Mutual information based feature subset selection in multivariate time series classification

Simultaneous feature selection and discretization based on mutual information

(2019) Sadia Sharmin et al.   PATTERN RECOGNITION

A methodology for energy multivariate time series forecasting in smart buildings based on feature selection

(2019) Aurora González-Vidal et al.   ENERGY AND BUILDINGS

Univariate time series classification using information geometry

(2019) Jiancheng Sun et al.   PATTERN RECOGNITION

Transductive Feature Selection Using Clustering-Based Sample Entropy for Temperature Prediction in Weather Forecasting

(2018) Zahra Karevan et al.   Entropy

Multi-way Feature Selection for ECoG-based Brain-Computer Interface

(2018) Anastasia Motrenko et al.   EXPERT SYSTEMS WITH APPLICATIONS

Autoregressive forests for multivariate time series modeling

(2018) Kerem Sinan Tuncel et al.   PATTERN RECOGNITION

A ranking-based feature selection approach for handwritten character recognition

(2018) Nicole Dalia Cilia et al.   PATTERN RECOGNITION LETTERS

An ensemble of shapelet-based classifiers on inter-class and intra-class imbalanced multivariate time series at the early stage

(2018) Guoliang He et al.   SOFT COMPUTING

A Feature Subset Selection Algorithm Automatic Recommendation Method

(2018) G. Wang et al.   JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH

A joint feature selection framework for multivariate resource usage prediction in cloud servers using stability and prediction performance

(2018) Shaifu Gupta et al.   JOURNAL OF SUPERCOMPUTING

A review on distance based time series classification

(2018) Amaia Abanda et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Time series feature learning with labeled and unlabeled data

(2018) Haishuai Wang et al.   PATTERN RECOGNITION

On-line Elastic Similarity Measures for time series

(2018) Izaskun Oregi et al.   PATTERN RECOGNITION

Generalizing DTW to the multi-dimensional case requires an adaptive approach

(2016) Mohammad Shokoohi-Yekta et al.   DATA MINING AND KNOWLEDGE DISCOVERY

The great time series classification bake off: a review and experimental evaluation of recent algorithmic advances

(2016) Anthony Bagnall et al.   DATA MINING AND KNOWLEDGE DISCOVERY

A Mutual Information estimator for continuous and discrete variables applied to Feature Selection and Classification problems

(2016) Frederico Coelho et al.   International Journal of Computational Intelligence Systems

A Mutual Information estimator for continuous and discrete variables applied to Feature Selection and Classification problems

(2016) Frederico Coelho et al.   International Journal of Computational Intelligence Systems

Feature selection method based on mutual information and class separability for dimension reduction in multidimensional time series for clinical data

(2015) Liying Fang et al.   Biomedical Signal Processing and Control

Joint mutual information-based input variable selection for multivariate time series modeling

(2015) Min Han et al.   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

Mutual Information between Discrete and Continuous Data Sets

(2014) Brian C. Ross   PLoS One

A review of feature selection methods based on mutual information

(2013) Jorge R. Vergara et al.   NEURAL COMPUTING & APPLICATIONS

Gaussian processes for time-series modelling

(2013) S. Roberts et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Mutual information as a measure of multivariate association: analytical properties and statistical estimation

(2011) Thomas Blumentritt et al.   JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION

Test–retest reliability and feature selection in physiological time series classification

(2010) Steinn Gudmundsson et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE