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15th ICDM Workshops 2015: Atlantic City, NJ, USA
- IEEE International Conference on Data Mining Workshop, ICDMW 2015, Atlantic City, NJ, USA, November 14-17, 2015. IEEE Computer Society 2015, ISBN 978-1-4673-8493-3
Analyzing Events Using Social Media Data
- Henning Hamer, Andreas Merentitis, Nikolaos Frangiadakis, Sergey Shukanov:
Automatic Visual Analysis of Real-World Events Covered By Social Media Using Convolutional Neural Networks. 1-6 - Takako Hashimoto, Dave Shepard, Tetsuji Kuboyama, Kilho Shin:
Event Detection from Millions of Tweets Related to the Great East Japan Earthquake Using Feature Selection Technique. 7-12 - Yao Liu, Hong Gao, Xiaohui Kang, Qiao Liu, Ruijin Wang, Zhiguang Qin:
Fast Community Discovery and Its Evolution Tracking in Time-Evolving Social Networks. 13-20 - Partha Mukherjee, Bernard J. Jansen:
Correlation of Brand Mentions in Social Media and Web Searching Before and After Real Life Events: Phase Analysis of Social Media and Search Data for Super Bowl 2015 Commercials. 21-26 - Armineh Nourbakhsh, Xiaomo Liu, Sameena Shah, Rui Fang, Mohammad Mahdi Ghassemi, Quanzhi Li:
Newsworthy Rumor Events: A Case Study of Twitter. 27-32 - Meryem Sagcan, Pinar Karagoz:
Toponym Recognition in Social Media for Estimating the Location of Events. 33-39 - Erich Schubert, Michael Weiler, Arthur Zimek:
Outlier Detection and Trend Detection: Two Sides of the Same Coin. 40-46 - Soroush Vosoughi, Deb Roy:
A Human-Machine Collaborative System for Identifying Rumors on Twitter. 47-50
Behavior Analysis, Modeling, and Steering
- Samer Al-khateeb, Nitin Agarwal:
Examining Botnet Behaviors for Propaganda Dissemination: A Case Study of ISIL's Beheading Videos-Based Propaganda. 51-57 - Alex Brown, Myriam Abramson:
Twitter Fingerprints as Active Authenticators. 58-63 - Iuliia Chepurna, Masoud Makrehchi:
Exploiting Class Bias for Discovery of Topical Experts in Social Media. 64-71 - Shilin Fan, Ping Li, Ting Liu, Yan Chen:
Population Behavior Analysis of Chinese University Students via Digital Campus Cards. 72-77 - Maria Gabriella Mosquera, Vlado Keelj:
Identifying Behavioral Characteristics in EGM Gambling Data Using Session Clustering. 78-85
Big Media Data: Understanding, Search, and Mining
- Xugang Ye, Zijie Qi, Xinying Song, Xiaodong He, Dan Massey:
Generalized Learning of Neural Network Based Semantic Similarity Models and Its Application in Movie Search. 86-93 - Patrick J. Donnelly, John W. Sheppard:
Cross-Dataset Validation of Feature Sets in Musical Instrument Classification. 94-101 - Toshikazu Wada, Yuichi Mukai:
Fast Keypoint Reduction for Image Retrieval by Accelerated Diverse Density Computation. 102-107 - Yu Wang, Jianbo Yuan, Jiebo Luo:
To Love or to Loathe: How is the World Reacting to China's Rise? 108-115 - Haizhou Du, Shengjie Zhao, Daqiang Zhang:
Robust Local Outlier Detection. 116-123
Biological Data Mining and Its Applications in Healthcare
- Zaheer Babar, Abdul Mannan, Faisal Kamiran, Asim Karim:
Understanding the Impact of Socio-Economic and Environmental Factors for Disease Outbreak in Developing Countries. 124-131 - Haifa Ben Saber, Mourad Elloumi:
An Enumerative Biclustering Algorithm for DNA Microarray Data. 132-138 - Hristijan Gjoreski, Matjaz Gams, Mitja Lustrek:
Human Activity Recognition: From Controlled Lab Experiments to Competitive Live Evaluation. 139-145 - Dmitriy A. Katz-Rogozhnikov, Dennis Wei, Gigi Y. Yuen-Reed, Karthikeyan Natesan Ramamurthy, Aleksandra Mojsilovic:
Toward Comprehensive Attribution of Healthcare Cost Changes. 146-155 - Nathan LaPierre, Huzefa Rangwala:
Predicting Clinical Phenotype Using OTU-Based Metagenome Representation. 156-163 - Minh Nguyen, Liyue Fan, Cyrus Shahabi:
Activity Recognition Using Wrist-Worn Sensors for Human Performance Evaluation. 164-169 - Mihir Shekhar, Veera Raghavendra Chikka, Lini T. Thomas, Sunil Mandhan, Kamalakar Karlapalem:
Identifying Medical Terms Related to Specific Diseases. 170-177 - Su-Jin Shin, Je-Yong Oh, Sungrae Park, Minki Kim, Il-Chul Moon:
Hierarchical Prescription Pattern Analysis with Symptom Labels. 178-187 - Christopher C. Yang, Haodong Yang:
Exploiting Social Media with Tensor Decomposition for Pharmacovigilance. 188-195 - Haodong Yang, Christopher C. Yang:
Mining a Weighted Heterogeneous Network Extracted from Healthcare-Specific Social Media for Identifying Interactions between Drugs. 196-203
Data Integration and Applications
- Cheng Chen, Daniel L. Pullen, Reed H. Petty, John R. Talburt:
Methodology for Large-Scale Entity Resolution without Pairwise Matching. 204-210 - Peter Christen, Ross W. Gayler:
Context-Aware Approximate String Matching for Large-Scale Real-Time Entity Resolution. 211-217 - Jeffrey Fisher, Qing Wang:
Unsupervised Measuring of Entity Resolution Consistency. 218-221 - Steven Ruggles, Tracy A. Kugler, Catherine A. Fitch, David C. Van Riper:
Terra Populus: Integrated Data on Population and Environment. 222-231 - Rainer Schnell, Christian Borgs:
Building a National Perinatal Data Base without the Use of Unique Personal Identifiers. 232-239 - Cong Shi, Rong Duan:
Multiresolution Mutual Information Method for Social Network Entity Resolution. 240-247 - Quanlong Zhang, Feng Li, Fang Wang, Zhoujun Li:
Named Entity Disambiguation Leveraging Multi-aspect Information. 248-255
Data Mining for Educational Assessment and Feedback
- Mi Fei, Dit-Yan Yeung:
Temporal Models for Predicting Student Dropout in Massive Open Online Courses. 256-263 - Yu Guo, Wanli Xing, Hee-Sun Lee:
Identifying Students' Mechanistic Explanations in Textual Responses to Science Questions with Association Rule Mining. 264-268 - Bryan Hooi, Hyun Ah Song, Evangelos E. Papalexakis, Rakesh Agrawal, Christos Faloutsos:
Education, Learning and Information Theory. 269-272 - Oscar Luaces, Jorge Díez, Amparo Alonso-Betanzos, Alicia Troncoso, Antonio Bahamonde:
Including Content-Based Methods in Peer-Assessment of Open-Response Questions. 273-279 - Fabian Zehner, Frank Goldhammer, Christine Salzer:
Using and Improving Coding Guides for and by Automatic Coding of PISA Short Text Responses. 280-287
Data Mining for Services
- Karan Kumar Budhraja, Tim Oates:
Adversarial Feature Selection. 288-294 - Xiang Cheng, Shuguang Zhu, Gang Chen, Sen Su:
Exploiting User Feedback for Expert Finding in Community Question Answering. 295-302 - Tian Huang, Yongxin Zhu, Yafei Wu, Weiwei Shi:
J-Distance Discord: An Improved Time Series Discord Definition and Discovery Method. 303-310 - Raja Rathnam Naidu Kanapaka, Raghu-Kisore Neelisetti:
A Stochastic Game Theoretic Model for Expanding ATM Services. 311-318 - Ying Li, Pavankumar Murali, Nan Shao, Anshul Sheopuri:
Applying Data Mining Techniques to Direct Marketing: Challenges and Solutions. 319-327 - Zhen Li, Katsutoshi Yada:
Why do Retailers End Price Promotions: A Study on Duration and Profit Effects of Promotion. 328-335 - Masumi Okuda, Akira Yasuda, Shusaku Tsumoto:
The Change of the Structure of Patient Satisfaction by Waiting Time, Length of Stay and Hospital Rebuilding in Japan. 336-344 - Karthikeyan Natesan Ramamurthy, Moninder Singh, Michael Davis, J. Alex Kevern, Uri Klein, Michael Peran:
Identifying Employees for Re-skilling Using an Analytics-Based Approach. 345-354 - Kazuki Taniguchi, Yuki Harada, Nguyen Tuan Duc:
Adslot Mining for Online Display Ads. 355-364 - Shusaku Tsumoto, Shoji Hirano:
Rule Mining Based on Nonmonotonic Rule Layers and Its Application to Medicine. 365-372 - Weidong Zhao, Ran Wu, Weihui Dai, Yonghui Dai:
Research Paper Recommendation Based on the Knowledge Gap. 373-380
Data Mining for Smart Cities
- Marc Le Goc, Fabien Barthelot, Eric Pascual:
Emergence of Regularities in the Stochastic Behavior of Human. 381-388 - Tengfei Liu, Xianghua Ding, Ning Gu:
A Generic Energy Disaggregation Approach: What and When Electrical Appliances are Used. 389-397 - Petar Mrazovic, Mihhail Matskin, Nima Dokoohaki:
Trajectory-Based Task Allocation for Reliable Mobile Crowd Sensing Systems. 398-406 - Dongxu Shao, Wei Wu, Shili Xiang, Yu Lu:
Estimating Taxi Demand-Supply Level Using Taxi Trajectory Data Stream. 407-413 - Ruiming Tang, Huayu Wu, Xiuqiang He, Stéphane Bressan:
Valuating Queries for Data Trading in Modern Cities. 414-421 - Liang Yu, Dongxu Shao, Huayu Wu:
Next Generation of Journey Planner in a Smart City. 422-429 - Yuxun Zhou, Dan Li, Costas J. Spanos:
Learning Optimization Friendly Comfort Model for HVAC Model Predictive Control. 430-439
Data Mining in Biomedical Informatics and Healthcare
- Tsu-Wei Chen, Meena Abdelmaseeh, Daniel W. Stashuk:
Affine and Regional Dynamic Time Warping. 440-448 - Samah Jamal Fodeh, Andrea L. Benin, Perry L. Miller, Kyle Lee, Michele Koss, Cynthia Brandt:
Laplacian SVM Based Feature Selection Improves Medical Event Reports Classification. 449-454 - Sarmad Istephan, Mohammad-Reza Siadat:
Extensible Query Framework for Unstructured Medical Data - A Big Data Approach. 455-462 - Brendan Kennedy, Miguel Carrazza, Alex Rasin, Jacob Furst, Daniela Stan Raicu:
Applying Association Rule Mining to Semantic Data in the Lung Image Database Consortium. 463-471 - Boshu Ru, Kimberly Harris, Lixia Yao:
A Content Analysis of Patient-Reported Medication Outcomes on Social Media. 472-479 - Emilio Soria-Olivas, José David Martín-Guerrero, Josep Redon, Maria Tellez-Plaza, Joan Vila-Francés:
Improving Mortality Prediction in Cardiovascular Risk Patients by Balancing Classes. 480-484
Data Mining in Networks
- Mustafa Coskun, Mehmet Koyutürk:
Link Prediction in Large Networks by Comparing the Global View of Nodes in the Network. 485-492 - Hugo Gualdron, Robson L. F. Cordeiro, José F. Rodrigues Jr.:
StructMatrix: Large-Scale Visualization of Graphs by Means of Structure Detection and Dense Matrices. 493-500 - Decebal Constantin Mocanu, Maria Torres Vega, Antonio Liotta:
Redundancy Reduction in Wireless Sensor Networks via Centrality Metrics. 501-507 - Ahsanur Rahman, Steve T. K. Jan, Hyunju Kim, B. Aditya Prakash, T. M. Murali:
Mining Unstable Communities from Network Ensembles. 508-515 - Anna Sapienza, André Panisson, Joseph Wu, Laetitia Gauvin, Ciro Cattuto:
Detecting Anomalies in Time-Varying Networks Using Tensor Decomposition. 516-523 - Saksham Singhal, Vikram Pudi:
Dispersion Based Similarity for Mining Similar Papers in Citation Network. 524-531 - Brian Thompson, James Abello:
Efficient and Time Scale-Invariant Detection of Correlated Activity in Communication Networks. 532-539 - Ketong Wang, Aaron Beach:
Email Engagement Segmentation Using Bipartite Graph Co-clustering. 540-546
Data Science and Big Data Analytics
- Wenjun Wang, W. Nick Street:
Finding Hierarchical Communities in Complex Networks Using Influence-Guided Label Propagation. 547-556 - Amani Al-Ghraibah, Laura E. Boucheron, R. T. James McAteer:
A Study of Feature Selection of Magnetogram Complexity Features in an Imbalanced Solar Flare Prediction Data-Set. 557-564 - Abdulrahman Alhamali, Nibal Salha, Raghid Morcel, Mazen Ezzeddine, Omar Hamdan, Haitham Akkary, Hazem M. Hajj:
FPGA-Accelerated Hadoop Cluster for Deep Learning Computations. 565-574 - Berkay Aydin, Rafal A. Angryk:
Spatiotemporal Frequent Pattern Mining on Solar Data: Current Algorithms and Future Directions. 575-581 - Juan M. Banda, Rafal A. Angryk:
Unsupervised Learning Techniques for Detection of Regions of Interest in Solar Images. 582-588 - Harish S. Bhat, Li-Hsuan Huang, Sebastian Rodriguez, Rick Dale, Evan Heit:
Citation Prediction Using Diverse Features. 589-596 - Christian Böhm, Claudia Plant:
Mining Massive Vector Data on Single Instruction Multiple Data Microarchitectures. 597-606 - Radha Chitta, Rong Jin, Anil K. Jain:
Stream Clustering: Efficient Kernel-Based Approximation Using Importance Sampling. 607-614 - Jie Ding, Mohammad Noshad, Vahid Tarokh:
Order Selection of Autoregressive Processes Using Bridge Criterion. 615-622 - Guansong Pang, Kai Ming Ting, David W. Albrecht:
LeSiNN: Detecting Anomalies by Identifying Least Similar Nearest Neighbours. 623-630 - Yelong Shen, Ruoming Jin, Jianshu Chen, Xiaodong He, Jianfeng Gao, Li Deng:
A Deep Embedding Model for Co-occurrence Learning. 631-638 - Noah Youngs, Dennis E. Shasha, Richard Bonneau:
Positive-Unlabeled Learning in the Face of Labeling Bias. 639-645
DAVA: DAta mining meets Visual Analytics at Big Data Era
- Yang Chen:
Visual Opinion Analysis of Threaded Discussions. 646-651 - Xianlin Hu, Leting Wu, Aidong Lu, Xintao Wu:
Block-Organized Topology Visualization for Visual Exploration of Signed Networks. 652-659 - Julia Camille L. Menchavez, Kurt J. P. Espinosa:
Fun in the Philippines: Automatic Identification and Sentiment Analysis of Tourism-Related Tweets. 660-667 - Geetika Sharma, Gautam Shroff, Aditeya Pandey, Brijendra Singh, Gunjan Sehgal, Kaushal Paneri, Puneet Agarwal:
Multi-sensor Visual Analytics Supported by Machine-Learning Models. 668-674 - Le Wang, Jiangtao Gong, Lei Shi:
OLAP Visual Analytics on Large Software Call Graphs with Hierarchical ChordMap. 675-679
Designing Safe and Secure Life on the Market of Data
- Akinori Abe:
The Role of Context in Abductive Reasoning and Context Retrieval from Clauses - Towards IMDJ. 680-686 - Yu-Sheng Chen, Lieu-Hen Chen, Yasufumi Takama:
Proposal of LDA-Based Sentiment Visualization of Hotel Reviews. 687-693 - Mamoru Emoto:
Extraction of Preference of Recipe Providers and Users on Recipe-Sharing Websites. 694-697 - Teruaki Hayashi:
Estimating Contextual Relationships of Stakeholders in Scenarios Using DBpedia. 698-705 - Iordanis Koutsopoulos, Aristides Gionis, Maria Halkidi:
Auctioning Data for Learning. 706-713 - Noriyuki Kushiro, Takuro Shimizu:
Extended Goal Graph: A Support Tool for Discovering Conflicts among Stakeholders and Promoting Requirements Elicitation with Goal Orientation. 714-721 - Naohiro Matsumura, Hideaki Takeda:
Shikake Data Market for Collaborative Shikake Creation. 722-727 - Jun Nakamura, Masahiko Teramoto:
Knowledge-Based Circulation Growth Model: Applying a Data Marketplace to Concept Design. 728-733 - Yukio Ohsawa:
Tangled String Diverted for Evaluating Stock Risks: A by Product of Innovators Marketplace on Data Jackets. 734-741 - Masahiko Teramoto, Jun Nakamura:
Application of Applied KOTO-FRAME to the Five-Story Pagoda Aseismatic Mechanism. 742-748 - Quexuan Zhang:
Data Jacket Retrieval Based on Explicit Semantic Analysis. 749-752
Environmental Acoustic Representation and Data Mining
- Randall Balestriero, Hervé Glotin:
Scattering Decomposition for Massive Signal Classification: From Theory to Fast Algorithm and Implementation with Validation on International Bioacoustic Benchmark. 753-761 - Xueyan Dong, Michael W. Towsey, Jinglan Zhang, Paul Roe:
Compact Features for Birdcall Retrieval from Environmental Acoustic Recordings. 762-767 - Peter J. Dugan, Holger Klinck, John A. Zollweg, Christopher W. Clark:
Data Mining Sound Archives: A New Scalable Algorithm for Parallel-Distributing Processing. 768-772 - Xavier Mouy, Pierre-Alain Mouy, David Hannay, Tom Dakin:
JMesh - A Scalable Web-Based Platform for Visualization and Mining of Passive Acoustic Data. 773-779 - Joseph Razik, Hervé Glotin, Maia Hoeberechts, Yann Doh, Sébastien Paris:
Sparse Coding for Efficient Bioacoustic Data Mining: Preliminary Application to Analysis of Whale Songs. 780-787 - Michael W. Towsey, Anthony M. Truskinger, Paul Roe:
The Navigation and Visualisation of Environmental Audio Using Zooming Spectrograms. 788-797 - Liang Zhang, Michael W. Towsey, Jinglan Zhang, Paul Roe:
Computer-Assisted Sampling of Acoustic Data for More Efficient Determination of Bird Species Richness. 798-805
Interdisciplinary Workshop on Big Data
- Alireza Chakeri, Lawrence O. Hall:
Large Data Clustering Using Quadratic Programming: A Comprehensive Quantitative Analysis. 806-813 - Julio Santisteban, Javier Tejada-Cárcamo:
Paradigmatic Clustering for NLP. 814-820 - Dominique Zosso, Braxton Osting, Stanley J. Osher:
A Dirichlet Energy Criterion for Graph-Based Image Segmentation. 821-830
High Dimensional Data Mining
- Emin Aksehirli, Siegfried Nijssen, Matthijs van Leeuwen, Bart Goethals:
Finding Subspace Clusters Using Ranked Neighborhoods. 831-838 - Daniele Apiletti, Elena Baralis, Tania Cerquitelli, Paolo Garza, Pietro Michiardi, Fabio Pulvirenti:
PaMPa-HD: A Parallel MapReduce-Based Frequent Pattern Miner for High-Dimensional Data. 839-846 - Fernando Benites, Elena P. Sapozhnikova:
HARAM: A Hierarchical ARAM Neural Network for Large-Scale Text Classification. 847-854 - Jean-Charles Lamirel, Pascal Cuxac:
New Quality Indexes for Optimal Clustering Model Identification with High Dimensional Data. 855-862 - Basarab Matei, Younès Bennani:
Pruned Simple Model Sets for Fast Exact Recovery of Image. 863-870 - Kaiyuan Wu, Zhiming Zheng:
Fast LMNN Algorithm through Random Sampling. 871-876
Information Analysis and Data Mining over Social Network
- Somayyeh Aghababaei, Masoud Makrehchi:
Temporal Topic Inference for Trend Prediction. 877-884 - Lu Deng, Yong Quan, Jing Xu, Jiuming Huang, Bin Zhou:
Topic Detection Based on User Intention. 885-891 - Lei Li, Qin Liang, Guanfeng Liu:
Ranking-Based Multi-source Rating Aggregation with Social Contexts. 892-899 - Xiaoming Li, Bin Wu, Qian Guo, Xuelin Zeng, Chuan Shi:
Dynamic Community Detection Algorithm Based on Incremental Identification. 900-907 - Ransen Niu, Sebastián Moreno, Jennifer Neville:
Analyzing the Transferability of Collective Inference Models Across Networks. 908-916 - Brian Thompson, Linda Ness, David Shallcross, Devasis Bassu:
Discovering Functional Communities in Social Media. 917-924