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Our proposed approach $ordex$, simultaneously extracts and scores the relevance and redundancy of ordinal patterns without training a classifier. As a filter-based approach, ordex aims to select a set of relevant patterns with complementary information. \u003cbr\u003e Hence, using our scoring function based on the principles of Chebyshev's inequality, we maximize the relevance of the patterns and minimize the correlation between them. Our experiments on real-world datasets show that ordinality in time series contains valuable information for classification in several applications.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"xml":"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","url":"https://figshare.com/articles/bandt-pompe-master_zip/5788905/1","contentUrl":null,"metadataVersion":3,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"viewsOverTime":[],"downloadCount":0,"downloadsOverTime":[],"referenceCount":0,"citationCount":0,"citationsOverTime":[],"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2018-01-16T09:00:55.000Z","registered":"2018-01-16T09:00:55.000Z","published":"2018","updated":"2020-08-30T23:38:20.000Z"},"relationships":{"client":{"data":{"id":"figshare.ars","type":"clients"}},"provider":{"data":{"id":"otjm","type":"providers"}},"media":{"data":{"id":"10.6084/m9.figshare.5788905.v1","type":"media"}},"references":{"data":[]},"citations":{"data":[]},"parts":{"data":[]},"partOf":{"data":[]},"versions":{"data":[]},"versionOf":{"data":[]}}}}