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.

ProbitUCB: A Novel Method for Review Ranking. From Cluster-based Outlier Detection to Time Series Discord Discovery.- Web site audience segmentation using hybrid alignment techniques.- Mining Massive-Scale Spatiotemporal Trajectories in Parallel: A Survey.- Manifold Regularized Symmetric Joint Link Model for Overlapping Community Detection.- High Dimensional Explicit Feature Biased Matrix Factorization Recommendation.- A Simhash-based Generalized Framework for Citation Matching in MapReduce.- A Cloud Based Diabetes Lifestyle Management System.- Construction of a prediction model for nephropathy among obese patients using genetic and clinical features.- A Research of Applying Association Rules and Decision Tree to Endometriosis.- A Dynamic Feature Selection Based LDA Approach to Baseball Pitch Prediction.- A Study of Interestingness Measures for Associative Classification on Imbalanced Data.- Evaluation of Community Mining Algorithms in the Presence of Attributes.- Leveraging the Common Cause of Errors for Constraint-based Data Cleansing Analyzing User Behaviors Based on Temporal Patterns of Sequential Pattern Evaluation Indices on Twitter.- Model Selection of Symbolic Regression to Improve the Accuracy of PM 2.5 Concentration Prediction.- Internal Clustering Evaluation of Data Streams.- Feature maximization based clustering quality evaluation: a promising approach.- Integrating Content Centric Networking and Web Content Mining: A Future Efficient Internet Architecture forHealthcare.- Citation enrichment improves deduplication of primary evidence.- Learning Entry Profiles of Children with Autism from Multivariate Treatment Information using Restricted Boltzmann Machines.- Fast Dependency Parsing using Distributed Word Representations.- Modeling Vietnamese speech prosody: A step-by-step approach towards an expressive speech synthesis system.  

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