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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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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Early classification of multivariate time series using a hybrid HMM/SVM model

2012 IEEE International Conference on Bioinformatics and Biomedicine ◽

10.1109/bibm.2012.6392654 ◽

2012 ◽

Author(s):

Mohamed F. Ghalwash ◽

Dusan Ramljak ◽

Zoran Obradovic

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Early Classification ◽

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Early Classification of Multivariate Time Series Based on Piecewise Aggregate Approximation

Health Information Science - Lecture Notes in Computer Science ◽

10.1007/978-3-319-69182-4_9 ◽

2017 ◽

pp. 81-88 ◽

Author(s):

ChaoHong Ma ◽

XiaoQing Weng ◽

ZhongNan Shan

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Early Classification

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Early Classification of Time Series: Cost-based multiclass Algorithms

10.1109/dsaa53316.2021.9564134 ◽

2021 ◽

Author(s):

Paul-Emile Zafar ◽

Youssef Achenchabe ◽

Alexis Bondu ◽

Antoine Cornuejols ◽

Vincent Lemaire

Keyword(s):

Time Series ◽

Early Classification

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Classification of multivariate time series using two-dimensional singular value decomposition

Knowledge-Based Systems ◽

10.1016/j.knosys.2008.03.014 ◽

2008 ◽

Vol 21 (7) ◽

pp. 535-539 ◽

Author(s):

Xiaoqing Weng ◽

Junyi Shen

Keyword(s):

Time Series ◽

Singular Value Decomposition ◽

Multivariate Time Series ◽

Singular Value ◽

Two Dimensional ◽

Value Decomposition

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Early Classification of Time Series as a Non Myopic Sequential Decision Making Problem

Machine Learning and Knowledge Discovery in Databases - Lecture Notes in Computer Science ◽

10.1007/978-3-319-23528-8_27 ◽

2015 ◽

pp. 433-447 ◽

Author(s):

Asma Dachraoui ◽

Alexis Bondu ◽

Antoine Cornuéjols

Keyword(s):

Decision Making ◽

Time Series ◽

Sequential Decision Making ◽

Sequential Decision ◽

Early Classification ◽

Decision Making Problem

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Reservoir Computing Approaches for Representation and Classification of Multivariate Time Series

IEEE Transactions on Neural Networks and Learning Systems ◽

10.1109/tnnls.2020.3001377 ◽

2020 ◽

pp. 1-11 ◽

Author(s):

Filippo Maria Bianchi ◽

Simone Scardapane ◽

Sigurd Lokse ◽

Robert Jenssen

Keyword(s):

Time Series ◽

Multivariate Time Series ◽

Reservoir Computing

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Approaches and Applications of Early Classification of Time Series: A Review

IEEE Transactions on Artificial Intelligence ◽

10.1109/tai.2020.3027279 ◽

2020 ◽

Vol 1 (1) ◽

pp. 47-61

Author(s):

Ashish Gupta ◽

Hari Prabhat Gupta ◽

Bhaskar Biswas ◽

Tanima Dutta

Keyword(s):

Time Series ◽

Early Classification

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Multivariate time-series classification of sleep patterns using a hybrid deep learning architecture

2017 IEEE 19th International Conference on e-Health Networking, Applications and Services (Healthcom) ◽

10.1109/healthcom.2017.8210813 ◽

2017 ◽

Author(s):

Jeonghan Hong ◽

Junho Yoon

Keyword(s):

Time Series ◽

Deep Learning ◽

Multivariate Time Series ◽

Time Series Classification ◽

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A Versatile Approach to Classification of Multivariate Time Series Data

Proceedings of the 2015 Federated Conference on Computer Science and Information Systems ◽

10.15439/2015f419 ◽

2015 ◽

Author(s):

Adam Zagorecki

Keyword(s):

Time Series ◽

Time Series Data ◽

Multivariate Time Series ◽

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