Small sample size effects in the use of editing techniques. - Francesc J. Ferri; Enrique Vidal 001 (ICPR (2), 1992)

Colour image segmentation and labeling through multiedit-condensing. - Francesc J. Ferri; Enrique Vidal 001 (Pattern Recognit. Lett., 1992)

Floating search methods for feature selection with nonmonotonic criterion functions. - Pavel Pudil; Francesc J. Ferri; Jana Novovicová; Josef Kittler (ICPR (2), 1994)

Estimating Feature Discriminant Power in Decision Tree Classifiers. - Isabel Gracía; Filiberto Pla; Francesc J. Ferri; P. García (CAIP, 1995)

Advances in the Statistical Methodology for the Selection of Image Descriptors for Visual Pattern Representation and Classification. - Pavel Pudil; Jana Novovicová; Francesc J. Ferri; Josef Kittler (CAIP, 1995)

Adaptive Motion Estimation and Video Vector Quantization Based on Spatiotemporal Non-linearities of Human Perception. - Jesus Malo; Francesc J. Ferri; Jesús V. Albert; José M Artigas (ICIAP (1), 1997)

Using Proximity and Spatial Homogeneity in Neighbourhood-Based Classifiers. - José Salvador Sánchez 001; Filiberto Pla; Francesc J. Ferri (ICIAP (1), 1997)

On the equivalency between decision tree classifiers and the nearest neighbour rule. - José Salvador Sánchez 001; Filiberto Pla; Francesc J. Ferri (Inteligencia Artif., 1997)

Prototype selection for the nearest neighbour rule through proximity graphs. - José Salvador Sánchez 001; Filiberto Pla; Francesc J. Ferri (Pattern Recognit. Lett., 1997)

On the use of neighbourhood-based non-parametric classifiers. - José Salvador Sánchez 001; Filiberto Pla; Francesc J. Ferri (Pattern Recognit. Lett., 1997)

Variable-size block matching algorithm for motion estimation using a perceptual-based splitting criterion. - Francesc J. Ferri; Jesús Malo; Jesús V. Albert; J. Soret (ICPR, 1998)

Initializing normal mixtures of densities. - Jirí Grim; Jana Novovicová; Pavel Pudil; Petr Somol; Francesc J. Ferri (ICPR, 1998)

A Voronoi-diagram-based approach to oblique decision tree induction. - José Salvador Sánchez 001; Filiberto Pla; Francesc J. Ferri (ICPR, 1998)

From the Nearest Neighbour Rule to Decision Trees. - José Salvador Sánchez 001; Filiberto Pla; Francesc J. Ferri (IEA/AIE (Vol. 2), 1998)

Average-case analysis in an elementary course on algorithms. - Francesc J. Ferri; Jesús V. Albert (SIGCSE, 1998)

Accurate Detection and Characterization of Corner Points Using Circular Statistics and Fuzzy Clustering. - María Elena Díaz; Guillermo Ayala; Jesús V. Albert; Francesc J. Ferri; Juan Domingo 001 (SSPR/SPR, 1998)

Editing Prototypes in the Finite Sample Size Case Using Alternative Neighbourhoods. - Francesc J. Ferri; José Salvador Sánchez 001; Filiberto Pla (SSPR/SPR, 1998)

Combining adaptive vector quantization and prototype selection techniques to improve nearest neighbour classifiers. - Francesc J. Ferri (Kybernetika, 1998)

Improving the k-NCN classification rule through heuristic modifications. - José Salvador Sánchez 001; Filiberto Pla; Francesc J. Ferri (Pattern Recognit. Lett., 1998)

Learning Vector Quantization With Alternative Distance Criteria. - José Salvador Sánchez 001; Filiberto Pla; Francesc J. Ferri (ICIAP, 1999)

Considerations about sample-size sensitivity of a family of edited nearest-neighbor rules. - Francesc J. Ferri; Jesús V. Albert; Enrique Vidal 001 (IEEE Trans. Syst. Man Cybern. Part B, 1999)

An Active Contour Model for the Automatic Detection of the Fovea in Fluorescein Angiographies. - Jaime Gutierrez 004; Irene Epifanio; Esther de Ves; Francesc J. Ferri (ICPR, 2000)

Perceptually and Statistically Decorrelated Features for Image Representation: Application to Transform Coding. - Jesus Malo; Francesc J. Ferri; Rafael Fonolla Navarro; Roberto Valerio (ICPR, 2000)

A Cluster-Based Merging Strategy for Nearest Prototype Classifiers. - Ramón Alberto Mollineda; Francesc J. Ferri; Enrique Vidal 001 (ICPR, 2000)

Non-linear Invertible Representation for Joint Statistical and Perceptual Feature Decorrelation. - Jesus Malo; Rafael Fonolla Navarro; Irene Epifanio; Francesc J. Ferri; José M Artigas (SSPR/SPR, 2000)

The role of perceptual contrast non-linearities in image transform quantization. - Jesus Malo; Francesc J. Ferri; Jesús V. Albert; J. Soret; José M Artigas (Image Vis. Comput., 2000)

Approximated Tracking of Multiple Non-rigid Objects using Adaptive Quantization and Resampling Techniques. - José Martínez Sotoca; Francesc J. Ferri; Jaime Gutierrez 004; Paolo Remagnino; Graeme A. Jones (VIIP, 2001)

Perceptual feedback in multigrid motion estimation using an improved DCT quantization. - Jesus Malo; Jaime Gutierrez 004; Irene Epifanio; Francesc J. Ferri; José M Artigas (IEEE Trans. Image Process., 2001)

Another move toward the minimum consistent subset: a tabu search approach to the condensed nearest neighbor rule. - Vicente Cerverón; Francesc J. Ferri (IEEE Trans. Syst. Man Cybern. Part B, 2001)

On Filtering the Training Prototypes in Nearest Neighbour Classification. - José Salvador Sánchez 001; Ricardo Barandela; Francesc J. Ferri (CCIA, 2002)

An Experimental Comparison between Consistency-Based and Adaptive Prototype Replacement Schemes. - Francesc J. Ferri; Ramón Alberto Mollineda; Enrique Vidal 001 (ICPR (3), 2002)

Analysis of Regular Textures through Spatial Point Processes. - Guillermo Ayala; María Elena Díaz; Juan Domingo 001; Francesc J. Ferri; Esther de Ves; Jaime Gutierrez 004 (PRIS, 2002)

Some Experiments in Supervised Pattern Recognition with Incomplete Training Samples. - Ricardo Barandela; Francesc J. Ferri; T. Nájera (SSPR/SPR, 2002)

An efficient prototype merging strategy for the condensed 1-NN rule through class-conditional hierarchical clustering. - Ramón Alberto Mollineda; Francesc J. Ferri; Enrique Vidal 001 (Pattern Recognit., 2002)

A merge-based condensing strategy for multiple prototype classifiers. - Ramón Alberto Mollineda; Francesc J. Ferri; Enrique Vidal 001 (IEEE Trans. Syst. Man Cybern. Part B, 2002)

Restricted Decontamination for the Imbalanced Training Sample Problem. - Ricardo Barandela; E. Rangel; José Salvador Sánchez 001; Francesc J. Ferri (CIARP, 2003)

Learning from Imbalanced Sets through Resampling and Weighting. - Ricardo Barandela; José Salvador Sánchez 001; Vicente García 001; Francesc J. Ferri (IbPRIA, 2003)

Incrementally Assessing Cluster Tendencies with a Maximum Variance Cluster Algorithm. - Krzysztof Rzadca; Francesc J. Ferri (IbPRIA, 2003)

Geometric Properties of the 3D Spine Curve. - José Martínez Sotoca; Mateo Buendía Gómez; José Manuel Iñesta Quereda; Francesc J. Ferri (IbPRIA, 2003)

Perceptual regularization functionals for natural image restoration. - Jaime Gutierrez 004; Jesus Malo; Francesc J. Ferri (ICIP (2), 2003)

Improving Pattern Recognition Based Pharmacological Drug Selection Through ROC Analysis. - Wladimiro Díaz Villanueva; María José Castro Bleda; Francesc J. Ferri; F. Pérez; M. Murcia (CIARP, 2004)

The Imbalanced Training Sample Problem: Under or over Sampling? - Ricardo Barandela; Rosa Maria Valdovinos; José Salvador Sánchez 001; Francesc J. Ferri (SSPR/SPR, 2004)

Imbalanced Training Set Reduction and Feature Selection Through Genetic Optimization. - Ricardo Barandela; J. K. Hernández; José Salvador Sánchez 001; Francesc J. Ferri (CCIA, 2005)

A Holistic Classification System for Check Amounts Based on Neural Networks with Rejection. - María José Castro 001; Wladimiro Díaz Villanueva; Francesc J. Ferri; José Ruiz-Pinales; René Jaime-Rivas; Fernando Blat; Salvador España Boquera; Pablo Aibar; Sergio Grau; David Griol (PReMI, 2005)

Decision boundary preserving prototype selection for nearest neighbor classification. - Ricardo Barandela; Francesc J. Ferri; José Salvador Sánchez 001 (Int. J. Pattern Recognit. Artif. Intell., 2005)

Experiments on automatic drug activity characterization using support vector classification. - Francesc J. Ferri; Wladimiro Díaz Villanueva; María José Castro Bleda (Computational Intelligence, 2006)

Complexity reduction in efficient prototype-based classification. - Francesc J. Ferri; José Salvador Sánchez 001; Filiberto Pla (Pattern Recognit., 2006)

Regularization operators for natural images based on nonlinear perception models. - Jaime Gutierrez 004; Francesc J. Ferri; Jesus Malo (IEEE Trans. Image Process., 2006)

Experiments about the Generalization Ability of Common Vector based Methods for Face Recognition. - Marcelo Armengot; Francesc J. Ferri; Wladimiro Díaz Villanueva (PRIS, 2007)

A comparative study using different topological representations in pattern recognition based drug activity characterization. - Francesc J. Ferri; Wladimiro Díaz Villanueva; Maria J. Castro (SMC, 2007)

Learning combined similarity measures from user data for image retrieval. - Miguel Arevalillo-Herráez; Francesc J. Ferri; Juan Domingo 001 (ICPR, 2008)

Scaling Up a Metric Learning Algorithm for Image Recognition and Representation. - Adrian Perez-Suay; Francesc J. Ferri (ISVC (2), 2008)

Using subspace-based learning methods for medical drug design and characterization. - Francesc J. Ferri; Katerine Díaz-Chito; Wladimiro Díaz Villanueva (SMC, 2008)

An Empirical Evaluation of Common Vector Based Classification Methods and Some Extensions. - Katerine Díaz-Chito; Francesc J. Ferri; Wladimiro Díaz Villanueva (SSPR/SPR, 2008)

Combining similarity measures in content-based image retrieval. - Miguel Arevalillo-Herráez; Juan Domingo 001; Francesc J. Ferri (Pattern Recognit. Lett., 2008)

A Random Extension for Discriminative Dimensionality Reduction and Metric Learning. - Adrian Perez-Suay; Francesc J. Ferri; Jesús V. Albert (IbPRIA, 2009)

Profit Forecasting Using Support Vector Regression for Consulting Engineering Firms. - Víctor Yepes; Eugenio Pellicer; Francesc J. Ferri (ISDA, 2009)

An interactive evolutionary approach for content based image retrieval. - Francesc J. Ferri; Miguel Arevalillo-Herráez; Salvador Moreno-Picot (SMC, 2009)

Feature Extraction by means of Rough Discriminative Common Vectors with Kernels. - Katerine Díaz-Chito; Francesc Josep Ferri Rabasa; Wladimiro Díaz Villanueva (Inteligencia Artif., 2009)

Image Recognition through Incremental Discriminative Common Vectors. - Katerine Díaz-Chito; Francesc J. Ferri; Wladimiro Díaz Villanueva (ACIVS (2), 2010)

Efficient Dimensionality Reduction on Undersampled Problems through Incremental Discriminative Common Vectors. - Francesc J. Ferri; Katerine Díaz-Chito; Wladimiro Díaz Villanueva (ICDM Workshops, 2010)

Learning Improved Feature Rankings through Decremental Input Pruning for Support Vector Based Drug Activity Prediction. - Wladimiro Díaz Villanueva; Francesc J. Ferri; Vicente Cerverón (IEA/AIE (2), 2010)

Interactive Image Retrieval Using Smoothed Nearest Neighbor Estimates. - Miguel Arevalillo-Herráez; Francesc J. Ferri (SSPR/SPR, 2010)

A naive relevance feedback model for content-based image retrieval using multiple similarity measures. - Miguel Arevalillo-Herráez; Francesc J. Ferri; Juan Domingo 001 (Pattern Recognit., 2010)

Null Space Based Image Recognition Using Incremental Eigendecomposition. - Katerine Díaz-Chito; Francesc J. Ferri; Wladimiro Díaz Villanueva (IbPRIA, 2011)

An Online Metric Learning Approach through Margin Maximization. - Adrian Perez-Suay; Francesc J. Ferri; Jesús V. Albert (IbPRIA, 2011)

Distance-based relevance feedback using a hybrid interactive genetic algorithm for image retrieval. - Miguel Arevalillo-Herráez; Francesc J. Ferri; Salvador Moreno-Picot (Appl. Soft Comput., 2011)

A local complexity based combination method for decision forests trained with high-dimensional data. - Yoisel Campos; Carlos Morell 001; Francesc J. Ferri (ISDA, 2012)

Online Metric Learning Methods Using Soft Margins and Least Squares Formulations. - Adrian Perez-Suay; Francesc J. Ferri (SSPR/SPR, 2012)

A Feature Set Decomposition Method for the Construction of Multi-classifier Systems Trained with High-Dimensional Data. - Yoisel Campos; Roberto Estrada; Carlos Morell 001; Francesc J. Ferri (CIARP (1), 2013)

Drug Activity Characterization Using One-Class Support Vector Machines with Counterexamples. - Alicia Hurtado-Cortegana; Francesc J. Ferri; Wladimiro Díaz Villanueva; Carlos Morell 001 (CIARP (2), 2013)

A NSGA Based Approach for Content Based Image Retrieval. - Salvador Moreno-Picot; Francesc J. Ferri; Miguel Arevalillo-Herráez (CIARP (1), 2013)

Automatic Detection and Characterization of Acoustic Plane-Wave Reflections Using Circular Microphone Arrays. - Maximo Cobos; Francesc J. Ferri; Ana M. Torres; Jaume Segura 002 (IbPRIA, 2013)

Fast Approximated Discriminative Common Vectors Using Rank-One SVD Updates. - Francesc J. Ferri; Katerine Díaz-Chito; Wladimiro Díaz Villanueva (ICONIP (3), 2013)

Comparative Evaluation of Batch and Online Distance Metric Learning Approaches Based on Margin Maximization. - Adrian Perez-Suay; Francesc J. Ferri; Miguel Arevalillo-Herráez; Jesús V. Albert (SMC, 2013)

A hybrid multi-objective optimization algorithm for content based image retrieval. - Miguel Arevalillo-Herráez; Francesc J. Ferri; Salvador Moreno-Picot (Appl. Soft Comput., 2013)

Reverse engineering expert visual observations: From fixations to the learning of spatial filters with a neural-gas algorithm. - James S. Cope; Paolo Remagnino; S. Mannan; Katerine Díaz-Chito; Francesc J. Ferri; Paul Wilkin (Expert Syst. Appl., 2013)

An improved distance-based relevance feedback strategy for image retrieval. - Miguel Arevalillo-Herráez; Francesc J. Ferri (Image Vis. Comput., 2013)

Passive-aggressive online distance metric learning and extensions. - Adrián Pérez-Suay; Francesc J. Ferri; Miguel Arevalillo-Herráez (Prog. Artif. Intell., 2013)

Cognitive reasoning and inferences through psychologically based personalised modelling of emotions using associative classifiers. - Aladdin Ayesh; Miguel Arevalillo-Herráez; Francesc J. Ferri (ICCI*CC, 2014)

About Combining Metric Learning and Prototype Generation. - Adrián Pérez-Suay; Francesc J. Ferri; Miguel Arevalillo-Herráez; Jesús V. Albert (S+SSPR, 2014)

Improving distance based image retrieval using non-dominated sorting genetic algorithm. - Miguel Arevalillo-Herráez; Francesc J. Ferri; Salvador Moreno-Picot (Pattern Recognit. Lett., 2015)

Incremental Generalized Discriminative Common Vectors for Image Classification. - Katerine Díaz-Chito; Francesc J. Ferri; Wladimiro Díaz Villanueva (IEEE Trans. Neural Networks Learn. Syst., 2015)

Improving Nearest Neighbor Based Multi-target Prediction Through Metric Learning. - Héctor R. Gonzalez; Carlos Morell 001; Francesc J. Ferri (CIARP, 2016)

A case study on feature sensitivity for audio event classification using support vector machines. - Irene Martín-Morató; Maximo Cobos; Francesc J. Ferri (MLSP, 2016)

Affective and Behavioral Assessment for Adaptive Intelligent Tutoring Systems. - Luis Marco-Giménez; Miguel Arevalillo-Herráez; Francesc J. Ferri; Salvador Moreno-Picot; Jesus Boticario; Olga C. Santos; Sergio Salmeron-Majadas; Mar Saneiro; Raul Uria-Rivas; David Arnau; José Antonio González-Calero; Aladdin Ayesh; et al. (UMAP (Extended Proceedings), 2016)

Towards Psychologically based Personalised Modelling of Emotions Using Associative Classifiers. - Aladdin Ayesh; Miguel Arevalillo-Herráez; Francesc J. Ferri (Int. J. Cogn. Informatics Nat. Intell., 2016)

Analysis of data fusion techniques for multi-microphone audio event detection in adverse environments. - Irene Martín-Morató; Maximo Cobos; Francesc J. Ferri (MMSP, 2017)

Gui-driven intelligent tutoring system with affective support to help learning the algebraic method. - Miguel Arevalillo-Herráez; David Arnau; Francesc J. Ferri; Olga C. Santos (SMC, 2017)

Predicting human performance in interactive tasks by using dynamic models. - María T. Sanz; David Arnau; José Antonio González-Calero; Francesc J. Ferri; Miguel Arevalillo-Herráez (SMC, 2017)

BIG-AFF: Exploring Low Cost and Low Intrusive Infrastructures for Affective Computing in Secondary Schools. - Jesus Boticario; Olga C. Santos; Raúl Cabestrero; Pilar Quirós; Sergio Salmeron-Majadas; Raul Uria-Rivas; Mar Saneiro; Miguel Arevalillo-Herráez; Francesc J. Ferri (UMAP (Adjunct Publication), 2017)

Generalized Multitarget Linear Regression with Output Dependence Estimation. - Héctor R. Gonzalez; Carlos Morell 001; Francesc J. Ferri (CIARP, 2018)

Accelerated Proximal Gradient Descent in Metric Learning for Kernel Regression. - Héctor R. Gonzalez; Carlos Morell 001; Francesc J. Ferri (IWAIPR, 2018)

Some insights into the impact of affective information when delivering feedback to students. - Raúl Cabestrero; Pilar Quirós; Olga C. Santos; Sergio Salmeron-Majadas; Raul Uria-Rivas; Jesús González-Boticario; David Arnau; Miguel Arevalillo-Herráez; Francesc J. Ferri (Behav. Inf. Technol., 2018)

Fast Kernel Generalized Discriminative Common Vectors for Feature Extraction. - Katerine Díaz-Chito; Jesús Martínez del Rincón; Aura Hernández-Sabaté; Marçal Rusiñol; Francesc J. Ferri (J. Math. Imaging Vis., 2018)

An overview of incremental feature extraction methods based on linear subspaces. - Katerine Díaz-Chito; Francesc J. Ferri; Aura Hernández-Sabaté (Knowl. Based Syst., 2018)

Adaptive Mid-Term Representations for Robust Audio Event Classification. - Irene Martín-Morató; Maximo Cobos; Francesc J. Ferri (IEEE ACM Trans. Audio Speech Lang. Process., 2018)

Efficient Analysis and Synthesis Using a New Factorization of the Gabor Frame Matrix. - Salvador Moreno-Picot; Francesc J. Ferri; Miguel Arevalillo-Herráez; Wladimiro Díaz Villanueva (IEEE Trans. Signal Process., 2018)

Sound Event Envelope Estimation in Polyphonic Mixtures. - Irene Martín-Morató; Annamaria Mesaros; Toni Heittola; Tuomas Virtanen; Maximo Cobos; Francesc J. Ferri (ICASSP, 2019)

An efficient method for clustered multi-metric learning. - Bac Nguyen; Francesc J. Ferri; Carlos Morell 001; Bernard De Baets (Inf. Sci., 2019)

A Comparative Analysis of Residual Block Alternatives for End-to-End Audio Classification. - Javier Naranjo-Alcazar; Sergi Perez-Castanos; Irene Martín-Morató; Pedro Zuccarello; Francesc J. Ferri; Maximo Cobos (IEEE Access, 2020)

Adaptive Distance-Based Pooling in Convolutional Neural Networks for Audio Event Classification. - Irene Martín-Morató; Maximo Cobos; Francesc J. Ferri (IEEE ACM Trans. Audio Speech Lang. Process., 2020)

Squeeze-Excitation Convolutional Recurrent Neural Networks for Audio-Visual Scene Classification. - Javier Naranjo-Alcazar; Sergi Perez-Castanos; Maximo Cobos; Francesc J. Ferri; Pedro Zuccarello (DCASE, 2021)

Squeeze-Excitation Convolutional Recurrent Neural Networks for Audio-Visual Scene Classification. - Javier Naranjo-Alcazar; Sergi Perez-Castanos; Aarón López-García; Pedro Zuccarello; Maximo Cobos; Francesc J. Ferri (CoRR, 2021)

TASK3 DCASE2021 Challenge: Sound event localization and detection using squeeze-excitation residual CNNs. - Javier Naranjo-Alcazar; Sergi Perez-Castanos; Pedro Zuccarello; Francesc J. Ferri; Maximo Cobos (CoRR, 2021)

Task 1A DCASE 2021: Acoustic Scene Classification with mismatch-devices using squeeze-excitation technique and low-complexity constraint. - Javier Naranjo-Alcazar; Sergi Perez-Castanos; Maximo Cobos; Francesc J. Ferri; Pedro Zuccarello (CoRR, 2021)

On the Performance of Deep Learning Models for Respiratory Sound Classification Trained on Unbalanced Data. - Carlos Castorena; Francesc J. Ferri; Maximo Cobos (IbPRIA, 2022)

An Open-Set Recognition and Few-Shot Learning Dataset for Audio Event Classification in Domestic Environments. - Javier Naranjo-Alcazar; Sergi Perez-Castanos; Pedro Zuccarello; Ana M. Torres; José J. López; Francesc J. Ferri; Maximo Cobos (Pattern Recognit. Lett., 2022)

Multi-conformation Aproach of ENM-NMA Dynamic-Based Descriptors for HIV Drug Resistance Prediction. - Jorge A. Jimenez-Gari; Mario Pupo-Meriño; Héctor R. Gonzalez; Francesc J. Ferri (CIARP, 2023)

Data-Driven Modeling Through the Moodle Learning Management System: An Empirical Study Based on a Mathematics Teaching Subject. - Adrián Pérez-Suay; Steven Van Vaerenbergh; Pascual D. Diago; Ana Belen Pascual Venteo; Francesc J. Ferri (Rev. Iberoam. de Tecnol. del Aprendiz., 2023)

Evaluation of Real-Time Acoustic Event Detection Models in Driving Scenarios. - Carlos Castorena; Jesús López Ballester; Juan Antonio De Rus; Francesc J. Ferri; Maximo Cobos (EATIS, 2024)

An Incremental Selection Method for Semi-Supervised Speaker Adaptation in Speech Emotion Recognition. - Carlos Castorena; Maximo Cobos; Francesc J. Ferri (IEEE Signal Process. Lett., 2025)

Edge computing for driving safety: evaluating deep learning models for cost-effective sound event detection. - Carlos Castorena; Jesús López Ballester; Juan Antonio De Rus; Maximo Cobos; Francesc J. Ferri (J. Supercomput., 2025)

A Data-Driven Exploration of Elevation Cues in HRTFs: An Explainable AI Perspective Across Multiple Datasets. - Juan Antonio De Rus; Mario Montagud; Jesús López Ballester; Francesc J. Ferri; Maximo Cobos (CoRR, 2025)