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Machine learning, ISSN 1573-0565, 2011, Volume 85, Issue 3, pp. 333 - 359
Journal Article
Journal Article
Pattern Recognition, ISSN 0031-3203, 03/2017, Volume 63, pp. 45 - 55
The number of methods available for classification of multi-label data has increased rapidly over recent years, yet relatively few links have been made with... 
Problem transformation | Sequential data | Markov models | Sequence prediction | Multi-label classification | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Computer science | Algorithms | Analysis | Methods
Journal Article
Journal of Machine Learning Research, ISSN 1532-4435, 02/2016, Volume 17
Multi-label classification has rapidly attracted interest in the machine learning literature, and there are now a large number and considerable variety of... 
Learning | Incremental | Multi-target | Multi-label | Classification | learning | incremental | classification | multi-target | AUTOMATION & CONTROL SYSTEMS | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | multi-label
Journal Article
Machine Learning, ISSN 0885-6125, 7/2012, Volume 88, Issue 1, pp. 243 - 272
Journal Article
Pattern analysis and applications : PAA, ISSN 1433-755X, 2018, Volume 22, Issue 3, pp. 1211 - 1220
In many application scenarios, data points are not only temporally dependent, but also expected in the form of a fast-moving stream. A broad selection of... 
Feature representations | Pattern Recognition | Multi-dimensional data | Concept drift | Computer Science | Time series | Data streams | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Data mining | Analysis | Algorithms
Journal Article
Pattern recognition, ISSN 0031-3203, 2014, Volume 47, Issue 3, pp. 1535 - 1546
Multi-dimensional classification (MDC) is the supervised learning problem where an instance is associated with multiple classes, rather than with a single... 
Multi-dimensional classification | Monte Carlo methods | Bayesian inference | Multi-label classification | Classifier chains | ENSEMBLES | LABEL | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | ENGINEERING, ELECTRICAL & ELECTRONIC | Monte Carlo method | Algorithms | Analysis | Methods | Learning | Classifiers | Approximation | Computer simulation | Data sets | Classification
Journal Article
IEEE Transactions on Knowledge and Data Engineering, ISSN 1041-4347, 07/2014, Volume 26, Issue 7, pp. 1720 - 1733
Journal Article
2015 IEEE Trustcom/BigDataSE/ISPA, 08/2015, Volume 2, pp. 211 - 216
Data streams are being generated in a faster, bigger, and more commonplace manner. In this scenario, Hoeffding Trees are an established method for... 
Training | Adaptation models | Neural networks | Random access memory | Benchmark testing | Electronic mail | Bagging
Conference Proceeding
Computational Statistics, ISSN 0943-4062, 12/2013, Volume 28, Issue 6, pp. 2797 - 2823
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 06/2015, Volume 63, Issue 12, pp. 3123 - 3138
Journal Article
Signal Processing, ISSN 0165-1684, 05/2014, Volume 98, pp. 121 - 134
The use of distributed particle filters for tracking in sensor networks has become popular in recent years. The distributed particle filters proposed in the... 
Wireless sensor network | Target tracking | Particle filters | Distributed filtering | RESAMPLING ALGORITHMS | ENGINEERING, ELECTRICAL & ELECTRONIC | Computer-generated environments | Algorithms | Sensors | Computer simulation | Analysis | Remote sensors | Networks | Tracking | Wireless networks | Sound filters
Journal Article
Digital signal processing, ISSN 1051-2004, 2017, Volume 60, pp. 172 - 185
We design a sequential Monte Carlo scheme for the dual purpose of Bayesian inference and model selection. We consider the application context of urban... 
Sequential model selection | Marginal likelihood estimation | Urban mobility | Modality detection | Distributed inference | Parallel particle filters | PARAMETER-ESTIMATION | ENGINEERING, ELECTRICAL & ELECTRONIC | Computer science | Models
Journal Article
Cell (Cambridge), ISSN 0092-8674, 2017, Volume 171, Issue 6, pp. 1437 - 1452.e17
Journal Article
Pattern recognition, ISSN 0031-3203, 2015, Volume 48, Issue 6, pp. 2096 - 2109
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