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18. PAKDD Workshops 2014: Tainan, Taiwan
- Wen-Chih Peng, Haixun Wang, James Bailey, Vincent S. Tseng, Tu Bao Ho, Zhi-Hua Zhou, Arbee L. P. Chen:
Trends and Applications in Knowledge Discovery and Data Mining - PAKDD 2014 International Workshops: DANTH, BDM, MobiSocial, BigEC, CloudSD, MSMV-MBI, SDA, DMDA-Health, ALSIP, SocNet, DMBIH, BigPMA,Tainan, Taiwan, May 13-16, 2014. Revised Selected Papers. Lecture Notes in Computer Science 8643, Springer 2014, ISBN 978-3-319-13185-6
Data Analytics for Targeted Healthcare
- Yi-Zheng Chen, Huakang Li, Yi Liu:
Conversation Intention Perception Based on Knowledge Base. 3-14 - Bo Xu, Tengpeng Li, Yi Luo, Ruotao Xu, Hongmin Cai:
An Empirical Algorithm for Bias Correction Based on GC Estimation for Single Cell Sequencing. 15-21 - Tao Wang, Congyan Lang, Songhe Feng:
Joint Tree of Combinatorial Maps. 22-28 - Zhu Teng, Baopeng Zhang:
An Optimization Method of Fusing Multiple Decisions in Object Detection. 29-35
Data Mining and Decision Analytics for Public Health and Wellness
- Shoji Hirano, Shusaku Tsumoto:
Mining Typical Order Sequences from EHR for Building Clinical Pathways. 39-49 - Alaa Shafaee, Hassan Issa, Stefan Agne, Stephan Baumann, Andreas Dengel:
Aspect-Based Sentiment Analysis of Amazon Reviews for Fitness Tracking Devices. 50-61
Biologically Inspired Techniques for Data Mining
- Congcong Li, Jing Sun, Yun Xiong, Guangyong Zheng:
An Efficient Drug-Target Interaction Mining Algorithm in Heterogeneous Biological Networks. 65-76 - Dae Young Kim, Hye-Jun Kim, Junhyeok Bae, Taeseon Yoon:
Comparison of Hemagglutinin and Neruaminidase of Influenza A Virus Subtype H1N1, H5N1, H5N2, and H7N9 Using Apriori Algorithm. 77-86 - Peng Cheng, Jeng-Shyang Pan, Chun-Wei Lin:
Privacy Preserving Association Rule Mining Using Binary Encoded NSGA-II. 87-99 - Wen-Yang Lin, Wen-Yu Feng:
Detecting the Data Group Most Prone to a Specific Disguise Value. 100-111 - Seung Jae Lim, Shin Hyo Bang, Dae Seop Kim, Taeseon Yoon:
rRNA of Alphaproteobacteria Rickettsiales and mtDNA Pattern Analyzing with Apriori & SVM. 112-122
Mobile Data Management, Mining, and Computing on Social Networks
- Yui-Chieh Teng, Jun-Zhe Wang, Jiun-Long Huang:
Team Formation with the Communication Load Constraint in Social Networks. 125-136 - Eric Hsueh-Chan Lu, Hui-Ju Hung:
Information Diffusion Pattern Mining over Online Social Media. 137-148 - Bijay Prasad Jaysawal, Jen-Wei Huang:
Mining Frequent Progressive Usage Patterns Across Multiple Mobile Broadcasting Channels. 149-155 - Yu-Jen Lin, Bo-Heng Chen, Kun-Ta Chuang, Chao-Chun Chen:
Efficient Gossiping Dissemination in Mobile Peer-to-Peer Environment Based on Neighborhood Detection. 156-167 - Huei-Yu Lung, Chih-Heng Chung, Bi-Ru Dai:
Predicting Locations of Mobile Users Based on Behavior Semantic Mining. 168-180 - Hui-Ju Hung, Pu-Jen Cheng:
Query Prediction by Currently-Browsed Web Pages and Its Applications. 181-193 - Chung-Hua Chu, Wen-Hsiang Chang:
An Emergency System in Mobile Devices. 194-198 - Chung-Hua Chu, Shu-Lin Wang, Bi-Chi Tseng:
Study of Mobile Value-Added Services with Augmented Reality. 199-203 - Zi-Yun Sun, Ming-Che Tsai, Hsiao-Ping Tsai:
Mining Uncertain Sequence Data on Hadoop Platform. 204-215
Big Data Science and Engineering on E-Commerce
- Tian-Hsiang Huang, Vladimir Nikulin:
Two Algorithms Under Stochastic Gradient Descent Framework for Recommender Systems. 219-230 - Ali Cevahir:
Scalable Textual Similarity Search on Large Document Collections Through Random Indexing and K-means Clustering. 231-238 - Yian Chen, Yuh-Ming Chiu, Song Han:
Complementary Product Selection in E-Commerce. 239-246 - Chu-Cheng Hsieh, Yoni Medoff, Naren Chittar:
A Short-Term Bookmarking System for Collecting User-Interest Data. 247-254
Cloud Service Discovery
- Tzu-Chi Huang, Ce-Kuen Shieh, Sheng-Wei Huang, Chui-Ming Chiu, Tyng-Yeu Liang:
Automatic Self-Suspended Task for a MapReduce System on Cloud Computing. 257-268 - Lei Chen, Geng Yang, Zhengyu Chen, Fu Xiao, Xuxia Li:
Tag Completion and Refinement for Web Service via Low-Rank Matrix Completion. 269-278
Mobile Sensing, Mining and Visualization for Human Behavior Inference
- John S. Kinnebrew, Daniel L. C. Mack, Gautam Biswas, Chih-Kai Chang:
A Differential Approach for Identifying Important Student Learning Behavior Patterns with Evolving Usage over Time. 281-292 - Yung-Hsiang Lin, Chien Hsiang Lai, Po-Ruey Lei:
Mining Top-K Relevant Stay Regions from Historical Trajectories. 293-304 - Yu-Hsiang Peng, Gunarto Sindoro Njoo, Shou-Chung Li, Wen-Chih Peng:
Associative Classification for Human Activity Inference on Smart Phones. 305-317 - Yen-Hsuan Lin, Yi-Ta Chuang:
Personalized Smartphone Wearing Behavior Analysis. 318-328 - Been-Chian Chien, Rong-Sing Huang:
Activity Recognition Using Discriminant Sequence Patterns in Smart Environments. 329-341
Scalable Data Analytics: Theory and Applications
- Yi Liu, Huakang Li, Yizheng Chen:
Using Knowledge Graph to Handle Label Imperfection. 345-356 - Xin Xin, Heyan Huang:
Learning to Display in Sponsored Search. 357-368 - Vincent J. Maccio, Fei Chiang, Douglas G. Down:
Models for Distributed, Large Scale Data Cleaning. 369-380 - Dawei Meng, Lizhi Wan, Lei Zhang:
A Study of Rumor Spreading with Epidemic Model Based on Network Topology. 381-392 - Panagiotis Moutafis, Ioannis A. Kakadiaris:
GS4: Generating Synthetic Samples for Semi-Supervised Nearest Neighbor Classification. 393-403 - Richard Kyle MacKinnon, Carson Kai-Sang Leung, Syed Khairuzzaman Tanbeer:
A Scalable Data Analytics Algorithm for Mining Frequent Patterns from Uncertain Data. 404-416 - Hai Qian, Shengwen Yang, Rahul Iyer, Xixuan Feng, Mark Wellons, Caleb Welton:
Parallel Time Series Modeling - A Case Study of In-Database Big Data Analytics. 417-428 - Baljeet Malhotra, Daniel Dahlmeier, Naveen Nandan:
A Biclustering-Based Classification Framework for Microarray Analysis. 429-440 - Marwan Hassani, Ayman Tarakji, Lyubomir Georgiev, Thomas Seidl:
Parallel Implementation of a Density-Based Stream Clustering Algorithm Over a GPU Scheduling System. 441-453
Algorithms for Large-Scale Information Processing in Knowledge Discovery
- Hiroshi Aoki, Takahisa Toda, Shin-ichi Minato:
Three-way Indexing ZDDs for Large-Scale Sparse Datasets. 457-469 - Madori Ikeda, Akihiro Yamamoto:
Local Feature Selection by Formal Concept Analysis for Multi-class Classification. 470-482 - Imran Khan, Joshua Zhexue Huang, Nguyen Thanh Tung, Graham J. Williams:
Ensemble Clustering of High Dimensional Data with FastMap Projection. 483-493 - Shogo Takeuchi, Takahisa Toda, Shin-ichi Minato:
A General Framework for Parallel Unary Operations on ZDDs. 494-503 - Norihito Yasuda, Masaaki Nishino, Shin-ichi Minato:
On the Size of the Zero-Suppressed Binary Decision Diagram that Represents All the Subtrees in a Tree. 504-510
Data Mining in Social Networks
- Qiang You, Weiming Hu, Ou Wu, Haiqiang Zuo:
A Unified Fusion Framework for Time-Related Rank in Threaded Discussion Communities. 513-524 - Trung L. T. Nguyen, Tru Hoang Cao:
Multi-group-based User Perceptions for Friend Recommendation in Social Networks. 525-534 - Baoguo Yang, Suresh Manandhar:
STC: A Joint Sentiment-Topic Model for Community Identification. 535-548 - Antonio A. Gentile, Angelo Corallo, Cristian Bisconti, Laura Fortunato:
Considerations About Multistep Community Detection. 549-561 - Yong-sheng Cheng, Xiaokang Lin:
An Edge-Centric Approach for Change Point Detection in Dynamic Networks. 562-571 - Donn Morrison:
Toward Automatic Censorship Detection in Microblogs. 572-583 - Cheng-Huang Yang, Ji-De Chen, Hung-Yu Kao:
Competition Component Identification on Twitter. 584-595 - Wookey Lee, James J. Lee, Jinho Kim:
Social Network Community Detection Using Strongly Connected Components. 596-604
Data Mining in Biomedical informatics and Healthcare
- Rui Wang, Jie Wang, Jing Ding, Su Zhang:
Automatic Segmentation and Quantitative Analysis of Gray Matter on MR Images of Patients with Epilepsy Based on Unsupervised Learning Methods. 607-615 - Dingcheng Li, Janet Okamoto, Scott Leischow, Hongfang Liu:
An Author Topic Analysis of Tobacco Regulation Investigators. 616-627 - Guoqian Jiang, Hongfang Liu, Harold R. Solbrig, Christopher G. Chute:
Mining Severe Drug-Drug Interaction Adverse Events Using Semantic Web Technologies: A Case Study. 628-638 - Liwei Wang, Hongfang Liu, Christopher G. Chute, Qian Zhu:
Cancer Based Pharmacogenomics Network for Drug Repurposing. 639-651 - Cui Tao, Puqiang Wu, Yuji Zhang:
Linked Vaccine Adverse Event Data Representation from VAERS for Biomedical Informatics Research. 652-661
Pattern Mining and Application of Big Data
- Jianguo Wang, Joshua Zhexue Huang:
QRM: A Probabilistic Model for Search Engine Query Recommendation. 665-676 - Shan-Yun Teng, Tzu-Yuan Chung, Kun-Ta Chuang, Wei-Shinn Ku:
Toward Mining User Traversal Patterns in the Indoor Environment. 677-688 - Julia Tzu-Ya Weng, Jyun-Jie Lin, Yi-Cheng Chen, Pei-Chann Chang:
Myocardial Infarction Classification by Morphological Feature Extraction from Big 12-Lead ECG Data. 689-699 - Chien-Li Chou, Min-Ho Tsai, Chien-Ho Chao, Hsiao-Jung Lin, Hua-Tsung Chen, Suh-Yin Lee, Chien-Peng Ho:
Automatic Restaurant Information and Keyword Extraction by Mining Blog Data for Chinese Restaurant Search. 700-711 - Lin Hui, Chun-Che Shih, Huan-Chao Keh, Po-Yuan Yu, Yuan-Cheng Cheng, Nan-Ching Huang:
The Application of Association Rules in Clinical Disease: The Relationship Between Recovery After Operation of Endovascular Aneurysm Repairing and Chronic. 712-721 - Der-Jyh Duh, Cheng-Chung Kan, Shu-Yuan Chen, Chia-Ming Lu:
Human Action Recognition in Video Under Clutter and Moving Background. 722-734 - Huan-Chao Keh, Lin Hui, Kuang-Yi Chou, Yuan-Cheng Cheng, Po-Yuan Yu, Nan-Ching Huang:
Big Data Generation: Application of Mobile Healthcare. 735-743 - Shwu-Huey Yen, Jen-Hui Tsao, Wan-Ting Liao:
A Comparison of Feature-Combination for Example-Based Super Resolution. 744-753 - Julia Tzu-Ya Weng, Yi-Cheng Chen, Pei-Chann Chang, Shin-Ping Huang, Yu-Wei Chiu:
Comparative Analysis of 3D-Culture System for Murine Neonatal Heart Regeneration: A Systematic Approach for Big Gene Expression Data. 754-764 - Wei-Hao Chang, Bing Li, Xin Fang:
Data Collection and Analysis from Social Network - Profile Analyzer System (PAS). 765-772 - Xin Fang, Bing Li, Wei-Hao Chang:
Analyzing Personality Traits Based on User Behavoirs of Using Microblog. 773-779 - Fan Jiang, Carson Kai-Sang Leung, Richard Kyle MacKinnon:
BigSAM: Mining Interesting Patterns from Probabilistic Databases of Uncertain Big Data. 780-792 - Rasaq Otunba, Jessica Lin, Pavel Senin:
MBPD: Motif-Based Period Detection. 793-804 - Pei-Yuan Zhou, Keith C. C. Chan:
A Model-Based Multivariate Time Series Clustering Algorithm. 805-817 - Hsun-Ping Hsieh, Cheng-Te Li:
Mining Time-Aware Transit Patterns for Route Recommendation in Big Check-in Data. 818-830
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