Mining and Using Sets of Patterns through Compression

作者: Matthijs van Leeuwen , Jilles Vreeken

DOI: 10.1007/978-3-319-07821-2_8

关键词:

摘要: In this chapter we describe how to successfully apply the MDL principle pattern mining. particular, discuss pattern-based models can be designed and induced by means of compression, resulting in succinct characteristic descriptions data.

参考文章(79)
N. Tatti, J. Vreeken, Finding Good Itemsets by Packing Data international conference on data mining. pp. 588- 597 ,(2008) , 10.1109/ICDM.2008.39
Varun Chandola, Vipin Kumar, Summarization - compressing data into an informative representation international conference on data mining. ,vol. 12, pp. 355- 378 ,(2005) , 10.1007/S10115-006-0039-1
Nikolaj Tatti, Jilles Vreeken, The long and the short of it Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '12. pp. 462- 470 ,(2012) , 10.1145/2339530.2339606
Jimeng Sun, Christos Faloutsos, Spiros Papadimitriou, Philip S. Yu, GraphScope Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '07. pp. 687- 696 ,(2007) , 10.1145/1281192.1281266
P. Adriaans, P. Vitanyi, Approximation of the Two-Part MDL Code IEEE Transactions on Information Theory. ,vol. 55, pp. 444- 457 ,(2009) , 10.1109/TIT.2008.2008152
Jilles Vreeken, Matthijs van Leeuwen, Arno Siebes, Preserving Privacy through Data Generation international conference on data mining. pp. 685- 690 ,(2007) , 10.1109/ICDM.2007.25
Eamonn Keogh, Stefano Lonardi, Chotirat Ann Ratanamahatana, Towards parameter-free data mining knowledge discovery and data mining. pp. 206- 215 ,(2004) , 10.1145/1014052.1014077
Gideon Schwarz, Estimating the Dimension of a Model Annals of Statistics. ,vol. 6, pp. 461- 464 ,(1978) , 10.1214/AOS/1176344136
Leman Akoglu, Hanghang Tong, Jilles Vreeken, Christos Faloutsos, Fast and reliable anomaly detection in categorical data Proceedings of the 21st ACM international conference on Information and knowledge management - CIKM '12. pp. 415- 424 ,(2012) , 10.1145/2396761.2396816
R. A. Fisher, 019: On the Interpretation of x2 from Contingency Tables, and the Calculation of P. Journal of the Royal Statistical Society. ,vol. 85, pp. 87- 94 ,(1922) , 10.2307/2340521