Aritz Pérez Martínez

发表

Supervised classification via minimax probabilistic transformations pdf

Santiago Mazuelas, Andrea Zanoni, Aritz Pérez Martínez, 2019, ArXiv.

Efficient approximation of probability distributions with k-order decomposable models

Iñaki Inza, José Antonio Lozano, Aritz Pérez Martínez, 2016, Int. J. Approx. Reason..

Multidimensional k-Interaction Classifier: Taking Advantage of All the Information Contained in Low Order Interactions

Iñaki Inza, José Antonio Lozano, Aritz Pérez Martínez, 2013, CAEPIA.

Minimax Classification with 0-1 Loss and Performance Guarantees pdf

Santiago Mazuelas, Aritz Pérez Martínez, Andrea Zanoni, 2020, NeurIPS.

Supervised non-parametric discretization based on Kernel density estimation

Borja Calvo, Aritz Pérez Martínez, Jose Luis Flores, 2019, Pattern Recognit. Lett..

A sensitivity study of bias and variance of k-fold cross-validation in prediction error estimation

José Antonio Lozano Alonso, Aritz Pérez Martínez, Juan Diego Rodríguez Fernández, 2009 .

Learning Maximum Weighted (k+1)-Order Decomposable Graphs by Integer Linear Programming

Christian Blum, José Antonio Lozano, Aritz Pérez Martínez, 2014, Probabilistic Graphical Models.

Evaluating machine-learning techniques for recruitment forecasting of seven North East Atlantic fish species

Iñaki Inza, José Antonio Lozano, Aritz Pérez Martínez, 2015, Ecol. Informatics.

Are the Artificially Generated Instances Uniform in Terms of Difficulty?

José Antonio Lozano, Josu Ceberio, Aritz Pérez Martínez, 2018, 2018 IEEE Congress on Evolutionary Computation (CEC).

On-line Elastic Similarity Measures for time series

Javier Del Ser, José Antonio Lozano, Izaskun Oregi, 2019, Pattern Recognit..

An efficient K -means clustering algorithm for massive data pdf

José Antonio Lozano, Aritz Pérez Martínez, Marco Capó, 2018, ArXiv.

Information Theory and Classification Error in Probabilistic Classifiers

Pedro Larrañaga, Iñaki Inza, Aritz Pérez Martínez, 2006, Discovery Science.

Supervised classification with conditional Gaussian networks: Increasing the structure complexity from naive Bayes

Pedro Larrañaga, Iñaki Inza, Aritz Pérez Martínez, 2006, Int. J. Approx. Reason..

Online Ranking with Concept Drifts in Streaming Data pdf

Javier Del Ser, Jesus L. Lobo, Ekhine Irurozki, 2019, ArXiv.

A general framework for the statistical analysis of the sources of variance for classification error estimators

José Antonio Lozano, Aritz Pérez Martínez, Juan Diego Rodríguez, 2013, Pattern Recognit..

Passive Approach for the K-means Problem on Streaming Data pdf

Aritz Pérez Martínez, Marco Capó, Arkaitz Bidaurrazaga, 2020, ArXiv.

An efficient K-means algorithm for Massive Data pdf

José Antonio Lozano, Aritz Pérez Martínez, Marco Capó, 2016, ArXiv.

An efficient K-means clustering algorithm for tall data

José Antonio Lozano, Aritz Pérez Martínez, Marco Capó, 2020, Data Mining and Knowledge Discovery.

Robust image classification against adversarial attacks using elastic similarity measures between edge count sequences

Javier Del Ser, José Antonio Lozano, Aritz Pérez Martínez, 2020, Neural Networks.

On-Line Dynamic Time Warping for Streaming Time Series

Javier Del Ser, José Antonio Lozano, Izaskun Oregi, 2017, ECML/PKDD.

Bayesian classifiers based on kernel density estimation: Flexible classifiers

Pedro Larrañaga, Iñaki Inza, Aritz Pérez Martínez, 2009, Int. J. Approx. Reason..

Sensitivity Analysis of k-Fold Cross Validation in Prediction Error Estimation

José Antonio Lozano, Aritz Pérez Martínez, Juan Diego Rodríguez, 2010, IEEE Transactions on Pattern Analysis and Machine Intelligence.

Crowd Learning with Candidate Labeling: An EM-Based Solution

Aritz Pérez Martínez, Jerónimo Hernández-González, Iker Beñaran-Muñoz, 2018, CAEPIA.

Kernels of Mallows Models under the Hamming Distance for solving the Quadratic Assignment Problem

Ekhine Irurozki, Josu Ceberio, Aritz Pérez Martínez, 2019, Swarm Evol. Comput..

Adversarial Sample Crafting for Time Series Classification with Elastic Similarity Measures

Javier Del Ser, José Antonio Lozano, Izaskun Oregi, 2018, IDC.

Approaching the quadratic assignment problem with kernels of mallows models under the hamming distance

Ekhine Irurozki, Josu Ceberio, Aritz Pérez Martínez, 2019, GECCO.

How Trustworthy is Crafty's Analysis of Chess Champions?

Ivan Bratko, Matej Guid, Aritz Pérez Martínez, 2008, J. Int. Comput. Games Assoc..

Using Multidimensional Bayesian Network Classifiers to Assist the Treatment of Multiple Sclerosis

José Antonio Lozano, Aritz Pérez Martínez, Juan Diego Rodríguez, 2012, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

Supervised pre-processing approaches in multiple class variables classification for fish recruitment forecasting

Iñaki Inza, José Antonio Lozano, Aritz Pérez Martínez, 2013, Environ. Model. Softw..

Let nature decide its nature: On the design of collaborative hyperheuristics for decentralized ephemeral environments

Javier Del Ser, Eneko Osaba, Miren Nekane Bilbao, 2018, Future Gener. Comput. Syst..

Weak Labeling for Crowd Learning pdf

Aritz Pérez Martínez, Jerónimo Hernández-González, Iker Beñaran-Muñoz, 2018, ArXiv.

Generalized Maximum Entropy for Supervised Classification pdf

Santiago Mazuelas, Aritz Pérez Martínez, Yuan Shen, 2020, ArXiv.

Machine Learning in Bioinformatics

Concha Bielza, Pedro Larrañaga, Iñaki Inza, 2008, Encyclopedia of Database Systems.

General Supervision via Probabilistic Transformations pdf

Santiago Mazuelas, Aritz Pérez Martínez, 2020, ECAI.

Approximating the maximum weighted decomposable graph problem with applications to probabilistic graphical models

Christian Blum, José Antonio Lozano, Aritz Pérez Martínez, 2018, PGM.

An efficient approximation to the K-means clustering for massive data

José Antonio Lozano, Aritz Pérez Martínez, Marco Capó, 2017, Knowl. Based Syst..

Nature-inspired approaches for distance metric learning in multivariate time series classification

Javier Del Ser, José Antonio Lozano, Izaskun Oregi, 2017, 2017 IEEE Congress on Evolutionary Computation (CEC).