2008 | ||
---|---|---|
50 | EE | Damaris Pascual, Filiberto Pla, José Salvador Sánchez: Cluster Stability Assessment Based on Theoretic Information Measures. CIARP 2008: 219-226 |
49 | EE | Fernando Vázquez, José Salvador Sánchez, Filiberto Pla: Learning and Forgetting with Local Information of New Objects. CIARP 2008: 261-268 |
48 | EE | Vicente García, Ramón Alberto Mollineda, José Salvador Sánchez: A New Performance Evaluation Method for Two-Class Imbalanced Problems. SSPR/SPR 2008: 917-925 |
47 | EE | Vicente García, Ramón Alberto Mollineda, José Salvador Sánchez: On the k-NN performance in a challenging scenario of imbalance and overlapping. Pattern Anal. Appl. 11(3-4): 269-280 (2008) |
2007 | ||
46 | EE | Vicente García, José Salvador Sánchez, Ramón Alberto Mollineda: An Empirical Study of the Behavior of Classifiers on Imbalanced and Overlapped Data Sets. CIARP 2007: 397-406 |
45 | EE | Roberto Alejo, Vicente García, José Martínez Sotoca, Ramón Alberto Mollineda, José Salvador Sánchez: Improving the Performance of the RBF Neural Networks Trained with Imbalanced Samples. IWANN 2007: 162-169 |
44 | EE | Rosa M. Valdovinos, José Salvador Sánchez, E. Gasca: Influence of Resampling and Weighting on Diversity and Accuracy of Classifier Ensembles. IbPRIA (2) 2007: 250-257 |
43 | EE | Vicente García, Ramón Alberto Mollineda, José Salvador Sánchez, Roberto Alejo, José Martínez Sotoca: When Overlapping Unexpectedly Alters the Class Imbalance Effects. IbPRIA (2) 2007: 499-506 |
42 | EE | José Martínez Sotoca, Filiberto Pla, José Salvador Sánchez: Band Selection in Multispectral Images by Minimization of Dependent Information. IEEE Transactions on Systems, Man, and Cybernetics, Part C 37(2): 258-267 (2007) |
41 | EE | José Salvador Sánchez, Ramón Alberto Mollineda, José Martínez Sotoca: An analysis of how training data complexity affects the nearest neighbor classifiers. Pattern Anal. Appl. 10(3): 189-201 (2007) |
2006 | ||
40 | EE | Vicente García, Roberto Alejo, José Salvador Sánchez, José Martínez Sotoca, Ramón Alberto Mollineda: Combined Effects of Class Imbalance and Class Overlap on Instance-Based Classification. IDEAL 2006: 371-378 |
39 | EE | Roberto Alejo, Vicente García, José Martínez Sotoca, Ramón Alberto Mollineda, José Salvador Sánchez: Improving the Classification Accuracy of RBF and MLP Neural Networks Trained with Imbalanced Samples. IDEAL 2006: 464-471 |
38 | EE | Damaris Pascual, Filiberto Pla, José Salvador Sánchez: Non Parametric Local Density-Based Clustering for Multimodal Overlapping Distributions. IDEAL 2006: 671-678 |
37 | EE | Luisa Micó, Francisco Moreno-Seco, José Salvador Sánchez, José Martínez Sotoca, Ramón Alberto Mollineda: On the Use of Different Classification Rules in an Editing Task. SSPR/SPR 2006: 747-754 |
36 | EE | Erendira Rendon, José Salvador Sánchez: Clustering Based on Compressed Data for Categorical and Mixed Attributes. SSPR/SPR 2006: 817-825 |
35 | EE | José Salvador Sánchez, A. I. Marqués: An LVQ-based adaptive algorithm for learning from very small codebooks. Neurocomputing 69(7-9): 922-927 (2006) |
34 | EE | M. Lozano, José Martínez Sotoca, José Salvador Sánchez, Filiberto Pla, Elzbieta Pekalska, Robert P. W. Duin: Experimental study on prototype optimisation algorithms for prototype-based classification in vector spaces. Pattern Recognition 39(10): 1827-1838 (2006) |
33 | EE | Francesc J. Ferri, José Salvador Sánchez, Filiberto Pla: Complexity reduction in efficient prototype-based classification. Pattern Recognition 39(2): 161-163 (2006) |
32 | EE | E. Gasca, José Salvador Sánchez, R. Alonso: Eliminating redundancy and irrelevance using a new MLP-based feature selection method. Pattern Recognition 39(2): 313-315 (2006) |
2005 | ||
31 | Ricardo Barandela, J. K. Hernández, José Salvador Sánchez, Francesc J. Ferri: Imbalanced Training Set Reduction and Feature Selection Through Genetic Optimization. CCIA 2005: 215-222 | |
30 | EE | Ramón Alberto Mollineda, José Salvador Sánchez, José Martínez Sotoca: Data Characterization for Effective Prototype Selection. IbPRIA (2) 2005: 27-34 |
29 | EE | Fernando Vázquez, José Salvador Sánchez, Filiberto Pla: A Stochastic Approach to Wilson's Editing Algorithm. IbPRIA (2) 2005: 35-42 |
28 | EE | Rosa M. Valdovinos, José Salvador Sánchez, Ricardo Barandela: Dynamic and Static Weighting in Classifier Fusion. IbPRIA (2) 2005: 59-66 |
27 | EE | Ricardo Barandela, Francesc J. Ferri, José Salvador Sánchez: Decision boundary preserving prototype selection for nearest neighbor classification. IJPRAI 19(6): 787-806 (2005) |
2004 | ||
26 | EE | José Martínez Sotoca, José Salvador Sánchez, Filiberto Pla: Attribute Relevance in Multiclass Data Sets Using the Naive Bayes Rule. ICPR (3) 2004: 426-429 |
25 | EE | José Salvador Sánchez, José Martínez Sotoca, Filiberto Pla: Efficient nearest neighbor classification with data reduction and fast search algorithms. SMC (5) 2004: 4757-4762 |
24 | EE | Ricardo Barandela, Rosa M. Valdovinos, José Salvador Sánchez, Francesc J. Ferri: The Imbalanced Training Sample Problem: Under or over Sampling? SSPR/SPR 2004: 806 |
23 | EE | José Salvador Sánchez: High training set size reduction by space partitioning and prototype abstraction. Pattern Recognition 37(7): 1561-1564 (2004) |
2003 | ||
22 | EE | María Teresa Lozano, José Salvador Sánchez, Filiberto Pla: Using the Geometrical Distribution of Prototypes for Training Set Condensing. CAEPIA 2003: 618-627 |
21 | EE | Ricardo Barandela, E. Rangel, José Salvador Sánchez, Francesc J. Ferri: Restricted Decontamination for the Imbalanced Training Sample Problem. CIARP 2003: 424-431 |
20 | EE | María Teresa Lozano, José Salvador Sánchez, Filiberto Pla: Reducing Training Sets by NCN-based Exploratory Procedures. IbPRIA 2003: 453-461 |
19 | EE | Ricardo Barandela, José Salvador Sánchez, Vicente García, Francesc J. Ferri: Learning from Imbalanced Sets through Resampling and Weighting. IbPRIA 2003: 80-88 |
18 | José Martínez Sotoca, José Salvador Sánchez, Filiberto Pla: Estimating Feature Weights For Distance-Based Classification. PRIS 2003: 156-166 | |
17 | EE | Ricardo Barandela, Rosa M. Valdovinos, José Salvador Sánchez: New Applications of Ensembles of Classifiers. Pattern Anal. Appl. 6(3): 245-256 (2003) |
16 | EE | Ricardo Barandela, José Salvador Sánchez, Vicente García, E. Rangel: Strategies for learning in class imbalance problems. Pattern Recognition 36(3): 849-851 (2003) |
15 | EE | José Salvador Sánchez, Ricardo Barandela, A. I. Marqués, Roberto Alejo, Jorge Badenas: Analysis of new techniques to obtain quality training sets. Pattern Recognition Letters 24(7): 1015-1022 (2003) |
2002 | ||
14 | EE | José Salvador Sánchez, Ricardo Barandela, Francesc J. Ferri: On Filtering the Training Prototypes in Nearest Neighbour Classification. CCIA 2002: 239-248 |
13 | EE | José Salvador Sánchez, Filiberto Pla: Advances in Pattern Recognition and Image Analysis - Editorial. IJPRAI 16(3): 273-274 (2002) |
2001 | ||
12 | EE | José Salvador Sánchez, Ricardo Barandela, A. I. Marqués, Roberto Alejo: Performance Evaluation of Prototype Selection Algorithms for Nearest Neighbor Classification. SIBGRAPI 2001: 44-50 |
2000 | ||
11 | EE | Belur V. Dasarathy, José Salvador Sánchez: Tandem Fusion of Nearest Neighbor Editing and Condensing Algorithms - Data Dimensionality Effects. ICPR 2000: 2692-2695 |
10 | EE | José Salvador Sánchez, Filiberto Pla, M. C. Herrero: Using the Dual of Proximity Graphs for Binary Decision Tree Design. SSPR/SPR 2000: 482-490 |
9 | EE | Belur V. Dasarathy, José Salvador Sánchez, S. Townsend: Nearest Neighbour Editing and Condensing Tools-Synergy Exploitation. Pattern Anal. Appl. 3(1): 19-30 (2000) |
1999 | ||
8 | EE | José Salvador Sánchez, Filiberto Pla, Francesc J. Ferri: Learning Vector Quantization With Alternative Distance Criteria. ICIAP 1999: 84-89 |
1998 | ||
7 | José Salvador Sánchez, Filiberto Pla, Francesc J. Ferri: From the Nearest Neighbour Rule to Decision Trees. IEA/AIE (Vol. 2) 1998: 469-478 | |
6 | Francesc J. Ferri, José Salvador Sánchez, Filiberto Pla: Editing Prototypes in the Finite Sample Size Case Using Alternative Neighbourhoods. SSPR/SPR 1998: 620-629 | |
5 | José Salvador Sánchez: Neighbourhood-Based Learning and Classification: Alternative Methods and Comparative Analysis. AI Commun. 11(1): 77-79 (1998) | |
4 | EE | José Salvador Sánchez, Filiberto Pla, Francesc J. Ferri: Improving the k-NCN classification rule through heuristic modifications. Pattern Recognition Letters 19(13): 1165-1170 (1998) |
1997 | ||
3 | José Salvador Sánchez, Filiberto Pla, Francesc J. Ferri: Using Proximity and Spatial Homogeneity in Neighbourhood-Based Classifiers. ICIAP (1) 1997: 206-213 | |
2 | José Salvador Sánchez, Filiberto Pla, Francesc J. Ferri: On the equivalency between decision tree classifiers and the nearest neighbour rule. Inteligencia Artificial, Revista Iberoamericana de Inteligencia Artificial 4: 12-19 (1997) | |
1 | EE | José Salvador Sánchez, Filiberto Pla, Francesc J. Ferri: Prototype selection for the nearest neighbour rule through proximity graphs. Pattern Recognition Letters 18(6): 507-513 (1997) |