How to select an appropriate similarity measure: Towards a symmetry-based approach

© Springer International Publishing AG 2016. When practitioners analyze the similarity between time series, they often use correlation to gauge this similarity. Sometimes this works, but sometimes, this leads to counter-intuitive results, in which case other similarity measures are more appropriate....

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Main Authors: Batyrshin I., Dumrongpokaphan T., Kreinovich V., Kosheleva O.
Format: Book Series
Published: 2017
Online Access:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85006021701&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/42562
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Institution: Chiang Mai University
id th-cmuir.6653943832-42562
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spelling th-cmuir.6653943832-425622017-09-28T04:27:46Z How to select an appropriate similarity measure: Towards a symmetry-based approach Batyrshin I. Dumrongpokaphan T. Kreinovich V. Kosheleva O. © Springer International Publishing AG 2016. When practitioners analyze the similarity between time series, they often use correlation to gauge this similarity. Sometimes this works, but sometimes, this leads to counter-intuitive results, in which case other similarity measures are more appropriate. An important question is how to select an appropriate similarity measures. In this paper, we show, on simple examples, that the use of natural symmetries – scaling and shift – can help with such a selection. 2017-09-28T04:27:46Z 2017-09-28T04:27:46Z 2016-01-01 Book Series 03029743 2-s2.0-85006021701 10.1007/978-3-319-49046-5_39 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85006021701&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/42562
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
description © Springer International Publishing AG 2016. When practitioners analyze the similarity between time series, they often use correlation to gauge this similarity. Sometimes this works, but sometimes, this leads to counter-intuitive results, in which case other similarity measures are more appropriate. An important question is how to select an appropriate similarity measures. In this paper, we show, on simple examples, that the use of natural symmetries – scaling and shift – can help with such a selection.
format Book Series
author Batyrshin I.
Dumrongpokaphan T.
Kreinovich V.
Kosheleva O.
spellingShingle Batyrshin I.
Dumrongpokaphan T.
Kreinovich V.
Kosheleva O.
How to select an appropriate similarity measure: Towards a symmetry-based approach
author_facet Batyrshin I.
Dumrongpokaphan T.
Kreinovich V.
Kosheleva O.
author_sort Batyrshin I.
title How to select an appropriate similarity measure: Towards a symmetry-based approach
title_short How to select an appropriate similarity measure: Towards a symmetry-based approach
title_full How to select an appropriate similarity measure: Towards a symmetry-based approach
title_fullStr How to select an appropriate similarity measure: Towards a symmetry-based approach
title_full_unstemmed How to select an appropriate similarity measure: Towards a symmetry-based approach
title_sort how to select an appropriate similarity measure: towards a symmetry-based approach
publishDate 2017
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85006021701&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/42562
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