topics

Bayes Classifier

Imprecise Probabilities

Top Venues

Expert Syst. Appl.

Appl. Soft Comput.

Int. J. Gen. Syst.

Publications

Serafín Moral-García, Tahani Coolen-Maturi, Frank P. A. Coolen, Joaquín Abellán
A Bayesian Imprecise Classification method that weights instances using the error costs. Appl. Soft Comput. 165 (2024)
Serafín Moral-García, Joaquín Abellán
Lazy Multi-Label Classification algorithms based on Non-Parametric Predictive Inference. Expert Syst. Appl. 256 (2024)
Serafín Moral-García, María D. Benítez, Joaquín Abellán
Upgrading the Fusion of Imprecise Classifiers. Entropy 25 (7) (2023)
Joaquín Abellán, Alejandro Pérez-Lara, Serafín Moral-García
A Variation of the Algorithm to Achieve the Maximum Entropy for Belief Functions. Entropy 25 (6) (2023)
Serafín Moral-García, Joaquín Abellán
Improving the Results in Credit Scoring by Increasing Diversity in Ensembles of Classifiers. IEEE Access 11 (2023)
Serafín Moral-García, Javier G. Castellano, Carlos Javier Mantas, Joaquín Abellán
A new label ordering method in Classifier Chains based on imprecise probabilities. Neurocomputing 487 (2022)
Serafín Moral-García, Carlos Javier Mantas, Javier G. Castellano, Joaquín Abellán
Using Credal C4.5 for Calibrated Label Ranking in Multi-Label Classification. Int. J. Approx. Reason. 147 (2022)
Serafín Moral-García, Joaquín Abellán, Tahani Coolen-Maturi, Frank P. A. Coolen
A cost-sensitive Imprecise Credal Decision Tree based on Nonparametric Predictive Inference. Appl. Soft Comput. 123 (2022)
Serafín Moral-García, Javier G. Castellano, Carlos Javier Mantas, Joaquín Abellán
Using extreme prior probabilities on the Naive Credal Classifier. Knowl. Based Syst. 237 (2022)
Serafín Moral-García, Francisco Javier García Castellano, Carlos Javier Mantas, Joaquín Abellán
Using Credal C4.5 for Calibrated Label Ranking in Multi-Label Classification. ISIPTA (2021)
Javier G. Castellano, Serafín Moral-García, Carlos Javier Mantas, María D. Benítez, Joaquín Abellán
A Decision Support Tool for Credit Domains: Bayesian Network with a Variable Selector Based on Imprecise Probabilities. Int. J. Fuzzy Syst. 23 (7) (2021)
Serafín Moral-García, Joaquín Abellán
Required mathematical properties and behaviors of uncertainty measures on belief intervals. Int. J. Intell. Syst. 36 (8) (2021)
Joaquín Abellán, Serafín Moral-García, María D. Benítez
Combination in the theory of evidence via a new measurement of the conflict between evidences. Expert Syst. Appl. 178 (2021)
Serafín Moral-García, Joaquín Abellán
Basic Probability Assignments Representable via Belief Intervals for Singletons in Dempster-Shafer Theory. ISIPTA (2021)
Serafín Moral-García, Joaquín Abellán
Credal sets representable by reachable probability intervals and belief functions. Int. J. Approx. Reason. 129 (2021)
Serafín Moral-García, Joaquín Abellán
Uncertainty-based information measures on the approximate non-parametric predictive inference model. Int. J. Gen. Syst. 50 (2) (2021)
Serafín Moral-García, Joaquín Abellán
Maximum of Entropy for Belief Intervals Under Evidence Theory. IEEE Access 8 (2020)
Serafín Moral, Carlos Javier Mantas, Javier G. Castellano, Joaquín Abellán
Imprecise Classification with Non-parametric Predictive Inference. IPMU (2) (2020)
Joaquín Abellán, Éloi Bossé
Critique of Recent Uncertainty Measures Developed Under the Evidence Theory and Belief Intervals. IEEE Trans. Syst. Man Cybern. Syst. 50 (3) (2020)
Javier G. Castellano, Serafín Moral-García, Carlos Javier Mantas, Joaquín Abellán
On the Use of m-Probability-Estimation and Imprecise Probabilities in the Naïve Bayes Classifier. Int. J. Uncertain. Fuzziness Knowl. Based Syst. 28 (4) (2020)
Serafín Moral-García, Carlos Javier Mantas, Javier G. Castellano, Joaquín Abellán
Non-parametric predictive inference for solving multi-label classification. Appl. Soft Comput. 88 (2020)
Serafín Moral-García, Carlos Javier Mantas, Javier G. Castellano, María D. Benítez, Joaquín Abellán
Bagging of credal decision trees for imprecise classification. Expert Syst. Appl. 141 (2020)
Joaquín Abellán, Serafín Moral-García, María D. Benítez
Combination in Dempster-Shafer Theory Based on a Disagreement Factor Between Evidences. ECSQARU (2019)
Carlos Javier Mantas, Javier G. Castellano, Serafín Moral-García, Joaquín Abellán
A comparison of random forest based algorithms: random credal random forest versus oblique random forest. Soft Comput. 23 (21) (2019)
Serafín Moral-García, Carlos Javier Mantas, Javier G. Castellano, Joaquín Abellán
Ensemble of classifier chains and Credal C4.5 for solving multi-label classification. Prog. Artif. Intell. 8 (2) (2019)
Serafín Moral-García, Javier G. Castellano, Carlos Javier Mantas, Alfonso Montella, Joaquín Abellán
Decision Tree Ensemble Method for Analyzing Traffic Accidents of Novice Drivers in Urban Areas. Entropy 21 (4) (2019)
Joaquín Abellán, Carlos Javier Mantas, Javier G. Castellano, Serafín Moral
Increasing diversity in random forest learning algorithm via imprecise probabilities. Expert Syst. Appl. 97 (2018)
Serafín Moral-García, Carlos Javier Mantas, Javier G. Castellano, Joaquín Abellán
Using Credal-C4.5 with Binary Relevance for Multi-Label Classification. J. Intell. Fuzzy Syst. 35 (6) (2018)
Joaquín Abellán, Éloi Bossé
Drawbacks of Uncertainty Measures Based on the Pignistic Transformation. IEEE Trans. Syst. Man Cybern. Syst. 48 (3) (2018)
Carlos Javier Mantas, Joaquín Abellán, Javier G. Castellano, José Ramón Cano, Serafín Moral
Credal C4.5 with Refinement of Parameters. IPMU (3) (2018)
Joaquín Abellán, Carlos Javier Mantas, Javier G. Castellano
AdaptativeCC4.5: Credal C4.5 with a rough class noise estimator. Expert Syst. Appl. 92 (2018)
Joaquín Abellán, Javier G. Castellano
A comparative study on base classifiers in ensemble methods for credit scoring. Expert Syst. Appl. 73 (2017)
Joaquín Abellán, Carlos Javier Mantas, Javier G. Castellano
A Random Forest approach using imprecise probabilities. Knowl. Based Syst. 134 (2017)
Joaquín Abellán, Griselda López, Laura Garach, Javier G. Castellano
Extraction of decision rules via imprecise probabilities. Int. J. Gen. Syst. 46 (4) (2017)
Joaquín Abellán, Javier G. Castellano
Improving the Naive Bayes Classifier via a Quick Variable Selection Method Using Maximum of Entropy. Entropy 19 (6) (2017)
Joaquín Abellán, Javier G. Castellano, Carlos Javier Mantas
A New Robust Classifier on Noise Domains: Bagging of Credal C4.5 Trees. Complex. 2017 (2017)
Carlos Javier Mantas, Joaquín Abellán, Javier G. Castellano
Analysis of Credal-C4.5 for classification in noisy domains. Expert Syst. Appl. 61 (2016)
Carlos Javier Mantas, Joaquín Abellán
Credal Decision Trees to Classify Noisy Data Sets. HAIS (2014)
Carlos Javier Mantas, Joaquín Abellán
Credal-C4.5: Decision tree based on imprecise probabilities to classify noisy data. Expert Syst. Appl. 41 (10) (2014)
Joaquín Abellán, Carlos Javier Mantas
Improving experimental studies about ensembles of classifiers for bankruptcy prediction and credit scoring. Expert Syst. Appl. 41 (8) (2014)
Griselda López, Laura Garach, Joaquín Abellán, Javier G. Castellano, Carlos Javier Mantas
Using Imprecise Probabilities to Extract Decision Rules via Decision Trees for Analysis of Traffic Accidents. RSCTC (2014)
Carlos Javier Mantas, Joaquín Abellán
Analysis and extension of decision trees based on imprecise probabilities: Application on noisy data. Expert Syst. Appl. 41 (5) (2014)
Joaquín Abellán, Rebecca M. Baker, Frank P. A. Coolen, Richard J. Crossman, Andrés R. Masegosa
Classification with decision trees from a nonparametric predictive inference perspective. Comput. Stat. Data Anal. 71 (2014)
Carlos Javier Mantas, Joaquín Abellán
Credal decision trees in noisy domains. ESANN (2014)
Joaquín Abellán, Griselda López, Juan de Oña
Analysis of traffic accident severity using Decision Rules via Decision Trees. Expert Syst. Appl. 40 (15) (2013)
Joaquín Abellán
Ensembles of decision trees based on imprecise probabilities and uncertainty measures. Inf. Fusion 14 (4) (2013)
Joaquín Abellán
An application of Non-Parametric Predictive Inference on multi-class classification high-level-noise problems. Expert Syst. Appl. 40 (11) (2013)
Joaquín Abellán, Andrés R. Masegosa
Bagging schemes on the presence of class noise in classification. Expert Syst. Appl. 39 (8) (2012)
Joaquín Abellán, Serafín Moral
Determining dependence relations using a new score based on imprecise probabilities. Intell. Data Anal. 16 (6) (2012)
Joaquín Abellán
Equivalence relations among dominance concepts on probability intervals and general credal sets. Int. J. Gen. Syst. 41 (2) (2012)
Joaquín Abellán, Andrés R. Masegosa
Imprecise Classification with Credal Decision Trees. Int. J. Uncertain. Fuzziness Knowl. Based Syst. 20 (5) (2012)
Joaquín Abellán, Rebecca M. Baker, Frank P. A. Coolen
Maximising entropy on the nonparametric predictive inference model for multinomial data. Eur. J. Oper. Res. 212 (1) (2011)
Joaquín Abellán
Combining nonspecificity measures in Dempster-Shafer theory of evidence. Int. J. Gen. Syst. 40 (6) (2011)
Joaquín Abellán, Andrés Cano, Andrés R. Masegosa, Serafín Moral
A memory efficient semi-Naive Bayes classifier with grouping of cases. Intell. Data Anal. 15 (3) (2011)
Joaquín Abellán, Andrés R. Masegosa
Bagging Decision Trees on Data Sets with Classification Noise. FoIKS (2010)
Joaquín Abellán, Andrés R. Masegosa
An ensemble method using credal decision trees. Eur. J. Oper. Res. 205 (1) (2010)
Joaquín Abellán, Andrés R. Masegosa
A Filter-Wrapper Method to Select Variables for the Naive Bayes Classifier Based on Credal Decision Trees. Int. J. Uncertain. Fuzziness Knowl. Based Syst. 17 (6) (2009)
Joaquín Abellán, Andrés R. Masegosa
An Experimental Study about Simple Decision Trees for Bagging Ensemble on Datasets with Classification Noise. ECSQARU (2009)
Joaquín Abellán, Andrés R. Masegosa
Requirements for total uncertainty measures in Dempster-Shafer theory of evidence. Int. J. Gen. Syst. 37 (6) (2008)
Andrés Cano, Manuel Gómez-Olmedo, Serafín Moral, Joaquín Abellán
Hill-climbing and branch-and-bound algorithms for exact and approximate inference in credal networks. Int. J. Approx. Reason. 44 (3) (2007)
Joaquín Abellán, Andrés R. Masegosa
Split Criterions for Variable Selection Using Decision Trees. ECSQARU (2007)
Joaquín Abellán, Andrés R. Masegosa
Combining Decision Trees Based on Imprecise Probabilities and Uncertainty Measures. ECSQARU (2007)
Joaquín Abellán, Andrés Cano, Andrés R. Masegosa, Serafín Moral
A Semi-naive Bayes Classifier with Grouping of Cases. ECSQARU (2007)
Joaquín Abellán
Book review. Fuzzy Sets Syst. 157 (21) (2006)
Joaquín Abellán, Serafín Moral, Manuel Gómez-Olmedo, Andrés R. Masegosa
Varying Parameter in Classification Based on Imprecise Probabilities. SMPS (2006)
Joaquín Abellán, Serafín Moral
An Algorithm to Compute the Upper Entropy for Order-2 Capacities. Int. J. Uncertain. Fuzziness Knowl. Based Syst. 14 (2) (2006)
Joaquín Abellán, George J. Klir, Serafín Moral
Disaggregated total uncertainty measure for credal sets. Int. J. Gen. Syst. 35 (1) (2006)
Joaquín Abellán
Application of uncertainty measures on credal sets on the naive Bayesian classifier. Int. J. Gen. Syst. 35 (6) (2006)
Joaquín Abellán, Manuel Gómez-Olmedo
Measures of divergence on credal sets. Fuzzy Sets Syst. 157 (11) (2006)
Joaquín Abellán, Manuel Gómez-Olmedo, Serafín Moral
Some Variations on the PC Algorithm. Probabilistic Graphical Models (2006)
Joaquín Abellán
Uncertainty measures on probability intervals from the imprecise Dirichlet model. Int. J. Gen. Syst. 35 (5) (2006)
Joaquín Abellán, George J. Klir
Additivity of uncertainty measures on credal sets. Int. J. Gen. Syst. 34 (6) (2005)
Joaquín Abellán, Serafín Moral
New Score for Independence Based on the Imprecise Dirichlet Model. ISIPTA (2005)
Joaquín Abellán, Serafín Moral
Difference of entropies as a non-specificity function on credal sets†. Int. J. Gen. Syst. 34 (3) (2005)
Joaquín Abellán, Serafín Moral
Corrigendum: "a Non-specificity Measure for Convex Sets of Probability Distributions". Int. J. Uncertain. Fuzziness Knowl. Based Syst. 13 (4) (2005)
Joaquín Abellán, Serafín Moral
Upper entropy of credal sets. Applications to credal classification. Int. J. Approx. Reason. 39 (2-3) (2005)
Joaquín Abellán, Serafín Moral
Maximum of Entropy in Credal Classification. ISIPTA (2003)
Joaquín Abellán, Serafín Moral
Maximum of Entropy for Credal Sets. Int. J. Uncertain. Fuzziness Knowl. Based Syst. 11 (5) (2003)
Joaquín Abellán, Serafín Moral
Building classification trees using the total uncertainty criterion. Int. J. Intell. Syst. 18 (12) (2003)
Joaquín Abellán, Serafín Moral
Building classification trees using the total uncertainty criterion. ISIPTA (2001)
Joaquín Abellán, Serafín Moral
A Non-Specificity Measure for Convex Sets of Probability Distributions. Int. J. Uncertain. Fuzziness Knowl. Based Syst. 8 (3) (2000)
Joaquín Abellán, Serafín Moral
A Non-specificity Measure for Convex Sets of Probability Distributions. ISIPTA (1999)