Advanced Data Mining and Applications: 10th International Conference, ADMA 2014, Guilin, China, December 19-21, 2014. Proceedings

Front Matter....Pages -
A New Improved Apriori Algorithm Based on Compression Matrix....Pages 1-15
FHN: Efficient Mining of High-Utility Itemsets with Negative Unit Profits....Pages 16-29
Novel Concise Representations of High Utility Itemsets Using Generator Patterns....Pages 30-43
Incrementally Updating High-Utility Itemsets with Transaction Insertion....Pages 44-56
Mining Frequent Closed Sequential Patterns with Non-user-defined Gap Constraints....Pages 57-70
High Utility Episode Mining Made Practical and Fast....Pages 71-84
Community Dynamics: Event and Role Analysis in Social Network Analysis....Pages 85-97
Local Community Extraction for Non-overlapping and Overlapping Community Detection....Pages 98-111
Discovery of Tampered Image with Robust Hashing....Pages 112-122
TweeProfiles: Detection of Spatio-temporal Patterns on Twitter....Pages 123-136
Real-Time Event Detection Based on Geo Extraction and Temporal Analysis....Pages 137-150
An Automatic Unsupervised Method Based on Context-Sensitive Spectral Angle Mapper for Change Detection of Remote Sensing Images....Pages 151-162
A Personalized Travel System Based on Crowdsourcing Model....Pages 163-174
Difference Factor’ KNN Collaborative Filtering Recommendation Algorithm....Pages 175-184
A Reputation-Enhanced Recommender System....Pages 185-198
An Empirical Methodology to Analyze the Behavior of Bagging....Pages 199-212
Context-Aware Recommendation Using GPU Based Parallel Tensor Decomposition....Pages 213-226
Location-Based Recommendation Using Incremental Tensor Factorization Model....Pages 227-238
Mining Continuous Activity Patterns from Animal Trajectory Data....Pages 239-252
Personalized Privacy Protection for Transactional Data....Pages 253-266
A Hybrid Algorithm for Privacy Preserving Social Network Publication....Pages 267-278
Achieving Absolute Privacy Preservation in Continuous Query Road Network Services....Pages 279-292
A C-DBSCAN Algorithm for Determining Bus-Stop Locations Based on Taxi GPS Data....Pages 293-304
A Secure and Efficient Privacy-Preserving Attribute Matchmaking Protocol in Proximity-Based Mobile Social Networks....Pages 305-318
A New Filter Approach Based on Generalized Data Field....Pages 319-333
A Stable Instance Based Filter for Feature Selection in Small Sample Size Data Sets....Pages 334-344
Multi-label Feature Selection via Information Gain....Pages 345-355
Efficient kNN Algorithm Based on Graph Sparse Reconstruction....Pages 356-369
On Dynamic Selection of Subspace for Random Forest....Pages 370-379
Dimensionally Reduction: An Experimental Study....Pages 380-393
Efficient Deep Learning Algorithm with Accelerating Inference Strategy....Pages 394-405
Multi-angle Evaluations of Test Cases Based on Dynamic Analysis....Pages 406-420
An Interest-Based Clustering Method for Web Information Visualization....Pages 421-434
A Serial Sample Selection Framework for Active Learning....Pages 435-446
Map Matching for Taxi GPS Data with Extreme Learning Machine....Pages 447-460
A Segment-Wise Method for Pseudo Periodic Time Series Prediction....Pages 461-474
Constructing Decision Trees for Unstructured Data....Pages 475-487
Attack Type Prediction Using Hybrid Classifier....Pages 488-498
 k NN Algorithm with Data-Driven k Value....Pages 499-512
Topology Potential-Based Parameter Selecting for Support Vector Machine....Pages 513-522
Active Multi-label Learning with Optimal Label Subset Selection....Pages 523-534
Merging Decision Trees: A Case Study in Predicting Student Performance....Pages 535-548
Faster MaxScore Query Processing with Essential List Skipping....Pages 549-559
Selecting Representative Objects from Large Database by Using K-Skyband and Top-k Dominating Queries in MapReduce Environment....Pages 560-572
Towards Positive Unlabeled Learning for Parallel Data Mining: A Random Forest Framework....Pages 573-587
Program Verification by Reachability Searching over Dynamic Call Tree....Pages 588-601
CinHBa: A Secondary Index with Hotscore Caching Policy on Key-Value Data Store....Pages 602-615
Towards Ontology-Enhanced Cloud Services Discovery....Pages 616-629
A Huffman Tree-Based Algorithm for Clustering Documents....Pages 630-640
Improved Spectral Clustering Algorithm Based on Similarity Measure....Pages 641-654
A Partition Clustering Algorithm for Transaction Database Based on FCM....Pages 655-666
Discernibility Matrix Enriching and Boolean-And Algorithm for Attributes Reduction....Pages 667-676
Smart Partitioning for Product DSM Model Based on Improved Genetic Algorithm....Pages 677-683
A New Method for Image Understanding and Retrieval Using Text-Mined Knowledge....Pages 684-694
A Web Table Extraction Method Based on Structure and Ontology....Pages 695-704
Block Nested Join and Sort Merge Join Algorithms: An Empirical Evaluation....Pages 705-715
The Design of Power Security System in Smart Home Based on the Stream Data Mining....Pages 716-724
Agent-Based Privacy Aware Feedback System....Pages 725-738
Back Matter....Pages -