Advances in Knowledge Discovery and Data Mining: 17th Pacific-Asia Conference, PAKDD 2013, Gold Coast, Australia, April 14-17, 2013, Proceedings, Part I

Front Matter....Pages -
Discovering Local Subgroups, with an Application to Fraud Detection....Pages 1-12
PUF-Tree: A Compact Tree Structure for Frequent Pattern Mining of Uncertain Data....Pages 13-25
Frequent Pattern Mining in Attributed Trees....Pages 26-37
Mining Frequent Patterns from Human Interactions in Meetings Using Directed Acyclic Graphs....Pages 38-49
ClaSP: An Efficient Algorithm for Mining Frequent Closed Sequences....Pages 50-61
Efficient Mining of Contrast Patterns on Large Scale Imbalanced Real-Life Data....Pages 62-73
Online Cross-Lingual PLSI for Evolutionary Theme Patterns Analysis....Pages 74-85
F-Trail: Finding Patterns in Taxi Trajectories....Pages 86-98
Mining Appliance Usage Patterns in Smart Home Environment....Pages 99-110
Computational Models of Stress in Reading Using Physiological and Physical Sensor Data....Pages 111-122
Latent Patient Profile Modelling and Applications with Mixed-Variate Restricted Boltzmann Machine....Pages 123-135
MassBayes: A New Generative Classifier with Multi-dimensional Likelihood Estimation....Pages 136-148
Fast and Effective Single Pass Bayesian Learning....Pages 149-160
Sparse Reductions for Fixed-Size Least Squares Support Vector Machines on Large Scale Data....Pages 161-173
Discovery of Regional Co-location Patterns with k -Nearest Neighbor Graph....Pages 174-186
Spectral Decomposition for Optimal Graph Index Prediction....Pages 187-200
Patterns amongst Competing Task Frequencies: Super-Linearities, and the Almond-DG Model....Pages 201-212
Node Classification in Social Network via a Factor Graph Model....Pages 213-224
Fast Graph Stream Classification Using Discriminative Clique Hashing....Pages 225-236
Mining Interesting Itemsets in Graph Datasets....Pages 237-248
Robust Synchronization-Based Graph Clustering....Pages 249-260
Efficient Mining of Combined Subspace and Subgraph Clusters in Graphs with Feature Vectors....Pages 261-275
Exploiting Temporal Information in a Two-Stage Classification Framework for Content-Based Depression Detection....Pages 276-288
EEG-Based Person Verification Using Multi-Sphere SVDD and UBM....Pages 289-300
Measuring Reproducibility of High-Throughput Deep-Sequencing Experiments Based on Self-adaptive Mixture Copula....Pages 301-313
Mining Representative Movement Patterns through Compression....Pages 314-326
NARGES: Prediction Model for Informed Routing in a Communications Network....Pages 327-338
Mining Usage Traces of Mobile Apps for Dynamic Preference Prediction....Pages 339-353
Leveraging Hybrid Citation Context for Impact Summarization....Pages 354-365
Optimal Allocation of High Dimensional Assets through Canonical Vines....Pages 366-377
Inducing Context Gazetteers from Encyclopedic Databases for Named Entity Recognition....Pages 378-389
An Optimization Method for Proportionally Diversifying Search Results....Pages 390-401
Joint Naïve Bayes and LDA for Unsupervised Sentiment Analysis....Pages 402-413
An Unsupervised Learning Model to Perform Side Channel Attack....Pages 414-425
Decisive Supervised Learning....Pages 426-437
Learning Overlap Optimization for Domain Decomposition Methods....Pages 438-449
CLUEKR : CLUstering Based Efficient k NN Regression....Pages 450-458
AREM: A Novel Associative Regression Model Based on EM Algorithm....Pages 459-470
One-Class Transfer Learning with Uncertain Data....Pages 471-483
Time Series Forecasting Using Distribution Enhanced Linear Regression....Pages 484-495
Twin Bridge Transfer Learning for Sparse Collaborative Filtering....Pages 496-507
Dimensionality Reduction with Dimension Selection....Pages 508-519
Multi-View Visual Classification via a Mixed-Norm Regularizer....Pages 520-531
Mining Specific Features for Acquiring User Information Needs....Pages 532-543
Ensemble-Based Wrapper Methods for Feature Selection and Class Imbalance Learning....Pages 544-555
Exploring Groups from Heterogeneous Data via Sparse Learning....Pages 556-567
Multiplex Topic Models....Pages 568-582
Integrating Clustering and Ranking on Hybrid Heterogeneous Information Network....Pages 583-594
Learning from Multiple Observers with Unknown Expertise....Pages 595-606
Back Matter....Pages -