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Matrix Profile I: All Pairs Similarity Joins for Time Series: A Unifying View That Includes Motifs, Discords and Shapelets.

, , , , , , , , and . ICDM, page 1317-1322. IEEE Computer Society, (2016)

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DTW-D: time series semi-supervised learning from a single example., , , and . KDD, page 383-391. ACM, (2013)Clustering of streaming time series is meaningless., , and . DMKD, page 56-65. ACM, (2003)Visual Exploration of Genomic Data., , , and . PKDD, volume 4702 of Lecture Notes in Computer Science, page 613-620. Springer, (2007)Time Series.. Encyclopedia of Machine Learning, Springer, (2010)Instance-Based Learning.. Encyclopedia of Machine Learning, Springer, (2010)Finding Unusual Medical Time-Series Subsequences: Algorithms and Applications., , , and . IEEE Trans. Information Technology in Biomedicine, 10 (3): 429-439 (2006)Matrix Profile XII: MPdist: A Novel Time Series Distance Measure to Allow Data Mining in More Challenging Scenarios., , , , and . ICDM, page 965-970. IEEE Computer Society, (2018)Disk aware discord discovery: finding unusual time series in terabyte sized datasets., , and . Knowl. Inf. Syst., 17 (2): 241-262 (2008)Instance-Based Learning.. Encyclopedia of Machine Learning and Data Mining, Springer, (2017)Efficient query filtering for streaming time series with applications to semisupervised learning of time series classifiers., , , , and . Knowl. Inf. Syst., 11 (3): 313-344 (2007)