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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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 |
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© 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. |
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Book Series |
author |
Batyrshin I. Dumrongpokaphan T. Kreinovich V. Kosheleva O. |
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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. |
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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 |
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2017 |
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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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