Data Mining and Knowledge Discovery

Title Publication Date Language Citations
Deep learning for time series classification: a review2019/03/02English1,097
Experiencing SAX: a novel symbolic representation of time series2007/04/03English606
The great time series classification bake off: a review and experimental evaluation of recent algorithmic advances2016/11/23English511
Frequent pattern mining: current status and future directions2007/01/27English464
Graph based anomaly detection and description: a survey2014/07/05English458
InceptionTime: Finding AlexNet for time series classification2020/09/07English372
Experimental comparison of representation methods and distance measures for time series data2012/02/10English369
Training and assessing classification rules with imbalanced data2012/10/30English344
A survey of hierarchical classification across different application domains2010/04/07English344
Characteristic-Based Clustering for Time Series Data2006/05/16English297
Computing LTS Regression for Large Data Sets2006/01/01English274
On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study2016/01/16English268
Community detection in Social Media2011/06/14English258
Classification of time series by shapelet transformation2013/05/18English222
Time series classification with ensembles of elastic distance measures2014/06/28English222
ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels2020/07/13English219
Hierarchical Clustering Algorithms for Document Datasets2005/03/01English217
Community discovery using nonnegative matrix factorization2010/07/04English191
Three naive Bayes approaches for discrimination-free classification2010/07/27English190
FURIA: an algorithm for unordered fuzzy rule induction2009/04/29English190
Characterizing concept drift2016/04/15English185
The BOSS is concerned with time series classification in the presence of noise2014/09/16English182
Ordinal, Continuous and Heterogeneous k-Anonymity Through Microaggregation2005/08/23English174
CID: an efficient complexity-invariant distance for time series2013/04/12English165
Using dynamic time warping distances as features for improved time series classification2015/05/07English149
Scalable influence maximization for independent cascade model in large-scale social networks2012/04/01English147
Time series shapelets: a novel technique that allows accurate, interpretable and fast classification2010/06/18English146
Clustering daily patterns of human activities in the city2012/04/20English144
Local outlier detection reconsidered: a generalized view on locality with applications to spatial, video, and network outlier detection2012/12/18English135
Genetic process mining: an experimental evaluation2007/01/31English134