Matrix Profile XII: MPdist: A Novel Time Series Distance Measure to Allow Data Mining in More Challenging Scenarios.
Shaghayegh GharghabiShima ImaniAnthony J. BagnallAmirali DarvishzadehEamonn J. KeoghPublished in: ICDM (2018)
Keyphrases
- distance measure
- dynamic time warping
- data mining
- data mining algorithms
- real world
- euclidean distance
- data mining tasks
- similarity measure
- knowledge discovery
- covariance matrices
- distance function
- distance matrix
- data mining techniques
- distance metric
- dissimilarity measure
- edit distance
- vector space
- hausdorff distance
- nearest neighbor classifier
- texture features
- data mining applications
- bhattacharyya distance
- maximum likelihood
- kullback leibler
- real valued time series
- outlier detection
- user profiles
- hamming distance
- mutual information
- probability distribution
- cosine similarity
- subsequence matching
- image retrieval
- fisher criterion