Advanced Data Mining and Applications

Sample Size Data Sets.- Multi-label Feature Selection via Information Gain.- Efficient kNN Algorithm Based on Graph Sparse Reconstruction.- On Dynamic Selection of Subspace for Random Forest.- Dimensionally Reduction: An Experimental Study.- Advance Machine Learning Techniques.- Efficient Deep Learning Algorithm with Accelerating Inference Strategy.- Multi-angle Evaluations of Test Cases Based on Dynamic Analysis.- An Interest-Based Clustering Method for Web Information Visualization.- A Serial Sample Selection Framework for Active Learning.- Map Matching for Taxi GPS Data with Extreme Learning Machine.- A Segment-Wise Method for Pseudo Periodic Time Series Prediction.- Classification.- Constructing Decision Trees for Unstructured Data.- Attack Type Prediction Using Hybrid Classifier.- kNN Algorithm with Data-Driven k Value.- Topology Potential-Based Parameter Selecting for Support Vector Machine.- Active Multi-label Learning with Optimal Label Subset Selection.- Merging Decision Trees: A Case Study in Predicting Student Performance.- Big Data and Applications.- Faster MaxScore Query Processing with Essential List Skipping.- Selecting Representative Objects from Large Database by Using K-Skyband and Top-k Dominating Queries in MapReduce Environment.- Towards Positive Unlabeled Learning for Parallel Data Mining: A Random Forest Framework.- Program Verification by Reachability Searching over Dynamic Call Tree.- CinHBa: A Secondary Index with Hotscore Caching Policy on Key-Value Data Store.- Towards Ontology-Enhanced Cloud Services Discovery.- Clustering Methods.- A Huffman Tree-Based Algorithm for Clustering Documents. -Improved Spectral Clustering Algorithm Based on Similarity Measure.- A Partition Clustering Algorithm for Transaction Database Based on FCM.- Machine Learning.- Discernibility Matrix Enriching and Boolean-And Algorithm for Attributes Reduction.- Smart Partitioning for Product DSM Model Based on Improved Genetic Algorithm.- A New Method for ImageUnderstanding and Retrieval Using Text-Mined Knowledge.- A Web Table Extraction Method Based on Structure and Ontology.- Data Mining and Database.- Block Nested Join and Sort Merge Join Algorithms: An Empirical Evaluation.- The Design of Power Security System in Smart Home Based on the Stream Data Mining.- Agent-Based Privacy Aware Feedback System.