| Description |
1 online resource (xxiv, 445 pages) |
| Series |
Lecture notes in artificial intelligence ; 7302 |
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Lecture notes in computer science, 0302-9743 |
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LNCS sublibrary. SL 7, Artificial intelligence |
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Lecture notes in computer science. Lecture notes in artificial intelligence ; 7302
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Lecture notes in computer science.
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LNCS sublibrary. SL 7, Artificial intelligence.
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| Contents |
Heterogeneous Ensemble for Feature Drifts in Data Streams / Hai-Long Nguyen, Yew-Kwong Woon, Wee-Keong Ng and Li Wan -- OMC-IDS: At the Cross-Roads of OLAP Mining and Intrusion Detection / Hanen Brahmi, Imen Brahmi and Sadok Ben Yahia -- Towards Linear Time Overlapping Community Detection in Social Networks / Jierui Xie and Boleslaw K. Szymanski -- WeightTransmitter: Weighted Association Rule Mining Using Landmark Weights / Yun Sing Koh, Russel Pears and Gillian Dobbie -- Co-occurring Cluster Mining for Damage Patterns Analysis of a Fuel Cell / Daiki Inaba, Ken-ichi Fukui, Kazuhisa Sato, Junichirou Mizusaki and Masayuki Numao -- New Exact Concise Representation of Rare Correlated Patterns: Application to Intrusion Detection / Souad Bouasker, Tarek Hamrouni and Sadok Ben Yahia -- Life Activity Modeling of News Event on Twitter Using Energy Function / Rong Lu, Zhiheng Xu, Yang Zhang and Qing Yang -- Quantifying Reciprocity in Large Weighted Communication Networks / Leman Akoglu, Pedro O.S. Vaz de Melo and Christos Faloutsos -- Hierarchical Graph Summarization: Leveraging Hybrid Information through Visible and Invisible Linkage / Rui Yan, Zi Yuan, Xiaojun Wan, Yan Zhang and Xiaoming Li -- Mining Mobile Users' Activities Based on Search Query Text and Context / Bingyue Peng, Yujing Wang and Jian-Tao Sun -- Spread of Information in a Social Network Using Influential Nodes / Arpan Chaudhury, Partha Basuchowdhuri and Subhashis Majumder |
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Discovering Coverage Patterns for Banner Advertisement Placement / P. Gowtham Srinivas, P. Krishna Reddy, S. Bhargav, R. Uday Kiran and D. Satheesh Kumar -- Discovering Unknown But Interesting Items on Personal Social Network / Juang-Lin Duan, Shashi Prasad and Jen-Wei Huang -- The Pattern Next Door: Towards Spatio-sequential Pattern Discovery / Hugo Alatrista Salas, Sandra Bringay, Frédéric Flouvat, Nazha Selmaoui-Folcher and Maguelonne Teisseire -- Accelerating Outlier Detection with Uncertain Data Using Graphics Processors / Takazumi Matsumoto and Edward Hung -- Finding Collections of k-Clique Percolated Components in Attributed Graphs / Pierre-Nicolas Mougel, Christophe Rigotti and Olivier Gandrillon -- Reciprocal and Heterogeneous Link Prediction in Social Networks / Xiongcai Cai, Michael Bain, Alfred Krzywicki, Wayne Wobcke and Yang Sok Kim, et al. -- Detecting Multiple Stochastic Network Motifs in Network Data / Kai Liu, William K. Cheung and Jiming Liu -- Scalable Similarity Matching in Streaming Time Series / Alice Marascu, Suleiman A. Khan and Themis Palpanas -- Scalable Mining of Frequent Tri-concepts from Folksonomies / Chiraz Trabelsi, Nader Jelassi and Sadok Ben Yahia -- SHARD: A Framework for Sequential, Hierarchical Anomaly Ranking and Detection / Jason Robinson, Margaret Lonergan, Lisa Singh, Allison Candido and Mehmet Sayal -- Instant Social Graph Search / Sen Wu, Jie Tang and Bo Gao -- Peer Matrix Alignment: A New Algorithm / Mohammed Kayed |
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Domain Transfer Dimensionality Reduction via Discriminant Kernel Learning / Ming Zeng and Jiangtao Ren -- Prioritizing Disease Genes by Bi-Random Walk / Maoqiang Xie, Taehyun Hwang and Rui Kuang -- Selecting Feature Subset via Constraint Association Rules / Guangtao Wang and Qinbao Song -- RadialViz: An Orientation-Free Frequent Pattern Visualizer / Carson Kai-Sang Leung and Fan Jiang -- Feature Weighting by RELIEF Based on Local Hyperplane Approximation / Hongmin Cai and Michael Ng -- Towards Identity Disclosure Control in Private Hypergraph Publishing / Yidong Li and Hong Shen -- EWNI: Efficient Anonymization of Vulnerable Individuals in Social Networks / Frank Nagle, Lisa Singh and Aris Gkoulalas-Divanis -- A Pruning-Based Approach for Searching Precise and Generalized Region for Synthetic Minority Over-Sampling / Kamthorn Puntumapon and Kitsana Waiyamai -- Towards More Efficient Multi-label Classification Using Dependent and Independent Dual Space Reduction / Eakasit Pacharawongsakda and Thanaruk Theeramunkong -- Automatic Identification of Protagonist in Fairy Tales Using Verb / Hui-Ngo Goh, Lay-Ki Soon and Su-Cheng Haw -- CD: A Coupled Discretization Algorithm / Can Wang, Mingchun Wang, Zhong She and Longbing Cao -- Co-embedding of Structurally Missing Data by Locally Linear Alignment / Takehisa Yairi -- Relevant Feature Selection from EEG Signal for Mental Task Classification / Akshansh Gupta and R.K. Agrawal |
| Summary |
The two-volume set LNAI 7301 and 7302 constitutes the refereed proceedings of the 16th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2012, held in Kuala Lumpur, Malaysia, in May 2012. The total of 20 revised full papers and 66 revised short papers were carefully reviewed and selected from 241 submissions. The papers present new ideas, original research results, and practical development experiences from all KDD-related areas. The papers are organized in topical sections on supervised learning: active, ensemble, rare-class and online; unsupervised learning: clustering, probabilistic modeling in the first volume and on pattern mining: networks, graphs, time-series and outlier detection, and data manipulation: pre-processing and dimension reduction in the second volume |
| Analysis |
Computer science |
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Computer Communication Networks |
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Computer software |
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Database management |
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Information storage and retrieval systems |
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Artificial intelligence |
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Information Systems Applications (incl. Internet) |
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Information Storage and Retrieval |
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Algorithm Analysis and Problem Complexity |
| Bibliography |
Includes bibliographical references and author index |
| Subject |
Data mining -- Congresses
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Informatique.
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Data mining
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| Genre/Form |
Conference papers and proceedings
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Software.
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| Form |
Electronic book
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| Author |
Tan, Pang-Ning.
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| ISBN |
9783642302206 |
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3642302203 |
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