"The two-volume set LNAI 7818 + LNAI 7819 constitutes the refereed proceedings of the 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2013, held in Gold Coast, Australia, in April 2013. The total of 98 papers presented in these proceedings was carefully reviewed and selected from 363 submissions. They cover the general fields of data mining and KDD extensively, including pattern min ..."
"The two-volume set LNAI 7818 + LNAI 7819 constitutes the refereed proceedings of the 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2013, held in Gold Coast, Australia, in April 2013. The total of 98 papers presented in these proceedings was carefully reviewed and selected from 363 submissions. They cover the general fields of data mining and KDD extensively, including pattern min ..."
"The order of steps in this framework is not strict. Instantiations are able to apply
the basic steps in any order, or skip some steps completely. Similarly,
instantiations sometimes skip one of the basic steps, perform other steps first, and
then return to the previously ignored step. And finally, some approaches combine
more than a single step into a compound step. 3.4.1.1 Sampling. The first step of
the unifying framework uses (s ..."
"As computer power grows and data collection technologies advance, a plethora of data is generated in almost every field where computers are used. The com puter generated data should be analyzed by computers; without the aid of computing technologies, it is certain that huge amounts of data collected will not ever be examined, let alone be used to our advantages. Even with today's advanced computer technologi ..."
"A Data Mining Perspective Huan Liu, Hiroshi Motoda. 13.3.2 Feature Generation
Here we describe the process to generate new continuous-valued features. We
use the set of relevant nodes of the join-semi-lattice for this purpose. Let A" be the
set of attributes of A which appears in at least one relevant node. If an attribute a
never appears in one of the lattice nodes, then it is not relevant. Such attribute
would not be used again b ..."
"... helping design and complete the annotations in Appendices and maintaining
the well constructed web sites, Rudy Setiono, Takashi Washio and Tadashi
Horiuchi for fruitful collaboration without which the book would have been
incomplete, ..."
"17th Pacific-Asia Conference, PAKDD 2013, Gold Coast, Australia, April 14-17,
2013, Proceedings Jian Pei, Vincent S. Tseng, Longbing Cao, Hiroshi Motoda,
Guandong Xu. Algorithm 2. DFS-Pruning(p, S, T,) Require: Current frequent
pattern p = (s1, s2, . . . , sn), set of items for s—extension Sn, set of items for i-
extension T, 1: Stemp = (), Ttemp = () 2: F = 0, P = 0, P, = 0 3: if (not
checkAvoidable(p, T(Dp) )) then 4: for all i e ..."
"... Byron Choi, Jianliang Xu, and Bingsheng He Patterns amongst Competing
Task Frequencies: Super-Linearities, and the Almond-DG Model .............................
.............. Danai Koutra, Vasileios Koutras, B. Aditya Prakash, and Christos
Faloutsos Node Classification in Social Network via a Factor Graph Model .......
Huan Xu, Yujiu Yang, Liangwei Wang, and Wenhuang Liu Fast Graph Stream
Classification Using Discriminative Cli ..."
"This book constitutes the refereed proceedings at PAKDD Workshops 2015, held in conjunction with PAKDD, the 19th Pacific-Asia Conference on Knowledge Discovery and Data Mining in Ho Chi Minh City, Vietnam, in May 2015. The 23 revised papers presented were carefully reviewed and selected from 57 submissions. The workshops affiliated with PAKDD 2015 include: Pattern Mining and Application of Big Data (BigPMA), Quality Issues, Measures of ..."
"This two-volume set, LNAI 9077 + 9078, constitutes the refereed proceedings of the 19th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining, PAKDD 2015, held in Ho Chi Minh City, Vietnam, in May 2015.The proceedings contain 117 paper carefully reviewed and selected from 405 submissions. They have been organized in topical sections named: social networks and social media; classification; machine learning; applicati ..."
"<P>THIS TWO-VOLUME SET, LNAI 9077 + 9078, CONSTITUTES THE REFEREED PROCEEDINGS OF THE 19TH PACIFIC-ASIA CONFERENCE ON ADVANCES IN KNOWLEDGE DISCOVERY AND DATA MINING, PAKDD 2015, HELD IN HO CHI MINH CITY, VIETNAM, IN MAY 2015.</P><P>THE PROCEEDINGS CONTAIN 117 PAPER CAREFULLY REVIEWED AND SELECTED FROM 405 SUBMISSIONS. THEY HAVE BEEN ORGANIZED IN TOPICAL SECTIONS NAMED: SOCIAL NETWORKS AND SOCIAL MEDIA; CLASSIFICATION; ..."
"This book constitutes the refereed proceedings of the 23rd Australasian Joint Conference on Rough Sets and Intelligent Systems Paradigms, RSEISP 2014, held in Granada and Madrid, Spain, in July 2014. RSEISP 2014 was held along with the 9th International Conference on Rough Sets and Current Trends in Computing, RSCTC 2014, as a major part of the 2014 Joint Rough Set Symposium, JRS 2014. JRS 2014 received 40 revised full papers and 37 rev ..."
"The two-volume set LNAI 8346 and 8347 constitutes the thoroughly refereed proceedings of the 9th International Conference on Advanced Data Mining and Applications, ADMA 2013, held in Hangzhou, China, in December 2013. The 32 regular papers and 64 short papers presented in these two volumes were carefully reviewed and selected from 222 submissions. The papers included in these two volumes cover the following t ..."
"This book constitutes the thoroughly refereed proceedings of the International Workshops on Behavior and Social Informatics and Computing, BSIC 2013, held as collocated event of IJCAI 2013, in Beijing, China in August 2013 and the International Workshop on Behavior and Social Informatics, BSI 2013, held as satellite workshop of PAKDD 2013, in Gold Coast, Australia, in April 2013. The 23 papers presented were ..."
"The two-volume set LNAI 8346 and 8347 constitutes the thoroughly refereed proceedings of the 9th International Conference on Advanced Data Mining and Applications, ADMA 2013, held in Hangzhou, China, in December 2013. The 32 regular papers and 64 short papers presented in these two volumes were carefully reviewed and selected from 222 submissions. The papers included in these two volumes cover the following t ..."