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10th ADMA 2014: Guilin, China
- Xudong Luo, Jeffrey Xu Yu, Zhi Li:
Advanced Data Mining and Applications - 10th International Conference, ADMA 2014, Guilin, China, December 19-21, 2014. Proceedings. Lecture Notes in Computer Science 8933, Springer 2014, ISBN 978-3-319-14716-1
Data Mining
- Taoshen Li, Dan Luo:
A New Improved Apriori Algorithm Based on Compression Matrix. 1-15 - Philippe Fournier-Viger
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FHN: Efficient Mining of High-Utility Itemsets with Negative Unit Profits. 16-29 - Philippe Fournier-Viger
Novel Concise Representations of High Utility Itemsets Using Generator Patterns. 30-43 - Jerry Chun-Wei Lin
Incrementally Updating High-Utility Itemsets with Transaction Insertion. 44-56 - Wentao Wang, Lei Duan, Jyrki Nummenmaa
Mining Frequent Closed Sequential Patterns with Non-user-defined Gap Constraints. 57-70 - Guangming Guo, Lei Zhang, Qi Liu, Enhong Chen, Feida Zhu
High Utility Episode Mining Made Practical and Fast. 71-84
Social Network and Social Media
- Justin Fagnan, Reihaneh Rabbany, Mansoureh Takaffoli, Eric Verbeek, Osmar R. Zaïane:
Community Dynamics: Event and Role Analysis in Social Network Analysis. 85-97 - Zhan Bu, Guangliang Gao, Zhiang Wu, Jie Cao
Local Community Extraction for Non-overlapping and Overlapping Community Detection. 98-111 - Zhenjun Tang, Junwei Yu, Xianquan Zhang, Shichao Zhang:
Discovery of Tampered Image with Robust Hashing. 112-122 - Tiago Daniel Sá Cunha
TweeProfiles: Detection of Spatio-temporal Patterns on Twitter. 123-136 - Xiao Feng, Shuwu Zhang, Wei Liang, Zhe Tu:
Real-Time Event Detection Based on Geo Extraction and Temporal Analysis. 137-150 - Tauqir Ahmed Moughal, Fusheng Yu:
An Automatic Unsupervised Method Based on Context-Sensitive Spectral Angle Mapper for Change Detection of Remote Sensing Images. 151-162
Recommend System
- Yi Zhuang, Fei Zhuge, Dickson K. W. Chiu
A Personalized Travel System Based on Crowdsourcing Model. 163-174 - Wenzhong Liang, Guangquan Lu
Difference Factor' KNN Collaborative Filtering Recommendation Algorithm. 175-184 - Ahmad Abdel-Hafez, Xiaoyu Tang, Nan Tian, Yue Xu:
A Reputation-Enhanced Recommender System. 185-198 - Fábio Pinto, Carlos Soares
An Empirical Methodology to Analyze the Behavior of Bagging. 199-212 - Benyou Zou, Mengwei Lan, Cuiping Li, Liwen Tan, Hong Chen:
Context-Aware Recommendation Using GPU Based Parallel Tensor Decomposition. 213-226 - Benyou Zou, Cuiping Li, Liwen Tan, Hong Chen:
Location-Based Recommendation Using Incremental Tensor Factorization Model. 227-238
Database
- Yuwei Wang, Ze Luo, Baoping Yan, John Y. Takekawa, Diann J. Prosser, Scott H. Newman:
Mining Continuous Activity Patterns from Animal Trajectory Data. 239-252 - Li-e Wang, Xianxian Li:
Personalized Privacy Protection for Transactional Data. 253-266 - Peng Liu, Lei Cui, Xianxian Li:
A Hybrid Algorithm for Privacy Preserving Social Network Publication. 267-278 - Yankson Herbert Gustav, Xiao Wu, Yan Ren, Yong Wang, Fengli Zhang:
Achieving Absolute Privacy Preservation in Continuous Query Road Network Services. 279-292 - Wu Wang, Li Tao, Chao Gao, Binfeng Wang, Hui Yang, Zili Zhang:
A C-DBSCAN Algorithm for Determining Bus-Stop Locations Based on Taxi GPS Data. 293-304 - Solomon Sarpong, Chunxiang Xu:
A Secure and Efficient Privacy-Preserving Attribute Matchmaking Protocol in Proximity-Based Mobile Social Networks. 305-318
Dimensionality Reduction
- Long Zhao, Shuliang Wang, Yi Lin:
A New Filter Approach Based on Generalized Data Field. 319-333 - Afef Ben Brahim, Mohamed Limam:
A Stable Instance Based Filter for Feature Selection in Small Sample Size Data Sets. 334-344 - Ling Li, Huawen Liu, Zongjie Ma, Yuchang Mo, Zhengjie Duan, Jiaqing Zhou, Jianmin Zhao:
Multi-label Feature Selection via Information Gain. 345-355 - Shichao Zhang, Ming Zong, Ke Sun, Yue Liu, Debo Cheng
Efficient kNN Algorithm Based on Graph Sparse Reconstruction. 356-369 - Md. Nasim Adnan:
On Dynamic Selection of Subspace for Random Forest. 370-379 - Xin Song, Zhihua Cai, Wei Xu:
Dimensionally Reduction: An Experimental Study. 380-393
Advance Machine Learning Techniques
- Junjie Wang, Xiaolong Zhang:
Efficient Deep Learning Algorithm with Accelerating Inference Strategy. 394-405 - Tao Hu, Tu Peng:
Multi-angle Evaluations of Test Cases Based on Dynamic Analysis. 406-420 - Shibli Saleheen, Wei Lai:
An Interest-Based Clustering Method for Web Information Visualization. 421-434 - Chengchao Li, Pengpeng Zhao, Jian Wu, Haihui Xu, Zhiming Cui:
A Serial Sample Selection Framework for Active Learning. 435-446 - Huiqin Li, Gang Wu:
Map Matching for Taxi GPS Data with Extreme Learning Machine. 447-460 - Ning Yin, Shanshan Wang, Shenda Hong, Hongyan Li:
A Segment-Wise Method for Pseudo Periodic Time Series Prediction. 461-474
Classification
- Shucheng Gong, Hongyan Liu:
Constructing Decision Trees for Unstructured Data. 475-487 - Sobia Shafiq, Wasi Haider Butt
Attack Type Prediction Using Hybrid Classifier. 488-498 - Debo Cheng
kNN Algorithm with Data-Driven k Value. 499-512 - Yi Lin, Shuliang Wang, Long Zhao, Dakui Wang:
Topology Potential-Based Parameter Selecting for Support Vector Machine. 513-522 - Yang Jiao, Pengpeng Zhao, Jian Wu, Xuefeng Xian, Haihui Xu, Zhiming Cui:
Active Multi-label Learning with Optimal Label Subset Selection. 523-534 - Pedro Strecht
Merging Decision Trees: A Case Study in Predicting Student Performance. 535-548
Big Data and Applications
- Kun Jiang, Yuexiang Yang:
Faster MaxScore Query Processing with Essential List Skipping. 549-559 - Mohammad Anisuzzaman Siddique, Hao Tian, Yasuhiko Morimoto:
Selecting Representative Objects from Large Database by Using K-Skyband and Top-k Dominating Queries in MapReduce Environment. 560-572 - Chen Li
Towards Positive Unlabeled Learning for Parallel Data Mining: A Random Forest Framework. 573-587 - Tu Peng, Kai Wang:
Program Verification by Reachability Searching over Dynamic Call Tree. 588-601 - Wei Ge, Yihua Huang, Di Zhao, Shengmei Luo, Chunfeng Yuan, Wenhui Zhou, Yun Tang, Juan Zhou:
CinHBa: A Secondary Index with Hotscore Caching Policy on Key-Value Data Store. 602-615 - Abdullah Alfazi, Talal H. Noor, Quan Z. Sheng
Towards Ontology-Enhanced Cloud Services Discovery. 616-629
Clustering Methods
- Yaqiong Liu, Yuzhuo Wen, Dingrong Yuan, Yuwei Cuan:
A Huffman Tree-Based Algorithm for Clustering Documents. 630-640 - Jun Yan, Debo Cheng
Improved Spectral Clustering Algorithm Based on Similarity Measure. 641-654 - Meiqin Zhou, Yuwei Cuan, Dingrong Yuan, Yuzhuo Wen:
A Partition Clustering Algorithm for Transaction Database Based on FCM. 655-666
Machine Learning
- ZhangYan Xu, Ting Wang, JinHu Zhu, XiaFei Zhang:
Discernibility Matrix Enriching and Boolean-And Algorithm for Attributes Reduction. 667-676 - Yangjie Zhou, Chao Che, Jianxin Zhang, Qiang Zhang
Smart Partitioning for Product DSM Model Based on Improved Genetic Algorithm. 677-683 - Jing Tian, Tinglei Huang, Yu Huang, Zi Zhang, Zhi Guo, Kun Fu:
A New Method for Image Understanding and Retrieval Using Text-Mined Knowledge. 684-694 - Cai Guo, Shun Ma, Dingrong Yuan:
A Web Table Extraction Method Based on Structure and Ontology. 695-704
Data Mining and Database
- Mingxian Chen, Zhi Zhong:
Block Nested Join and Sort Merge Join Algorithms: An Empirical Evaluation. 705-715 - Shun Ma, Shenglong Fang, Dingrong Yuan, Xiangchao Wang:
The Design of Power Security System in Smart Home Based on the Stream Data Mining. 716-724 - Mohammad Shamsul Arefin, Rahma Bintey Mufiz Mukta, Yasuhiko Morimoto:
Agent-Based Privacy Aware Feedback System. 725-738
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