Temporal Skeletonization on Sequential Data

Sequential pattern analysis aims at finding statistically relevant temporal structures where the values are delivered in a sequence. With the growing complexity of real-world dynamic scenarios, mor...

[1]  Jian Pei,et al.  On computing condensed frequent pattern bases , 2002, 2002 IEEE International Conference on Data Mining, 2002. Proceedings..

[2]  Lane M. D. Owsley,et al.  Automatic clustering of vector time-series for manufacturing machine monitoring , 1997, 1997 IEEE International Conference on Acoustics, Speech, and Signal Processing.

[3]  Padhraic Smyth,et al.  Model-Based Clustering and Visualization of Navigation Patterns on a Web Site , 2003, Data Mining and Knowledge Discovery.

[4]  Jiawei Han,et al.  Mining Multiple-Level Association Rules in Large Databases , 1999, IEEE Trans. Knowl. Data Eng..

[5]  Mikhail Belkin,et al.  Laplacian Eigenmaps and Spectral Techniques for Embedding and Clustering , 2001, NIPS.

[6]  Jiawei Han,et al.  Mining Compressed Frequent-Pattern Sets , 2005, VLDB.

[7]  Moni Naor,et al.  Rank aggregation methods for the Web , 2001, WWW '01.

[8]  Jae-Gil Lee,et al.  Mining Discriminative Patterns for Classifying Trajectories on Road Networks , 2011, IEEE Transactions on Knowledge and Data Engineering.

[9]  Ramakrishnan Srikant,et al.  Mining sequential patterns , 1995, Proceedings of the Eleventh International Conference on Data Engineering.

[10]  Dino Pedreschi,et al.  Trajectory pattern mining , 2007, KDD '07.

[11]  Shuicheng Yan,et al.  Graph Embedding and Extensions: A General Framework for Dimensionality Reduction , 2007 .

[12]  R. Tibshirani,et al.  Sparsity and smoothness via the fused lasso , 2005 .

[13]  Aristides Gionis,et al.  Algorithms for discovering bucket orders from data , 2006, KDD '06.

[14]  Dean Alderucci A SPECTRAL ALGORITHM FOR LEARNING HIDDEN MARKOV MODELS THAT HAVE SILENT STATES , 2015 .

[15]  Johannes Gehrke,et al.  Sequential PAttern mining using a bitmap representation , 2002, KDD.

[16]  Ramakrishnan Srikant,et al.  Mining generalized association rules , 1995, Future Gener. Comput. Syst..

[17]  D. Coppersmith,et al.  Ordering by weighted number of wins gives a good ranking for weighted tournaments , 2006, SODA 2006.

[18]  Anke van Zuylen,et al.  Rank Aggregation: Together We're Strong , 2009, ALENEX.

[19]  Michael I. Jordan,et al.  On Spectral Clustering: Analysis and an algorithm , 2001, NIPS.

[20]  Jiawei Han,et al.  Frequent pattern mining: current status and future directions , 2007, Data Mining and Knowledge Discovery.

[21]  Ramakrishnan Srikant,et al.  Mining Sequential Patterns: Generalizations and Performance Improvements , 1996, EDBT.