A coherence-based approach for clustering of multivariate time series

碩士 === 國立臺北大學 === 統計學系 === 100 === The clustering analysis of time series data have been applied in many fields extensively. The application of coherence method in the spectral clustering analysis can overcome the problems among the traditional distance measuring clustering; hence derives an admired...

Full description

Bibliographic Details
Main Authors: Kao Chien, 高謙
Other Authors: Lin Tsair-Chuan
Format: Others
Language:zh-TW
Published: 2012
Online Access:http://ndltd.ncl.edu.tw/handle/93694372807790807171
id ndltd-TW-100NTPU0337008
record_format oai_dc
spelling ndltd-TW-100NTPU03370082015-10-13T21:12:10Z http://ndltd.ncl.edu.tw/handle/93694372807790807171 A coherence-based approach for clustering of multivariate time series 利用coherence分析於多變量時間序列資料之分群 Kao Chien 高謙 碩士 國立臺北大學 統計學系 100 The clustering analysis of time series data have been applied in many fields extensively. The application of coherence method in the spectral clustering analysis can overcome the problems among the traditional distance measuring clustering; hence derives an admired clustering result. However, most of the researches in coherence clustering are focusing in the univariate setup. In this study, we propose a multivariate coherence clustering algorithm. The performance will be gauged through real data analysis and simulations under different conditions and parameters. We look forward to have a good result of multivariate time series clustering. Lin Tsair-Chuan 林財川 2012 學位論文 ; thesis 48 zh-TW
collection NDLTD
language zh-TW
format Others
sources NDLTD
description 碩士 === 國立臺北大學 === 統計學系 === 100 === The clustering analysis of time series data have been applied in many fields extensively. The application of coherence method in the spectral clustering analysis can overcome the problems among the traditional distance measuring clustering; hence derives an admired clustering result. However, most of the researches in coherence clustering are focusing in the univariate setup. In this study, we propose a multivariate coherence clustering algorithm. The performance will be gauged through real data analysis and simulations under different conditions and parameters. We look forward to have a good result of multivariate time series clustering.
author2 Lin Tsair-Chuan
author_facet Lin Tsair-Chuan
Kao Chien
高謙
author Kao Chien
高謙
spellingShingle Kao Chien
高謙
A coherence-based approach for clustering of multivariate time series
author_sort Kao Chien
title A coherence-based approach for clustering of multivariate time series
title_short A coherence-based approach for clustering of multivariate time series
title_full A coherence-based approach for clustering of multivariate time series
title_fullStr A coherence-based approach for clustering of multivariate time series
title_full_unstemmed A coherence-based approach for clustering of multivariate time series
title_sort coherence-based approach for clustering of multivariate time series
publishDate 2012
url http://ndltd.ncl.edu.tw/handle/93694372807790807171
work_keys_str_mv AT kaochien acoherencebasedapproachforclusteringofmultivariatetimeseries
AT gāoqiān acoherencebasedapproachforclusteringofmultivariatetimeseries
AT kaochien lìyòngcoherencefēnxīyúduōbiànliàngshíjiānxùlièzīliàozhīfēnqún
AT gāoqiān lìyòngcoherencefēnxīyúduōbiànliàngshíjiānxùlièzīliàozhīfēnqún
AT kaochien coherencebasedapproachforclusteringofmultivariatetimeseries
AT gāoqiān coherencebasedapproachforclusteringofmultivariatetimeseries
_version_ 1718057793277132800