Confidence-based early classification of multivariate time series with multiple interpretable rules

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

Multiobjective Learning in the Model Space for Time Series Classification

(2018) Zhichen Gong et al.   IEEE Transactions on Cybernetics

Multivariate Chaotic Time Series Online Prediction Based on Improved Kernel Recursive Least Squares Algorithm

(2018) Min Han et al.   IEEE Transactions on Cybernetics

An uncertainty and density based active semi-supervised learning scheme for positive unlabeled multivariate time series classification

(2017) Guoliang He et al.   KNOWLEDGE-BASED SYSTEMS

Efficient health-related abnormal behavior detection with visual and inertial sensor integration

(2017) Ying Li et al.   PATTERN ANALYSIS AND APPLICATIONS

Early Classification of Time Series by Simultaneously Optimizing the Accuracy and Earliness

(2017) Usue Mori et al.   IEEE Transactions on Neural Networks and Learning Systems

Empirical Sensitivity Analysis of Discretization Parameters for Fault Pattern Extraction From Multivariate Time Series Data

(2017) Sujeong Baek et al.   IEEE Transactions on Cybernetics

Multivariate Chaotic Time Series Prediction Based on Improved Grey Relational Analysis

(2017) Min Han et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Efficient Classification of Long Time Series by 3-D Dynamic Time Warping

(2017) Anooshiravan Sharabiani et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Reliable early classification of time series based on discriminating the classes over time

(2016) Usue Mori et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Probabilistic skyline queries on uncertain time series

(2016) Guoliang He et al.   NEUROCOMPUTING

Detecting anomalous patterns in time-series data using sparse hierarchically parameterized transition matrices

(2016) Michael W. Milo et al.   PATTERN ANALYSIS AND APPLICATIONS

An efficient pattern mining approach for event detection in multivariate temporal data

(2015) Iyad Batal et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Early classification on multivariate time series

(2015) Guoliang He et al.   NEUROCOMPUTING

Clustering by fast search and find of density peaks

(2014) A. Rodriguez et al.   SCIENCE

Early classification on time series

(2011) Zhengzheng Xing et al.   KNOWLEDGE AND INFORMATION SYSTEMS

Time series shapelets: a novel technique that allows accurate, interpretable and fast classification

(2010) Lexiang Ye et al.   DATA MINING AND KNOWLEDGE DISCOVERY