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4-6 April, 2013, Sydney, Australia
8-11 April, 2013, Brisbane, Australia
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Big Data School&Summit in Sydney
10.4.2013
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Gold Sponsor
PAKDD2013
Full Presentation
ID
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Paper Title
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Author Names
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8
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Effective Top-down Active Learning for Hierarchical Text Classification
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Xiao Li, Charles Ling
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17
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Discovery of Regional Co-location Patterns with k-Nearest Neighbor Graph
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Feng Qian, Kevin Chiew, Qinming He, Hao Huang
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22
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Efficient Mining of Contrast Patterns on Large Scale Imbalanced Real-life Data
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Jinjiu Li, Can Wang, Wei Wei, Mu Li, Chunming Liu
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40
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Exploiting Temporal Information in a Two-stage Classification Framework for Content-based Depression Detection
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Yu-Chun Shen, Tsung-Ting Kuo, Shou-de Lin, I-Ning Yeh, ; Tzu-Ting Chen,
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57
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PUF-tree: A Compact Tree Structure for Frequent Pattern Mining of Uncertain Data
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Syed Tanbeer, Carson K. Leung
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60
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Spectral Decomposition for Optimal Graph Index Prediction
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Liyan Song, Yun Peng, Byron Choi, Jianliang Xu, Bingsheng He
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74
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Chinese-English OOV Term Translation with Web Mining, Multiple Feature Fusion and Supervised Learning
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Yuejie Zhang, Yang Li, ; Yi Zhang, Cheng Jin
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103
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Patterns amongst Competing Task Frequencies: Super-Linearities, and the Almond-DG model
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Danai Koutra, Vasileios Koutras, Aditya Prakash, Virginia Tech. Christos Faloutsos,
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105
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Matrix Factorization with Aggregated Observations
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Yoshifumi Aimoto, Hisashi Kashima
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112
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Differential Privacy Preserving Spectral Graph Analysis
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Yue Wang, Xintao Wu, Leting Wu
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122
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Robust Synchronization-based Graph Clustering
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Junming Shao, Xiao He, ; Claudia Plant, ; Qinli Yang, Christian Boehm
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130
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Mining Usage Traces of Mobile Applications for Dynamic Preference Prediction
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Zhung-Xun Liao, Wen-Chih Peng, Phillip Yu,
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131
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Computational Models of Stress in Reading Using Physiological and Physical Sensor Data
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Nandita Sharma, Tom Gedeon
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138
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Exploring Groups from Heterogeneous Data via Sparse Learning
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Huawen Liu, Jiuyong Li, Lin Liu, Jixue Liu, Ivan Lee, Jianmin Zhao
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140
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An Approach to Identifying False Traces in Process Event Logs
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Hedong Yang, Lijie Wen, Jianmin Wang,
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144
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A New, Fast and Accurate Algorithm for Hierarchical Clustering on Euclidean Distances
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Elio Masciari, Giuseppe Mazzeo, Carlo Zaniolo
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151
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A Coupled Clustering Approach for Items Recommendation
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Yonghong Yu, Can Wang, Yang Gao, Longbing Cao, Jingguang Sun
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152
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A Self-Tuning Manifold Ranking Based Image Retrieval Scheme with Hybrid Active Learning
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Yidong Li, Jun Wu
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153
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Integrating Clustering and Ranking on Hybrid Heterogeneous Information Network
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Chuan Shi, Phillip Yu, Ran Wang, Bin Wu
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154
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Sorted Nearest Neighborhood Clustering for Efficient Private Blocking
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Dinusha Vatsalan, Peter Christen
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155
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Leveraging Hybrid Citation Context for Impact Summarization
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Po Hu, Yujing Guo, Donghong Ji,
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163
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Fast Graph Stream Classification Using Discriminative Clique Hashing
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Lianhua Chi, Bin Li, Xingquan Zhu
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177
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Stock Trend Prediction By Classifying Aggregative Web Topic Opinion
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Li Xue, Yun Xiong, yangyong Zhu, Jianfeng Wu, Zhiyuan Chen
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181
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Multiplex Topic Models
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Juan Yang, Jia Zeng, William K. Cheung
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192
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Joint Naïve Bayes and LDA for Unsupervised Sentiment Analysis
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Yong Zhang, Dong-Hong Ji, ying Su
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195
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Exploiting Machine Learning Techniques to Perform Side Channel Attack
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Jung-Wei Chou, Yi-Lin Tsai, Min-Huang Chu, Shou-de Lin, Yun Jin, Chen-Mou Cheng
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200
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One Pass Concept Change Detection for Data Streams
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Sripirakas Sakthithasan , Russel Pears, Yun Sing Koh
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201
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An Optimized Cost-Sensitive SVM for Imbalanced Data Learning
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Peng Cao, Dazhe Zhao, Osmar Zaiane
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237
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Influential Nodes in One-Wave Diffusion Model for Location-Based Social Networks
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Wu Hao-Hsiang, Mi-Yen Yeh
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256
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Video Quality Prediction over Wireless 4G
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Chun Pong Lau, Xiangliang Zhang, Basem Shihada
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270
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EEG-based Person Verification Using Multi-Sphere SVDD and UBM
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Phuoc Nguyen, Dat Tran, Trung Le, Xu Huang
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278
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Discovering Local Subgroups, with an Application to Fraud Detection
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Rob Konijn, Wouter Duivesteijn, Wojtek Kowalczyk, Arno Knobbe
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289
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One-Class Transfer Learning with Uncertain Data
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Bo Liu, Philip Yu, Yanshan Xiao, Zhifeng Hao
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312
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Incremental Mining of Significant URLs in Real-Time and Large-Scale Social Streams
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Cheng-Ying Liu, Chi-Yao Tseng, Ming-Syan Chen
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316
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ProCF: Generalising Probabilistic Collaborative Filtering for Reciprocal Recommendation
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Xiongcai Cai, Michael Bain, Alfred Krzywicki, Wayne Wobcke, Yang Sok Kim, Paul Compton, Ashesh Mahidadia
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326
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AREM: A Novel Associative Regression Model Based On EM Algorithm
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Zhonghua Jiang, George Karypis
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336
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On Linear Refinement of Differential Privacy-Preserving Query Answering
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Xiaowei Ying, Xintao Wu, Yue Wang
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371
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Mining Interesting Itemsets in Graph Datasets
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Boris Cule, Bart Goethals, Tayena Hendrickx
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380
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Location Recommendation Based on Periodicity of Human Activities and Location Categories
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Seyyed Mohammadreza Rahimi, Xin Wang
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Short Presentation
ID
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Paper Title
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Author Names
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9
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Frequent Pattern Mining in Attributed Trees
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Claude Pasquier, Jérémy Sanhes, Frédéric Flouvat, Nazha Selmaoui-Folcher
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10
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Clustering Patient Medical Records via Sparse Subspace Representation
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Budhaditya Saha, Duc Son Pham, Dinh Phung, Svetha Veankatesh
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15
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Latent Patient Profile Modelling and Applications with Mixed-Variate Restricted Boltzmann Machine
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Tu Dinh Nguyen, Truyen Tran, Dinh Phung, Svetha Veankatesh
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20
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Query-document Relevance Topic Models
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Meng-Sung Wu, Hsin-Min Wang, Chia-Ping Chen
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41
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Low-rank Matrix Recovery with Discriminant Regularization
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Z Zheng, L Guo, J Jia
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45
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Adaptive Temporal Entity Resolution on Dynamic Databases
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Peter Christen, Ross Gayler
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46
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A Unified Metric for Categorical and Numerical Attributes in Data Clustering
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Yiu-ming Cheung, Hong Jia
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52
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Measuring Reproducibility of High-throughput Deep-sequencing Experiments based on Self-adaptive Mixture Copula
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Qian Zhang, Junping Zhang, Chenghai Xue
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55
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Decisive Supervised Learning
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Eileen Ni, Da Kuang, charles Ling
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56
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Sparse Reductions for Fixed-Size Least Squares Support Vector Machines on Large Scale Data
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Raghvendra Mall, Johan Suykens
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63
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Learning from Multiple Observers with Unknown Expertise
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Han Xiao, Huang Xiao
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65
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Mining Frequent Patterns from Human Interactions in Meetings using Directed Acyclic Graphs
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Anna Fariha, Chowdhury Ahmed, Longbing Cao
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73
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A Concept-drifting Detection Algorithm for Categorical Evolving Data
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Fuyuan Cao, Joshua Huang
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81
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An Optimization Method for Proportionally Diversifying Search Results
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Lin Wu, Yang Wang, John Shepherd,
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83
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The Role of Hubs in Cross-lingual Supervised Document Retrieval
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Nenad Tomašev, Jan Rupnik, Dunja Mladenic
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91
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Learning Overlap Optimization for Domain Decomposition Methods
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Steven Burrows, Jörg Frochte, Michael Völske, Ana Belén Martínez Torres, Benno Stein
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96
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An Extension of the Infinite Relational Model Incorporating Interaction Between Objects
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Iku Ohama, Hiromi Iida, Takuya Kida, Hiroki Arimura
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113
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Dimensionality Reduction with Dimension Selection
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Yi Guo, Junbin Gao, Feng Li,
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126
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Modeling Social Information Learning among Taxi Drivers
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Siyuan Liu, Ramayya Krishnan, Emma Brunskill, Lionel Ni
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127
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Density-Based Clustering based on Hierarchical Density Estimates
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Ricardo J. G. B. Campello, Davoud Moulavi, Joerg Sander
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135
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Split-Merge Augmented Gibbs Sampling for Hierarchical Dirichlet Processes
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Santu Rana, Dinh Phung, Svetha Veankatesh
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145
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Mining Representative Movement Patterns through Compression
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Hai Phan, Dino Ienco, Pascal Poncelet, Maguelonne Teisseire
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147
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Multi-view Visual Classification via a Mixed-norm Regularizer
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Xiaofeng Zhu, zi huang, xindong Wu,
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157
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Mining User Interests from Information Sharing Behaviors in Social Media
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Tingting Wang, Hongyan Liu, Jun He, Xiaoyong Du
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160
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The Positive-biased Nearest Neighbour Rule for Imbalanced Classification
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Xiuzhen Zhang, Yuxuan Li
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164
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ViStruclizer: A Structural Visualizer for Multi-Dimensional Social Networks
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Bing Tian Dai, Agus Trisnajaya Kwee, Ee-Peng Lim
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165
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Optimal Allocation of High Dimensional Assets through Canonical Vines
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Wei Wei, Jinyan Li, Longbing Cao, Xixi Chen, Chenming Liu, Mu Li
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167
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Class Based Weighted K-Nearest Neighbor Over Imbalance Dataset
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Harshit Dubey, Vikram Pudi
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168
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CLUEKR : CLUstering based Efficient kNN Regression
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Harshit Dubey, Vikram Pudi
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172
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Anonymization for Multiple Released Social Network Graphs
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Chih-Jui Lin Wang, En Tzu Wang, Arbee Chen
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174
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MassBayes: A new generative classifier with multi-dimensional likelihood estimation
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Sunil Aryal, Kai Ming Ting
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176
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Top-N Recommendations by Learning User Preference Dynamics
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Yongli Ren, Tianqing Zhu, Gang Li, Wanlei Zhou
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178
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Forgetting word segmentation in Chinese text classification with L1-regularized logistic regression
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Qiang Fu, Xinyu Dai, Shujian Huang, Jiajun Chen
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182
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Product and User Dependent Social Network Models for Recommender Systems
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Min Li, Qing Gu, Bin Luo
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187
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Learning Representative Nodes in Social Networks
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Ke SUN, Donn Morrison, Eric Bruno, Stéphane Marchand-Maillet
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197
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ProWSyn: Proximity Weighted Synthetic Oversampling Technique for Imbalanced Data Set Learning
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Sukarna Barua, Kazuyuki Murase
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199
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Text Document Topical Recursive Clustering and Automatic Labeling of a Hierarchy of Document Clusters
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Xiaoxiao Li, Jiyang Chen, Osmar Zaiane
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212
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Online Cross-lingual PLSI for Evolutionary Theme Patterns Analysis
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Xin Xin, Kun Zhuang, ying Fang, Heyan Huang
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215
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F-Trail: Finding Patterns in Taxi Trajectories
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Yasuko Matsubara, Lei Li, Evangelos Papalexakis, David Lo, Yasushi Sakurai, Christos Faloutsos
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219
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Semantic Title Evaluation and Recommendation Based on Topic Models
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Warren Jin, Lan Du
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222
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Mining Specific Features for Acquiring User Information Needs
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Abdulmohsen Algarni, Yuefeng Li
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225
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Fuzzy Multi-Sphere Support Vector Data Description
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Trung Le, Dat Tran, Wanli Ma
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247
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Mining Appliance Usage Patterns in a Smart Home Environment
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Yi-Cheng Chen, Yu-Lun Ko, Wen-Chih Peng, Wang-Chien Lee
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249
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NARGES: PREDICTION MODEL FOR INFORMED ROUTING IN A COMMUNICATIONS NETWORK
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Hooman Homayounfard, Paul Kennedy
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259
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Crest: Cluster-based Representation Enrichment for Short Text Classification
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Zichao Dai, Aixin Sun, Xu-Ying Liu
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265
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Tracing Influential Nodes in a Social Network with Competing Information
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Bolei Zhang, Zhuzhong Qian, sanglu Lu,
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276
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Node Classification in Social Network via a Factor Graph Model
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Huan Xu, Yujiu Yang
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279
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Inducing Context Gazetteers from Encyclopedic Databases for Named Entity Recognition
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Han-Cheol Cho, Naoaki Okazaki, Kentaro Inui
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291
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A Two-stage Approach for Generating Topic Models
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Yang Gao, Yue Xu, Yuefeng Li, Bin Liu
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292
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Efficient Mining of Combined Subspace and Subgraph Clusters in Graphs with Feature Vectors
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Stephan Günnemann, Brigitte Boden, Ines Färber, Thomas Seidl
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310
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Ensemble-based wrapper methods for feature selection and class imbalance learning
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Pengyi Yang, Wei Liu, Bingbing Zhou, Sanjay Chawla, Albert Zomaya
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314
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Time Series Forecasting using Distribution Enhanced Linear Regression
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Goce Ristanoski, James Bailey, Wei Liu
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325
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Fast and Effective Single Pass Bayesian Learning
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Nayyar Zaidi, Geoff Webb
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337
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Twin Bridge Transfer Learning for Sparse Collaborative Filtering
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Jiangfeng Shi, Mingsheng Long, Qiang Liu, Guiguang Ding, Jianmin Wang
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377
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ClaSP: An Efficient Algorithm for Mining Frequent Closed Sequences
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Antonio Gomariz, Manuel Campos, Roque Marin, Bart Goethals
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382
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Framework for Storing and Processing Relational Entities in Stream Mining
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Pawel Matuszyk, Myra Spiliopoulou
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383
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Cross Language Prediction of Vandalism on Wikipedia using Article Views and Revisions
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Khoi-Nguyen Tran, Peter Christen
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390
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Discovering Semantics from Multiple Correlated Time Series
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Zhi Qiao, Jing He, Guangyan Huang, Peng Zhang
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391
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Multi-Manifold Ranking: Using Multiple Features for Better Image Retrieval
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Yang Wang, Muhammad Cheema, Xuemin Lin, Qing Zhang
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