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2014

Journal Articles

Impedovo, Sebastiano ; Liu, Cheng-Lin ; Impedovo, Donato ; Pirlo, Giuseppe ; Read, Jesse ; Martino, Luca ; Luengo, David

Efficient Monte Carlo Methods for Multi-Dimensional Learning with Classifier Chains Journal Article

Pattern Recognition, 47 (3), pp. 1535–1546, 2014.

Abstract | Links | BibTeX | Tags: Bayesian inference, Classifier chains, Monte Carlo methods, Multi-dimensional classification, Multi-label classification

Read, Jesse ; Bielza, Concha ; Larranaga, Pedro

Multi-Dimensional Classification with Super-Classes Journal Article

IEEE Transactions on Knowledge and Data Engineering, 26 (7), pp. 1720–1733, 2014, ISSN: 1041-4347.

Abstract | Links | BibTeX | Tags: Accuracy, Bayes methods, Classification, COMPRHENSION, conditional dependence, Context, core goals, data instance, evaluation metrics, Integrated circuit modeling, modeling class dependencies, multi-dimensional, Multi-dimensional classification, multidimensional classification problem, multidimensional datasets, multidimensional learners, multilabel classification, multilabel research, multiple class variables, ordinary class, pattern classification, problem transformation, recently-popularized task, super classes, super-class partitions, tractable running time, Training, Vectors

2013

Inproceedings

Read, Jesse ; Martino, Luca ; Luengo, David

Eficient Monte Carlo Optimization for Multi-Label Classifier Chains Inproceedings

ICASSP 2013: The 38th International Conference on Acoustics, Speech, and Signal Processing, Vancouver, 2013.

Abstract | BibTeX | Tags: Bayesian inference, Classifier chains, Monte Carlo methods, Multi-dimensional classification, Multi-label classification