Advanced data mining and applications : 10th international conference, adma 2014, guilin, china, december 19-21, 2014. Proceedings / edited by Xudong Luo, Jeffrey Xu Yu, Zhi Li.

Springer eBooks

Data Mining -- A New Improved Apriori Algorithm Based on Compression Matrix -- FHN: Efficient Mining of High-Utility Itemsets with Negative Unit Profits -- Novel Concise Representations of High Utility Itemsets Using Generator Patterns -- Incrementally Updating High-Utility Itemsets with Transaction Insertion -- Mining Frequent Closed Sequential Patterns with Non-user-defined Gap Constraints -- High Utility Episode Mining Made Practical and Fast -- Social Network and Social Media -- Community Dynamics: Event and Role Analysis in Social Network Analysis -- Local Community Extraction for Non-overlapping and Overlapping Community Detection -- Discovery of Tampered Image with Robust Hashing -- TweeProfiles: Detection of Spatio-temporal Patterns on Twitter -- Real-Time Event Detection Based on Geo Extraction and Temporal Analysis -- An Automatic Unsupervised Method Based on Context-Sensitive Spectral Angle Mapper for Change Detection of Remote Sensing Images -- Recommend System -- A Personalized Travel System Based on Crowdsourcing Model -- Difference Factor’ KNN Collaborative Filtering Recommendation Algorithm -- A Reputation-Enhanced Recommender System -- An Empirical Methodology to Analyze the Behavior of Bagging -- Context-Aware Recommendation Using GPU Based Parallel Tensor Decomposition -- Location-Based Recommendation Using Incremental Tensor Factorization Model -- Database Mining Continuous Activity Patterns from Animal Trajectory Data -- Personalized Privacy Protection for Transactional Data -- A Hybrid Algorithm for Privacy Preserving Social Network Publication -- Achieving Absolute Privacy Preservation in Continuous Query Road Network Services -- A C-DBSCAN Algorithm for Determining Bus-Stop Locations Based on Taxi GPS Data -- A Secure and Efficient Privacy-Preserving Attribute Matchmaking Protocol in Proximity-Based Mobile Social Networks -- Dimensionality Reduction -- A New Filter Approach Based on Generalized Data Field -- A Stable Instance Based Filter for Feature Selection in Small 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 Image Understanding 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.

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