Multivariate Time Series Representation and Similarity Search Using PCA

Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining ◽

A Transformer-based Framework for Multivariate Time Series Representation Learning

10.1145/3447548.3467401 ◽

2021 ◽

Author(s):

George Zerveas ◽

Srideepika Jayaraman ◽

Dhaval Patel ◽

Anuradha Bhamidipaty ◽

Carsten Eickhoff

Keyword(s):

Time Series ◽

Series Representation ◽

Representation Learning

Trend and Value Based Time Series Representation for Similarity Search

2017 IEEE Third International Conference on Multimedia Big Data (BigMM) ◽

10.1109/bigmm.2017.76 ◽

2017 ◽

Cited By ~ 1

Author(s):

Aminata Kane

Keyword(s):

Time Series ◽

Similarity Search ◽

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

A Novel Bit Level Time Series Representation with Implication of Similarity Search and Clustering

10.1007/11430919_90 ◽

2005 ◽

pp. 771-777 ◽

Cited By ~ 39

Author(s):

Chotirat Ratanamahatana ◽

Eamonn Keogh ◽

Anthony J. Bagnall ◽

Stefano Lonardi

Keyword(s):

Time Series ◽

Similarity Search ◽

A fast LSH-based similarity search method for multivariate time series

Information Sciences ◽

10.1016/j.ins.2018.10.026 ◽

2019 ◽

Vol 476 ◽

pp. 337-356 ◽

Cited By ~ 11

Author(s):

Chenyun Yu ◽

Lintong Luo ◽

Leanne Lai-Hang Chan ◽

Thanawin Rakthanmanon ◽

Sarana Nutanong

Keyword(s):

Time Series ◽

Similarity Search ◽

Search Method

An efficient similarity search for multivariate time series

Journal of Computer Applications ◽

10.3724/sp.j.1087.2008.02541 ◽

2009 ◽

Vol 28 (10) ◽

pp. 2541-2543

Author(s):

Da-zhuo ZHOU ◽

Xiao-li WU ◽

Hong-can YAN

Keyword(s):

Time Series ◽

Similarity Search ◽

Multivariate Time Series

Exploring unsupervised multivariate time series representation learning for chronic disease diagnosis

International Journal of Data Science and Analytics ◽

10.1007/s41060-021-00290-0 ◽

2021 ◽

Author(s):

Xu Zhang ◽

Yaming Wang ◽

Liang Zhang ◽

Bo Jin ◽

Hongzhe Zhang

Keyword(s):

Time Series ◽

Chronic Disease ◽

Series Representation ◽

Representation Learning ◽

Disease Diagnosis

Advanced Analytics and Learning on Temporal Data - Lecture Notes in Computer Science ◽

Seq2VAR: Multivariate Time Series Representation with Relational Neural Networks and Linear Autoregressive Model

10.1007/978-3-030-39098-3_10 ◽

2020 ◽

pp. 126-140

Author(s):

Edouard Pineau ◽

Sébastien Razakarivony ◽

Thomas Bonald

Keyword(s):

Neural Networks ◽

Time Series ◽

Autoregressive Model ◽

2008 4th International Conference on Wireless Communications, Networking and Mobile Computing ◽

An Efficient Similarity Search For Financial Multivariate Time Series

10.1109/wicom.2008.2596 ◽

2008 ◽

Author(s):

Dazhuo Zhou ◽

Minqiang Li ◽

Hongcan Yan

Keyword(s):

Time Series ◽

Similarity Search ◽

Multivariate Time Series

Discerning cognitive stages in a working memory and decision making task from human fMRI data using multivariate time series analysis

Frontiers in Computational Neuroscience ◽

10.3389/conf.fncom.2012.55.00228 ◽

2012 ◽

Vol 6 ◽

Author(s):

Durstewitz Daniel

Keyword(s):

Decision Making ◽

Working Memory ◽

Time Series ◽

Time Series Analysis ◽

Fmri Data ◽

Series Analysis ◽

Multivariate Time Series Analysis

Asymptotic Distributions of Functions of the Eigenvalues of the Sample Covariance Matrix and Canonical Correlation Matrix in Multivariate Time Series

10.21236/ada170282 ◽

1986 ◽

Author(s):

M. Taniguchi ◽

P. R. Krishnaiah

Keyword(s):

Time Series ◽

Covariance Matrix ◽

Canonical Correlation ◽

Correlation Matrix ◽

Asymptotic Distributions ◽

Sample Covariance Matrix ◽

Sample Covariance