A Divide-and-Conquer–based Early Classification Approach for Multivariate Time Series with Different Sampling Rate Components in IoT

ACM Transactions on Internet of Things ◽

10.1145/3375877 ◽

2020 ◽

Vol 1 (2) ◽

pp. 1-21 ◽

Author(s):

Ashish Gupta ◽

Hari Prabhat Gupta ◽

Bhaskar Biswas ◽

Tanima Dutta

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Sampling Rate ◽

Divide And Conquer ◽

Classification Approach ◽

Early Classification

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Early Classification Approach for Multivariate Time Series using Sensors of Different Sampling Rate

2019 16th Annual IEEE International Conference on Sensing, Communication, and Networking (SECON) ◽

10.1109/sahcn.2019.8824960 ◽

2019 ◽

Author(s):

Ashish Gupta ◽

Hari Prabhat Gupta ◽

Tanima Dutta

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Sampling Rate ◽

Classification Approach ◽

Early Classification

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An Early Classification Approach for Multivariate Time Series of On-Vehicle Sensors in Transportation

IEEE Transactions on Intelligent Transportation Systems ◽

10.1109/tits.2019.2957325 ◽

2020 ◽

Vol 21 (12) ◽

pp. 5316-5327 ◽

Author(s):

Ashish Gupta ◽

Hari Prabhat Gupta ◽

Bhaskar Biswas ◽

Tanima Dutta

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Classification Approach ◽

Early Classification ◽

Vehicle Sensors

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A Fault-Tolerant Early Classification Approach for Human Activities using Multivariate Time Series

IEEE Transactions on Mobile Computing ◽

10.1109/tmc.2020.2973616 ◽

2020 ◽

pp. 1-1

Author(s):

Ashish Gupta ◽

Hari Prabat Gupta ◽

Bhaskar Biswas ◽

Tanima Dutta

Keyword(s):

Time Series ◽

Human Activities ◽

Fault Tolerant ◽

Multivariate Time Series ◽

Classification Approach ◽

Early Classification

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Early classification on multivariate time series

Neurocomputing ◽

10.1016/j.neucom.2014.07.056 ◽

2015 ◽

Vol 149 ◽

pp. 777-787 ◽

Author(s):

Guoliang He ◽

Yong Duan ◽

Rong Peng ◽

Xiaoyuan Jing ◽

Tieyun Qian ◽

...

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Early Classification

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Early Classification on Multivariate Time Series with Core Features

Lecture Notes in Computer Science - Database and Expert Systems Applications ◽

10.1007/978-3-319-10073-9_35 ◽

2014 ◽

pp. 410-422 ◽

Author(s):

Guoliang He ◽

Yong Duan ◽

Guofu Zhou ◽

Lingling Wang

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Early Classification ◽

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An Unseen Fault Classification Approach for Smart Appliances using Ongoing Multivariate Time Series

IEEE Transactions on Industrial Informatics ◽

10.1109/tii.2020.3016590 ◽

2020 ◽

pp. 1-1

Author(s):

Ashish Gupta ◽

Hari Prabhat Gupta ◽

Bhaskar Biswas ◽

Tanima Dutta

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Fault Classification ◽

Classification Approach ◽

Smart Appliances

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Multivariate Time Series Early Classification with Interpretability Using Deep Learning and Attention Mechanism

Advances in Knowledge Discovery and Data Mining - Lecture Notes in Computer Science ◽

10.1007/978-3-030-16142-2_42 ◽

2019 ◽

pp. 541-553 ◽

Author(s):

En-Yu Hsu ◽

Chien-Liang Liu ◽

Vincent S. Tseng

Keyword(s):

Time Series ◽

Deep Learning ◽

Multivariate Time Series ◽

Attention Mechanism ◽

Early Classification

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Early Classification of Multivariate Time Series on Distributed and In-Memory Platforms

Lecture Notes in Computer Science - Trends and Applications in Knowledge Discovery and Data Mining ◽

10.1007/978-3-319-67274-8_1 ◽

2017 ◽

pp. 3-14

Author(s):

Vincent S. Tseng ◽

Huai-Shuo Huang ◽

Chia-Wei Huang ◽

Ping-Feng Wang ◽

Chu-Feng Li

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Early Classification

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Multivariate Time Series Early Classification Using Multi-Domain Deep Neural Network

2018 IEEE 5th International Conference on Data Science and Advanced Analytics (DSAA) ◽

10.1109/dsaa.2018.00019 ◽

2018 ◽

Author(s):

Huai-Shuo Huang ◽

Chien-Liang Liu ◽

Vincent S. Tseng

Keyword(s):

Neural Network ◽

Time Series ◽

Deep Neural Network ◽

Multivariate Time Series ◽

Early Classification

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

Pattern Analysis and Applications ◽

10.1007/s10044-019-00782-7 ◽

2019 ◽

Vol 23 (2) ◽

pp. 567-580 ◽

Author(s):

Guoliang He ◽

Wen Zhao ◽

Xuewen Xia

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Early Classification

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