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Keynote Speeches Research Frontiers in Advanced Data Mining Technologies and pplications . .. .. . . . . ........ ... .. .. 1 Jiawei Han Finding the Real Patterns. . ... .. . 6 Geoffrey Webb Class Noise vs Attribute Noise: Their Impacts, Detection and Cleansing . ... . . . ... Xindong Wu Multi-modal and Multi-granular Learning. . . . . . . . . . . . 9 Bo Zhang and Ling Zhang Regular Papers Hierarchical Density-Based Clustering of Categorical Data and a Sim plification .i. ... . I... .... .. ... .. .... . .... . Bill Andreopoulos, Aijun An, and Xiaogang Wang Multi-represented Classification Based on Confidence Estimation ... 23 Johannes Affalg, Hans-Peter Kriegel, Alexey Pryakhin, and Mat-hias Schubert in the Priim al .. ... .. .... . . . .... ........ .... 35 Liefeng Bo, Ling Wang, and Licheng Jiao Mining Frequent Itemsets from Uncertain Data . ... 47 Chun.-Kit Chui, Ben Kao, and Edward Hung QC4 - A Clustering Evaluation Method .. . . .. . .. . .59 Daniel Crabtree, Peter Andreae, and Xiaoying Gao Semantic Feature Selection for Object Discovery in High-Resolution Remote Sensing Imagery. ... ... ... 71 Dihua Guo, Hui Xiong, Vijay Ailuri, and Nabil Adam Deriving Private Information from Arbitrarily Projected Data ..,. 84 SongtauoGuo and Xintao Wu Consistency Based Attribute Reduction..... . . .96 Qinghua Hu, Hui Zhao, Zongxia Xie, and Daren Yu A Hybrid Command Sequence Model for Anomaly Detection .. 108 Zhou Ji,an, Haruhiko Shirai, Isamu Takahashi, Jousuke Kuroiwa Tomohiro Odaka, and Hisakazu Ogura a-Algorithm: Structured Workflow Process Mining Through Amalgamating Temporal Workeases ............ .. .. 119 Kwanghoon Kim and Clarence A. Ellis Multiscale BiLinear Recurrent Neural Network for Prediction of MPEG Video Traffic .. ...... .......... .. 131 Min- Woo Lee, Dong-Chul Park, and Yunsik Lee An Effective Multilevel Algorithm Based on Ant Colony Optimization for Bisecting Graph ..... . . . .. .... . . . . . . . . . . 138 Ming Leng and Songnian Yu A Unifying Method for Outlier and Change Detection from Data Streams Based on Local Polynomial Fitting ... .... 150 Zhi Li, Hong Ma, and Yongbing Mei Simultaneous Tuning of Hyperparameter and Parameter for Support Vector Machines .. .. .. . . . . . .. .. 162 Shizhong Liao and Lei Jia Entropy Regularization, Automatic Model Selection, and Unsupervised Image Segmentation.. . 1....... . . .. . .... ... .. 173 Zhiwu Lu, Xiaoqing Lu, and Zhiyuan Ye A Timing Analysis Model for Ontology Evolutions Based on Distributed Environments . ... . . ..... .. .... ... 183 Yinglong Ma, Beihong Jin, Yuancheng Li, and Kehe 1Wu An Optimum Random Forest Model for Prediction of Genetic Susceptibility to Complex Diseases . . ., . .193 Weidong Mao and Shannon Kelly Feature Based Techniques for Auto-Detection of Novel Email Worms .. . 205 Mohammad M. Masud, Latifur Khan, and Bhavani Thuraisingham Multiresolution-Based BiLinear Recurrent Neural Network ....... . 217 Byung-Jae Minm Dong-Chul Park, and Hwan-Soo Choi Query Expansion Using a Collection Dependent Probabilistic Latent Semantic Thesaurus . . .. ... .. .. . .............. . . 224 Laurence AF. Park and Kotagiri Ramamohanarao Scaling Up Semni-supervised Learning: An Efficient and Effective LLGC Variant - .. .. ............ .. 236 Bernhard Pfahringer, Claire Leschi, and Peter Reutemann A Machine Learning Approach to Detecting Instantaneous Cognitive States fror fMRI Data .. . .. .. . . .... .. . . ...... 248 Rafael Ramirez and Montserrat Puiggros Discovering Correlated Items in Data Streams . . . 2.. .... 260 Xingzhi Sun, Ming Chang, Xue Li, and Maria E Orlowska ncremental Clustering in Geography and Optimization Spaces ...... 272 Chih-Hua Tai, Bi-Ru Dai, and Ming-Syan Chen Estimation of Class Membership Probabilities in the Document C,lassification ...... . ........ ... ... .. . 284 Kaiuko Takahashi, Hiroya Thkamura, and Manabu Okumura A Hybrid Multigroup Privacy-Preserving Approach for Building Decision T ees ................ . 296 Zh,ouxuan Teng and Wenliang Du A Constrained Clustering Approach to Duplicate Detection Among Relational Data .... . . . . .... ... ... . 308 Chao Wang, lie Lu, and Guangquan Zhang Understanding Research Field Evolving and Trend with Dynamic Bayesian Networks ....... 320 Jinlong Wang, Congfu Xu, Gang Li, Zhenwen Dai, and Guojing Luo Embedding New Data Points for Manifold Learning Via Coordinate Propagation ... . 332 Shirming Xiang, Feiping Nie, Yangqiu Song, Changshui Zhang, and Chunxia Zhang Spectral Clustering Based Null Space Linear Discriminant Analysis (SNLDA .. .... . 344 Wenxin Yang and Junping Zhang On a New Class of Frarnelet Kernels for Support Vector Regression and Regularization Networks . .. ..... ... ....... .... . 355 Wei-Feng Zhang, Dao-Qing Dai, and Hong Yan A Clustering Algorithm Based on Mechanics ...... ....... 367 Xianchao Zhang, He Jiang, Xinyue Liu, and Hong Yu DLDA/QR: A Robust Direct LDA Algorithm for Face Recognition and its Theoretical Foundation . ...... . .... 379 Yu-J,ie Zheng, Zhi-Bo Guo, Jian Yang, Xiao-Jun Wu, and Jing- Yu Yang gPrune: A Constraint Pushing Framework for Graph Pattern Mining .. 388 Feida Zhu, Xifeng Yan, Jiawei Han, and Philip S. Yu Short Papers Modeling Anticipatory Event Transitions ........... 401 Ridzwan Aminuddin, Ridzwan Su ri, Kuiyu Chang, Zaki Zainudin, Qi He, and Ee-Peng Lim A Modified Relationship Based Clustering Framework for Density Based Clustering and Outlier Filtering on High Dimensional Datasets . .......... ..... .. 409 Turgay Tugay Bilgin and 4. Yilmaz Camurcu A Region-Based Skin Color Detection Algorithm ...... 417 Faliang Chang, Zhiqiang Ma, and Wei Tian Supportive Utility of Irrelevant Features in Data, Preprocessing .. ... 425 Sam Chao, Yiping Li, and Mingchui Dong Incremental Mining of Sequential Patterns Using Prefix Trree . 433 Yue Chen, Jiankui Guo, Yaqin Wang, Yan Xiong, and Yangyong Zhu A Multiple Kernel Support Vector Machine Scheme for Simultaneous Feature Selection and Rule-Based Classification... ... 441 Zhenyu Chen and Jianping Li Comnbining Supervised and Semrsupervised Classifier for Personalized Spain Filtering . .. ..... .......... .... . ...... 449 Victor Cheng and Chun-hung Li Qualitative Simulation and Reasoning with Feature Reduction Based on Boundary Conditional Entropy of Knowledge .... 457 Yusheng Cheng, Yousheng Zhang, Xuegang Hu, and Xiaoyao Jiang A Hybrid Incremental Clustering Method-Combining Support Vector Machine and Enhanced Clustering by Committee Clustering A lgorithm .. . ... i. .... .. .. ...... ..... . .. .... .. ... 465 Deng-Yiv Chia and Kong-Ling Hsieh CCRM: An Effective Algorithm for Mining Commodity Information from Threaded Chinese Customer Reviews ......... 473 Huizhong Duan, Shenghua Bao, and Yong Yu A Rough Set Approach to Classifying WKeb Page Without Negative Examples . ... .. ..... ......... . 481 Qiguo Duan. Duoaian Miao, and Kaimin Jin Evolution and Maintenance of Frequent Pattern Space When Transactions Are Removed . . . . . . .. . .. . .. 489 Mengling Feng, Guozhu Dong, Jinyan Li, Yap-Peng Tan, and Limsoon Wong Establishing Semantic Relationship in Inter-query Learning for Content-Based nIage Retrieval Systems ... ......... .. . . 498 Chaun Che Fung and Kien-Ping Chung Density-Sensitive Evolutionary Clustering . ..... .5... . 507 Maoguo Gong, Licheng Jiao, Ling Wang, and Liefeng Bo Reducing Overfitting in Predicting Intrinsically Unstructured Proteins .... . .... 515 Pengfei Han, Xiuzhen Zhang, Raymond S. Norton, and Zhiping Feng Temporal Relations Extraction in Mining Hepatitis Data .. . 523 Tu Bao Ho, Canh H1ao Nguyen, Saori Kawasaki, and Katsuhiko Thkabayashi Supervised Learning Approach to Optimize Ranking Function for Chinese FAQ-Finder .. . . . . . . . . . . . . . . . . . . . . .. . 531 Guoping Hu, Dan Liu, Qingfeng Lia, and Ren-hua Wang Combining Convolution Kernels Defined on Heterogeneous Sub-structures I r ...is i.l.y. . ... . 539 Minlie Huang and Xiaoyan Zhu Privacy-Preserving Sequential Pattern Release ... .... . ... 547 Huidong Jin, Jie Chen, Hongxing He, and Christine M. OKeefe Mining Concept Associations for Knowledge Discovery Through Concept Chain Queries .... .. . ... ... . ... 555 Wei Jin, Rohini K. Srihari, and Xin Wa "Capability Enhancement of Probabilistic Neural Network for the Design of Breakwater Armor Blocks ... - ............ 563 Doo Kie Kimr, Dong 1yawn Kim, Seong Kyu Chang, and Sang Kil Chang Na,med Entity Recognition Using Acyclic Weighted Digraphs: A Serni-supervised Statistical Method .i ... . . . . ... 571 Kono Kim, Yeohoon Yoon, Harksoo Kim, and Jungyun Seo Contrast Set Mining Through Subgroup Discovery Applied to Brain O nr ¶ Th 0+-0 n 579FiN intelligent Sequential Mining Via Alignment: Optimization Techniques for Very Large DB . .... . . .. ......... . .. . . ... 587 Hye-Chung Kurdm Joong Hyuk Chang, and Wei Wang A Hybrid Prediction Method Combining RBF Neural Network and FAR M odel . . . . ... ....... .. . ... .. .. . .. . ... .... 598 Yongle Lii and Rongling Lang An Advanced Fuzzy C-Mean Algorithm for Regional Clustering of Interconnected Systems . ...... ......... ... . . ..6... 606 Sang-Hyuk Lee, Jin-Ho Kim, Se-Hwan Jang, JongpBae Park, Young-Hwan Jeon, and Sung-Yong Sohn Centroid Neural Network with Bhattacharyya Kernel for GPDF Data Clistering . . .616 Song- Jae Lee and Dong- Chul Park Concept interconnection Based on Many-Valued Context Analysis 623 Yuxia Lei, Yan TW4ang, Baoziang Cao, and Jiguo Yu Text Classification for Thai Medicinal Web Pages ... . . 631 Vera yuth Lertuatee and Thanaruk Theerarnunkong A Fast Algorithm for Finding Correlation Clusters in Noise Data .... 639 Jiuyong Li, Xiaodi Huang, Clinton Selke, and Jianming Yong Application of Discrimination Degree for Attributes Reduction in Concept Lattice .... .. .. .. ...... . .. .. . .. . 648 Ming Li and De-San Yang .A Language and a Visual Interface to Specify Complex Spatial Patterns .. .. ... . .. .... ... . 56 iaohui Li and Yan Huang Clustering Ensembles Based on Normalized Edges. . 6. . . . 64 Yan Li, ian Yu Pengwei Hao, and Zhulin Li Quantumrn-Inspired Immune Clonal Multiobjective Optimization Algorithm ... . . .............. .... . 672 Yangyang Li and Licheng Jiao Phase Space Reconstruction Based Classification of Power Disturbances Using Support Vector Machines......................... .... 80 Zhiyong Li and Weilin tWu Mining the Impact Factors of Threads and Participators on Usenet Using Link Analysis ....... ... .. .... .. .. .... . .. . ..6.. 88 Hongbo Liu, iaxin Wang,o Yannan Zhao, and Zehong Yang Weighted Rough Set Learning: Towards a Subjective Approach . ...... 696 Jinfu Lin. Qinghua Iu,. and Daren Yu Multiple Self-Splitting and Merging Competitive Learning Algorithm 704 Jun Liu and Kotagiri Ramamrohanarao A Novel Relative Space Based Gene Feature Extraction and Cancer Recognition . .. 9 Y .. . 7i2 Xin guo Lu, Yaping Lin, Haijun Wang, Siwang Zhou, and Xiaolong Li Experiments on Kernel Tree Support Vector Machines for Text Categorization ..... . 7..... ........ .... .. 720 Ithipan Methasate and Thanaruk Theeramunkong A New Approach for Similarity Queries of Biological Sequences in Databases . . ... .. . .... ..... .. ..... .... . .. .. . . 728 Hoong .Kee Ng, Kang Ning, and Hon Wai Leong Anomaly Intrusion Detection Based on Dynamic Cluster Updating ..... 737 Sang-Plyun Oh and Won-Suk Lee Efficiently Mining Closed Constrained Frequent Ordered Subtrees by Using Border Information ..... ...... ............ 745 Toronobu Ozaki and Takenao Ohkawa Approximate LTrace of Grid-Based Clusters over High Dimensional Data Stream s . ... .. . . ..... . .. .... ... ........ 753 Namn Hen Park and Won Suk Lee BRIM: An Efficient Boundary Points Detecting Algorithm . 761 Bao-Zhi Qiu, Feng Yue, and Jun- Yi Shen Syntactic Impact on Sentence Similarity Meaure in Archive-Based QA System . ... ......... .... .. 769 Guang Qin, Jiajun Bu, Chun Chen, Peng Huang, and Keke Cai Semi-structure Mining Method for Text Mining with a Chunk-Based Dependency Structure . . .. . . .... . 777 issei Sato and Hiroshi NVakagawa Principal Curves with Feature Continuity ..... 785 Ming-ming Sun and Jing-yu Yang Kernel-Based inear Neighborhood Propagation for Semantic Video A nnotation . .. . ...... .... . . ... . ... .. ... ... . 793 Jinhui Tang, Xian-Sheng Hua, Yan Song, Guo-Jun Qi, and Xiuqing Wu Learning Bayesian Networks with Combination of MRMR Criterion and EMI Method .. ............. .......... . . . 801 I-' IrT A Cooperative Coevolution Algorithm of RBFNN for lassification.... 809 Jin Tian MVlinqiang Li, and Fuzan Chen ANGEL: A New Effective and Efficient Hybrid Clustering Technique for Large Databases. . .. . .. ... . ... ....... 817 Chleng-Fa Tsai and Chia-Chen Yen Exploring Group Moving Pattern for an Energy-Constrained Object Tracking Sensor Network. . . . ..... .. ....... . .... .. ...... 825 Hsiao-Ping Tsai, De-Nian Yang, Wen-Chih Peng, and MWing-Syan Chen ProMail: Using Progressive Email Social Network for Sparn D etection .. . .. ....... .. . .... . .. .. . . 833 Chi- Yao Tseng, Jn- Wei uag, and Ming-Syan Che Multidimensional Decision Support Indicator (mDSI) for Time Series Stock Trend Prediction . . . . ...... ...... 841 Kuralmani Vellaisamy and Jinyan Li A Novel Support Vector Machine Ensemble Based on Subtractive Clustering Analysis ......... 849 Cuiru Wang, Hejin Yuan, Jun Liu, Tao Zhou, and Huiling Lu Keyword Extraction Based on PageRank ... .. ....... ........... 857 Jinghua Wang, Jianyi Liu. and Cong Wang Finding the Optimal Feature Representations for Bayesian Network Learning ..... ...... ... ........ .... .. ... .... 865 LiMin Wang, ChunHong Cao, XiongFei Li, and HaiJun Li Feature Extraction and Classification of Tumor Based on Wavelet Package and Support Vector Machines . ... ... .. ..... .. 871 Shulin Wang, Ji Wang, Huowang Chen, and Shutao Li Resource Allocation and Scheduling Problem Based on Genetic Algorithm and Ant Colony Optimization .. ....... . .. 879 Su Wang and Bo Meng Image Classification and Segmentation for Densely Packed A ggregates . ... . .. .. ..... .... ..... . ... .. 887 Weixing Wang Mining Temporal Co-orientation Pattern from Spatio-temporal Databases. ..... 895 Ling- Yin Wei and M1an-Kwan Shan Incremental Learning of Support Vector Machines by Classifier Combining . ...... . . .. . . ... . .. .. . . . 904 Yi-Min Wen and Bao-jianqo Lu Clustering Zebrafish Genes Based on Frequent-Itemsets and Frequency Levels .. . . ... ...... ............. 912 Daya C. Wim.alasuriya, Sridhar Ramachandran, and Dejing Don A Practical Method for Approximate Subsequence Search in DNA Databases . i ... 1 ,... I .. ... ... . . i921 Jung-Im Won, Sang-Kyoon Hong, Jee-Hee Yoon, Sanghyun Park, and Sang-Wook Kim An Information Retrieval Model Based on Semantics ........ ... 932 Chen Wa and Quan Zhang AttributeNets: An Incremental Learning Method for Interpretable Classification . . 0...... .. . . ...... .. . ........ . ... 940 ula WI, Yongji Wang, and Xiaoyong Huai Mining Personalization Interest and Navigation Patterns on Portal 9. 948 Jing Wui Pin Zhang, Zhang Xiong, and Hao Sheng Cross-Lingual Document Clustering . . . ... ..... 956 Ke Wu and Bao-Liang Lu Grammar Guided Genetic Programming for Flexible Neural Trees Optim ization . ... .... .... . . ... ..... . . ... . 964 Peng WT' and Yuehui Chen A New Initialization Method for Clustering Categorical Data . . 972 Shu Wu, Qingshan Jiang, and Joshua Zhexue Huang LO-Constrained Regression for Data. Mining .... 981 Zhili Wu and Chuhunung Li Application of Hybrid Pattern Recognition for Discriminating Paddy Seeds of Different Storage Periods Based on Vis/NIRS ............... 989 Li Xiaoli, Cao Fang, and He Yong Density-Based Data Clustering Algorithms for Lower Dimensions Using Space-Filling Curves . . . . ..... .... .... ... . ........... 997 Bin Xu and iDanny Z. Chen Transformation-Based GMM with Improved Cluster Algorithm for Speaker Identification ...... ....... 1006 Lirin Xu, Zhenmin Tang, Keke He, and Bo Qian Using Social Annotations to Smooth the Language Model for IR ... 1015 Shengliang Xu, Shenghua Bao, Yong Yu, and Yunbo Cao Affection Factor Optimization in Data Field Clustering .. ..... 1022 Hona Yano, Jianxin Liu, and Zhonq Li A New Algorithm for Minimum Attribute Reduction Based on Binary Particle Swarm Optimization with Vaccination ....... ... ... 1029 Dongyi Ye, Zhaojiong Chen and Jiankun Liao Graph Nodes Clustering Based on the Commute-Time Kernel . 1037 Luh Yen, Francois Fouss, Christine Decaestecker, Pascal Francq, and Marco Saerens Identifying Synchronous and Asynchronous Co-regulations from Time Series Gene Expression Data... .. . . . 1046 Ying Yin, Yuhai Zhao, and Bin Zhang A Parallel Algorithm for Learning Bayesian Networks .... .055 Kui Yu, Hao Wang, and Xindong Wu Incorporating Prior Domain Knowledge into a Kernel Based Feature Selection Algorithm . ... . ....... .. ... . . .. .. 1064 Ting Yu, Simeon J. Simoff and Donald Stokes Geo-spatial Clustering with Non-spatial Attributes and Geographic Non-overlapping Constraint: A Penalized Spatial Distance Measure... 1072 Bin Zhang, Wen Jun Yin, Ming Xie, and Jin Dong GBKII: An Imputation Method for Missing Values .... .... . 1080 Chengqi Zhang, Xiaofeng Zhu, Jilian Zhang, Yongsong Qin, and Shichao Zhang An Effective Gene Selection Method Based on Relevance Analysis and Discernibility M atrix . .... . . ., . . .... ...... 1088 Li-Juan Zhang, Zhou-Jun Li, and Huo- Wang Chen Towards Comprehensive Privacy Protection in Data Clustering .. . 1096 Nan Zhang A Novel Spatial Clustering with Obstacles Constraints Based on Particle Swarm Optimization and K-Medoids .. .. . . . ........ 1105 Xueping Zhang, Jiayao Wang, Mingguang Wu, and Yi Cheng Online Rare Events Detection ............ ... ..... .. . 1114 Jun Hua Zhao, Xue Li, and Zhao Yang Dong Structural Learning About Independence Graphs from Multiple Databases 1122 Qiang Zhao, Hua Chen, and Zhi Geng An Effective Method For Calculating Natural Adjacency Relation in Spatial Database . . .... ....... ...... . 131 Renliang Zhao and Jiatian Li K-Centers Algorithm for Clustering Mixed Type Data ........ 1140 Wiki-D nn Zh,ao, Wei-Hui Dai and Chun-Bin Tanq Proposion and Analysis of a TCP Feature of P2P Traffic .: ......:: 1148 Li-Juan Zhou, Zhi-Tang Li, and Hao Tu