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18th KDD 2012: Beijing, China
- Qiang Yang, Deepak Agarwal, Jian Pei:

The 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD '12, Beijing, China, August 12-16, 2012. ACM 2012, ISBN 978-1-4503-1462-6
Keynote addresses
- Robin Li:

Nine real hard problems we'd like you to solve. 1 - Jiawei Han:

Mining heterogeneous information networks: the next frontier. 2-3 - Michael I. Jordan:

Divide-and-conquer and statistical inference for big data. 4 - Michael J. Kearns:

Experiments in social computation: (and the data they generate). 5
Research session a1: page rank and social networks
- Yasuko Matsubara, Yasushi Sakurai, B. Aditya Prakash, Lei Li

, Christos Faloutsos
:
Rise and fall patterns of information diffusion: model and implications. 6-14 - Yasuhiro Fujiwara, Makoto Nakatsuji, Takeshi Yamamuro, Hiroaki Shiokawa, Makoto Onizuka

:
Efficient personalized pagerank with accuracy assurance. 15-23 - Bahman Bahmani, Ravi Kumar, Mohammad Mahdian, Eli Upfal

:
PageRank on an evolving graph. 24-32 - Seth A. Myers, Chenguang Zhu, Jure Leskovec

:
Information diffusion and external influence in networks. 33-41 - Rob Patro, Geet Duggal, Emre Sefer

, Hao Wang, Darya Filippova, Carl Kingsford:
The missing models: a data-driven approach for learning how networks grow. 42-50
Research session a2: pattern mining
- Guimei Liu

, Haojun Zhang, Limsoon Wong
:
Finding minimum representative pattern sets. 51-59 - Kui Yu, Wei Ding

, Dan A. Simovici, Xindong Wu:
Mining emerging patterns by streaming feature selection. 60-68 - Mario Boley

, Sandy Moens, Thomas Gärtner
:
Linear space direct pattern sampling using coupling from the past. 69-77 - Cheng-Wei Wu, Bai-En Shie, Vincent S. Tseng, Philip S. Yu:

Mining top-K high utility itemsets. 78-86 - Geng Li, Mohammed J. Zaki

:
Sampling minimal frequent boolean (DNF) patterns. 87-95
Research session a3: probabilistic models
- Xu Chen, Mingyuan Zhou, Lawrence Carin

:
The contextual focused topic model. 96-104 - Issei Sato, Kenichi Kurihara, Hiroshi Nakagawa:

Practical collapsed variational bayes inference for hierarchical dirichlet process. 105-113 - Lei Han, Guojie Song, Gao Cong

, Kunqing Xie:
Overlapping decomposition for causal graphical modeling. 114-122 - Yu Wang, Eugene Agichtein, Michele Benzi

:
TM-LDA: efficient online modeling of latent topic transitions in social media. 123-131 - Stephan Günnemann, Ines Färber, Thomas Seidl

:
Multi-view clustering using mixture models in subspace projections. 132-140
Research session a4: supervised learning
- Te-Kang Jan, Da-Wei Wang, Chi-Hung Lin, Hsuan-Tien Lin

:
A simple methodology for soft cost-sensitive classification. 141-149 - Yin Lou, Rich Caruana, Johannes Gehrke:

Intelligible models for classification and regression. 150-158 - Hua Ouyang, Alexander G. Gray:

NASA: achieving lower regrets and faster rates via adaptive stepsizes. 159-167 - Thomas Ryan Hoens, Nitesh V. Chawla

:
Learning in non-stationary environments with class imbalance. 168-176 - Shin Matsushima, S. V. N. Vishwanathan, Alexander J. Smola:

Linear support vector machines via dual cached loops. 177-185
Industry/govt track a5: mobile computing
- Jing Yuan, Yu Zheng, Xing Xie

:
Discovering regions of different functions in a city using human mobility and POIs. 186-194 - Ling-Yin Wei, Yu Zheng, Wen-Chih Peng:

Constructing popular routes from uncertain trajectories. 195-203 - Kent Shi, Kamal Ali:

GetJar mobile application recommendations with very sparse datasets. 204-212 - Rui Chen, Benjamin C. M. Fung

, Bipin C. Desai
, Nériah M. Sossou:
Differentially private transit data publication: a case study on the montreal transportation system. 213-221
Asia-Pacific track a6: session 1
- Deyi Li:

Interaction and collective intelligence in internet computing. 222 - Masaru Kitsuregawa:

Building an engine for big data. 223 - Bo Zhang:

A new challenge of information processing under the 21st century. 224 - Geoff Holmes:

Developing data mining applications. 225
Research session b1: social opinions
- Yuandong Tian, Jun Zhu:

Learning from crowds in the presence of schools of thought. 226-234 - Anirban Dasgupta

, Ravi Kumar, D. Sivakumar:
Social sampling. 235-243 - Chunyan Wang, Mao Ye, Bernardo A. Huberman:

From user comments to on-line conversations. 244-252 - Jiliang Tang, Huiji Gao, Huan Liu, Atish Das Sarma:

eTrust: understanding trust evolution in an online world. 253-261
Research session b2: time series
- Thanawin Rakthanmanon, Bilson J. L. Campana, Abdullah Mueen, Gustavo E. A. P. A. Batista, M. Brandon Westover, Qiang Zhu, Jesin Zakaria, Eamonn J. Keogh:

Searching and mining trillions of time series subsequences under dynamic time warping. 262-270 - Yasuko Matsubara, Yasushi Sakurai, Christos Faloutsos

, Tomoharu Iwata, Masatoshi Yoshikawa:
Fast mining and forecasting of complex time-stamped events. 271-279 - Iyad Batal, Dmitriy Fradkin, James H. Harrison Jr., Fabian Moerchen, Milos Hauskrecht:

Mining recent temporal patterns for event detection in multivariate time series data. 280-288 - Jason Lines

, Luke M. Davis, Jon Hills, Anthony J. Bagnall:
A shapelet transform for time series classification. 289-297
Research session b3: matrices and tensors
- Yao Hu, Debing Zhang, Jun Liu, Jieping Ye, Xiaofei He:

Accelerated singular value thresholding for matrix completion. 298-306 - Liangda Li, Guy Lebanon, Haesun Park:

Fast bregman divergence NMF using taylor expansion and coordinate descent. 307-315 - U Kang, Evangelos E. Papalexakis

, Abhay Harpale
, Christos Faloutsos
:
GigaTensor: scaling tensor analysis up by 100 times - algorithms and discoveries. 316-324 - Jorge G. Silva, Lawrence Carin

:
Active learning for online bayesian matrix factorization. 325-333
Research session b4: unsupervised learning
- Shuiwang Ji

, Wenlu Zhang, Jun Liu:
A sparsity-inducing formulation for evolutionary co-clustering. 334-342 - So Hirai, Kenji Yamanishi

:
Detecting changes of clustering structures using normalized maximum likelihood coding. 343-351 - Stephan Günnemann, Ines Färber, Kittipat Virochsiri, Thomas Seidl

:
Subspace correlation clustering: finding locally correlated dimensions in subspace projections of the data. 352-360 - Claudia Plant

:
Dependency clustering across measurement scales. 361-369
Industry/govt track b5: social network analysis
- Xintian Yang, Amol Ghoting, Yiye Ruan, Srinivasan Parthasarathy

:
A framework for summarizing and analyzing twitter feeds. 370-378 - Xinfan Meng, Furu Wei, Xiaohua Liu, Ming Zhou, Sujian Li, Houfeng Wang:

Entity-centric topic-oriented opinion summarization in twitter. 379-387 - Wenjun Zhou

, Hongxia Jin, Yan Liu:
Community discovery and profiling with social messages. 388-396 - Ziad Al Bawab, George H. Mills, Jean-François Crespo:

Finding trending local topics in search queries for personalization of a recommendation system. 397-405
Industrial practice expo b6: session 1
- Yong Shi:

China's national personal credit scoring system: a real-life intelligent knowledge application. 406 - Rich Holada:

Maximizing return and minimizing cost with the right decision management systems. 407
Research session c1: social and web mining applications
- Theodoros Lappas

, George Valkanas, Dimitrios Gunopulos
:
Efficient and domain-invariant competitor mining. 408-416 - Peter Haider, Luca Chiarandini, Ulf Brefeld:

Discriminative clustering for market segmentation. 417-425 - Alex Beutel, B. Aditya Prakash, Roni Rosenfeld

, Christos Faloutsos
:
Interacting viruses in networks: can both survive? 426-434 - Rakesh Agrawal, Samuel Ieong:

Aggregating web offers to determine product prices. 435-443
Research session c2: event mining
- Zhenhui Li, Jingjing Wang, Jiawei Han:

Mining event periodicity from incomplete observations. 444-452 - Fei Wang, Noah Lee, Jianying Hu, Jimeng Sun

, Shahram Ebadollahi:
Towards heterogeneous temporal clinical event pattern discovery: a convolutional approach. 453-461 - Nikolaj Tatti

, Jilles Vreeken
:
The long and the short of it: summarising event sequences with serial episodes. 462-470 - Bruno Cadonna, Johann Gamper

, Michael H. Böhlen
:
Efficient event pattern matching with match windows. 471-479
Research session c3: matrix approximation
- Shuo Xiang, Yunzhang Zhu, Xiaotong Shen, Jieping Ye:

Optimal exact least squares rank minimization. 480-488 - Vikas Sindhwani, Amol Ghoting:

Large-scale distributed non-negative sparse coding and sparse dictionary learning. 489-497 - Ke Zhou, Hongyuan Zha:

Learning binary codes for collaborative filtering. 498-506 - Cho-Jui Hsieh, Kai-Yang Chiang, Inderjit S. Dhillon:

Low rank modeling of signed networks. 507-515
Research session c4: supervised learning with multivariate data
- Madeleine Seeland, Andreas Karwath

, Stefan Kramer:
A structural cluster kernel for learning on graphs. 516-524 - Sheng-Jun Huang, Yang Yu, Zhi-Hua Zhou:

Multi-label hypothesis reuse. 525-533 - Forrest Briggs, Xiaoli Z. Fern, Raviv Raich:

Rank-loss support instance machines for MIML instance annotation. 534-542 - Jintao Zhang, Jun Huan:

Inductive multi-task learning with multiple view data. 543-551
Industry/govt track c5: web applications
- Xinyu Xing, Yu-Li Liang, Sui Huang, Hanqiang Cheng, Richard Han

, Qin Lv, Xue Liu, Shivakant Mishra, Yi Zhu
:
Scalable misbehavior detection in online video chat services. 552-560 - Jun Zhang, Xiaoming Fan, Jianyong Wang, Lizhu Zhou:

Keyword-propagation-based information enriching and noise removal for web news videos. 561-569 - Lei Zhang, Linpeng Tang, Ping Luo, Enhong Chen, Limei Jiao, Min Wang, Guiquan Liu:

Harnessing the wisdom of the crowds for accurate web page clipping. 570-578 - Uwe F. Mayer:

Bootstrapped language identification for multi-site internet domains. 579-585
Industrial practice expo c6: session 2
- Wei-Ying Ma:

Semantic search and a new moore's law effect in knowledge engineering. 586 - Christian Posse:

Key lessons learned building recommender systems for large-scale social networks. 587
Research session a1: community mining
- Guan Wang, Yuchen Zhao, Xiaoxiao Shi

, Philip S. Yu:
Magnet community identification on social networks. 588-596 - David F. Gleich, C. Seshadhri:

Vertex neighborhoods, low conductance cuts, and good seeds for local community methods. 597-605 - Yu Zhang

, Dit-Yan Yeung:
Overlapping community detection via bounded nonnegative matrix tri-factorization. 606-614 - Michele Coscia, Giulio Rossetti

, Fosca Giannotti, Dino Pedreschi
:
DEMON: a local-first discovery method for overlapping communities. 615-623 - Bruno D. Abrahao, Sucheta Soundarajan, John E. Hopcroft, Robert Kleinberg:

On the separability of structural classes of communities. 624-632
Research session a2: sequential and spatio-temporal patterns
- Liang Tang, Tao Li, Larisa Shwartz:

Discovering lag intervals for temporal dependencies. 633-641 - Jaya Kawale, Snigdhansu Chatterjee

, Dominick Ormsby, Karsten Steinhaeuser, Stefan Liess
, Vipin Kumar:
Testing the significance of spatio-temporal teleconnection patterns. 642-650 - Jeffrey Chan

, Wei Liu, Christopher Leckie
, James Bailey, Kotagiri Ramamohanarao
:
SeqiBloc: mining multi-time spanning blockmodels in dynamic graphs. 651-659 - Junfu Yin, Zhigang Zheng, Longbing Cao

:
USpan: an efficient algorithm for mining high utility sequential patterns. 660-668 - Xuemei Liu, James Biagioni, Jakob Eriksson, Yin Wang, George Forman, Yanmin Zhu:

Mining large-scale, sparse GPS traces for map inference: comparison of approaches. 669-677
Research session a3: personalization and recommendation
- Khalid El-Arini, Ulrich Paquet, Ralf Herbrich, Jurgen Van Gael, Blaise Agüera y Arcas:

Transparent user models for personalization. 678-686 - Aristides Gionis, Theodoros Lappas

, Evimaria Terzi:
Estimating entity importance via counting set covers. 687-695 - Erheng Zhong, Wei Fan, Junwei Wang, Lei Xiao, Yong Li:

ComSoc: adaptive transfer of user behaviors over composite social network. 696-704 - Karthik Raman, Pannaga Shivaswamy, Thorsten Joachims:

Online learning to diversify from implicit feedback. 705-713 - Shuo Chen, Joshua L. Moore, Douglas R. Turnbull, Thorsten Joachims:

Playlist prediction via metric embedding. 714-722
Research session a4: supervised learning with auxilliary information
- Ming Ji, Binbin Lin, Xiaofei He, Deng Cai, Jiawei Han:

Parallel field ranking. 723-731 - Fanhua Shang, Licheng Jiao, Fei Wang:

Semi-supervised learning with mixed knowledge information. 732-740 - Rita Chattopadhyay, Zheng Wang, Wei Fan, Ian Davidson, Sethuraman Panchanathan, Jieping Ye:

Batch mode active sampling based on marginal probability distribution matching. 741-749 - Ashesh Jain, S. V. N. Vishwanathan, Manik Varma:

SPF-GMKL: generalized multiple kernel learning with a million kernels. 750-758 - Pavel P. Kuksa

, Vladimir Pavlovic
:
Efficient evaluation of large sequence kernels. 759-767
Industry/govt track a5: computational advertising
- Kuang-chih Lee, Burkay Orten, Ali Dasdan, Wentong Li:

Estimating conversion rate in display advertising from past erformance data. 768-776 - Haibin Cheng, Roelof van Zwol, Javad Azimi, Eren Manavoglu, Ruofei Zhang

, Yang Zhou, Vidhya Navalpakkam:
Multimedia features for click prediction of new ads in display advertising. 777-785 - Ron Kohavi, Alex Deng, Brian Frasca, Roger Longbotham, Toby Walker, Ya Xu:

Trustworthy online controlled experiments: five puzzling outcomes explained. 786-794 - Ye Chen, Tak W. Yan:

Position-normalized click prediction in search advertising. 795-803 - Claudia Perlich, Brian Dalessandro, Rod Hook, Ori Stitelman, Troy Raeder, Foster J. Provost:

Bid optimizing and inventory scoring in targeted online advertising. 804-812
Asia-Pacific track a6: session 2
- Jianzhong Li:

Algorithms for mining uncertain graph data. 813 - Paul Compton:

Experience with discovering knowledge by acquiring it. 814 - Naonori Ueda:

Bayesian relational data analysis. 815 - Zhongzhi Shi:

Cross-media knowledge discovery. 816
Research session b1: review, discussion, and q & a
- Sihong Xie

, Guan Wang, Shuyang Lin, Philip S. Yu:
Review spam detection via temporal pattern discovery. 823-831 - Theodoros Lappas

, Mark Crovella, Evimaria Terzi:
Selecting a characteristic set of reviews. 832-840 - Arjun Mukherjee, Bing Liu:

Mining contentions from discussions and debates. 841-849 - Ashton Anderson, Daniel P. Huttenlocher, Jon M. Kleinberg, Jure Leskovec

:
Discovering value from community activity on focused question answering sites: a case study of stack overflow. 850-858
Research session b2: outlier and intrusion detection
- Manish Gupta, Jing Gao, Yizhou Sun, Jiawei Han:

Integrating community matching and outlier detection for mining evolutionary community outliers. 859-867 - Wouter Duivesteijn, Ad Feelders, Arno J. Knobbe

:
Different slopes for different folks: mining for exceptional regression models with cook's distance. 868-876 - Ninh Pham

, Rasmus Pagh:
A near-linear time approximation algorithm for angle-based outlier detection in high-dimensional data. 877-885 - Qi Ding, Natallia Katenka, Paul Barford, Eric D. Kolaczyk, Mark Crovella:

Intrusion as (anti)social communication: characterization and detection. 886-894
Research session b3: feature selection
- Pinghua Gong, Jieping Ye, Changshui Zhang:

Robust multi-task feature learning. 895-903 - Jiliang Tang, Huan Liu:

Unsupervised feature selection for linked social media data. 904-912 - Adam Woznica, Phong Nguyen, Alexandros Kalousis:

Model mining for robust feature selection. 913-921 - Sen Yang, Lei Yuan, Ying-Cheng Lai, Xiaotong Shen, Peter Wonka, Jieping Ye:

Feature grouping and selection over an undirected graph. 922-930
Research session b4: nearest neighbors
- Parikshit Ram, Alexander G. Gray:

Maximum inner-product search using cone trees. 931-939 - Yi Zhen, Dit-Yan Yeung:

A probabilistic model for multimodal hash function learning. 940-948 - De-Nian Yang

, Chih-Ya Shen, Wang-Chien Lee, Ming-Syan Chen
:
On socio-spatial group query for location-based social networks. 949-957 - Caiming Xiong, David M. Johnson

, Ran Xu, Jason J. Corso
:
Random forests for metric learning with implicit pairwise position dependence. 958-966
Industry/govt track b5: business intelligence
- Rakesh Agrawal, Sunandan Chakraborty, Sreenivas Gollapudi, Anitha Kannan, Krishnaram Kenthapadi:

Empowering authors to diagnose comprehension burden in textbooks. 967-975 - Yin Song, Longbing Cao

, Xindong Wu, Gang Wei, Wu Ye, Wei Ding
:
Coupled behavior analysis for capturing coupling relationships in group-based market manipulations. 976-984 - Zhiang Wu, Junjie Wu, Jie Cao, Dacheng Tao

:
HySAD: a semi-supervised hybrid shilling attack detector for trustworthy product recommendation. 985-993 - Gowtham Bellala, Manish Marwah, Martin F. Arlitt, Geoff Lyon, Cullen E. Bash

:
Following the electrons: methods for power management in commercial buildings. 994-1002
Industrial practice expo B6: session 3
- Graham Williams:

Ensembles and model delivery for tax compliance. 1003 - Seymour Douglas:

Leveraging predictive modeling to reduce signal theft in a multi-service organization environment. 1004
Research session c1: team, trends, and social profiling
- Anirban Majumder, Samik Datta, K. V. M. Naidu:

Capacitated team formation problem on social networks. 1005-1013 - Diego Sáez-Trumper

, Giovanni Comarela, Virgílio A. F. Almeida, Ricardo Baeza-Yates
, Fabrício Benevenuto
:
Finding trendsetters in information networks. 1014-1022 - Rui Li, Shengjie Wang, Hongbo Deng, Rui Wang, Kevin Chen-Chuan Chang:

Towards social user profiling: unified and discriminative influence model for inferring home locations. 1023-1031 - Xingjie Liu, Qi He

, Yuanyuan Tian, Wang-Chien Lee, John McPherson, Jiawei Han:
Event-based social networks: linking the online and offline social worlds. 1032-1040
Research session c2: privacy
- Jaewoo Lee, Chris Clifton:

Differential identifiability. 1041-1049 - Mingqiang Xue, Panagiotis Karras, Chedy Raïssi, Jaideep Vaidya, Kian-Lee Tan

:
Anonymizing set-valued data by nonreciprocal recoding. 1050-1058 - Yan Zhou, Murat Kantarcioglu, Bhavani Thuraisingham, Bowei Xi:

Adversarial support vector machine learning. 1059-1067
Research session c3: supervised learning applications
- Gunhee Kim, Li Fei-Fei, Eric P. Xing:

Web image prediction using multivariate point processes. 1068-1076 - Guo-Xian Yu, Carlotta Domeniconi, Huzefa Rangwala, Guoji Zhang, Zhiwen Yu:

Transductive multi-label ensemble classification for protein function prediction. 1077-1085 - Lianghao Li, Xiaoming Jin, Sinno Jialin Pan

, Jian-Tao Sun:
Multi-domain active learning for text classification. 1086-1094 - Jiayu Zhou, Jun Liu, Vaibhav A. Narayan, Jieping Ye:

Modeling disease progression via fused sparse group lasso. 1095-1103
Research session c4: information extraction
- Alan Ritter, Mausam, Oren Etzioni, Sam Clark:

Open domain event extraction from twitter. 1104-1112 - Tantan Liu, Gagan Agrawal:

Stratified k-means clustering over a deep web data source. 1113-1121 - Dafna Shahaf, Carlos Guestrin, Eric Horvitz:

Metro maps of science. 1122-1130 - Kedar Bellare, Suresh Iyengar, Aditya G. Parameswaran

, Vibhor Rastogi:
Active sampling for entity matching. 1131-1139
Industry/govt track c5: medical informatics
- Yi Mao, Wenlin Chen, Yixin Chen, Chenyang Lu, Marin Kollef, Thomas C. Bailey:

An integrated data mining approach to real-time clinical monitoring and deterioration warning. 1140-1148 - Lei Yuan, Yalin Wang

, Paul M. Thompson, Vaibhav A. Narayan, Jieping Ye:
Multi-source learning for joint analysis of incomplete multi-modality neuroimaging data. 1149-1157 - Ilari Shafer, Kai Ren, Vishnu Naresh Boddeti, Yoshihisa Abe, Gregory R. Ganger, Christos Faloutsos

:
RainMon: an integrated approach to mining bursty timeseries monitoring data. 1158-1166 - Parikshit Sondhi, Jimeng Sun

, Hanghang Tong
, ChengXiang Zhai:
SympGraph: a framework for mining clinical notes through symptom relation graphs. 1167-1175
Industrial practice expo c6: session 4
- Chih-Jen Lin:

Experiences and lessons in developing industry-strength machine learning and data mining software. 1176
Research session a1: ads and video recommendation
- Weinan Zhang, Ying Zhang, Bin Gao, Yong Yu, Xiaojie Yuan, Tie-Yan Liu:

Joint optimization of bid and budget allocation in sponsored search. 1177-1185 - Youmna Borghol, Sebastien Ardon, Niklas Carlsson, Derek L. Eager, Anirban Mahanti:

The untold story of the clones: content-agnostic factors that impact YouTube video popularity. 1186-1194 - Vijay Bharadwaj, Peiji Chen, Wenjing Ma, Chandrashekhar Nagarajan, John A. Tomlin, Sergei Vassilvitskii, Erik Vee, Jian Yang:

SHALE: an efficient algorithm for allocation of guaranteed display advertising. 1195-1203 - Neha Gupta, Abhimanyu Das, Sandeep Pandey, Vijay K. Narayanan:

Factoring past exposure in display advertising targeting. 1204-1212 - Anand Bhalgat, Jon Feldman, Vahab S. Mirrokni:

Online allocation of display ads with smooth delivery. 1213-1221
Research session a2: graph mining
- Isabelle Stanton, Gabriel Kliot:

Streaming graph partitioning for large distributed graphs. 1222-1230 - Keith Henderson, Brian Gallagher

, Tina Eliassi-Rad, Hanghang Tong
, Sugato Basu, Leman Akoglu, Danai Koutra
, Christos Faloutsos
, Lei Li:
RolX: structural role extraction & mining in large graphs. 1231-1239 - James Cheng, Linhong Zhu, Yiping Ke

, Shumo Chu:
Fast algorithms for maximal clique enumeration with limited memory. 1240-1248 - Jing Feng, Xiao He, Bettina Konte, Christian Böhm, Claudia Plant

:
Summarization-based mining bipartite graphs. 1249-1257 - Brigitte Boden, Stephan Günnemann, Holger Hoffmann, Thomas Seidl

:
Mining coherent subgraphs in multi-layer graphs with edge labels. 1258-1266
Research session a3: recommendation
- Xiwang Yang, Harald Steck, Yong Liu

:
Circle-based recommendation in online social networks. 1267-1275 - Wei Feng, Jianyong Wang:

Incorporating heterogeneous information for personalized tag recommendation in social tagging systems. 1276-1284 - Jie Tang, Sen Wu, Jimeng Sun

, Hang Su:
Cross-domain collaboration recommendation. 1285-1293 - Amit Goyal, Laks V. S. Lakshmanan:

RecMax: exploiting recommender systems for fun and profit. 1294-1302 - Yelong Shen, Ruoming Jin:

Learning personal + social latent factor model for social recommendation. 1303-1311
Research session a4: clustering
- Ian Davidson:

Two approaches to understanding when constraints help clustering. 1312-1320 - Francesco Bonchi, Aristides Gionis, Francesco Gullo

, Antti Ukkonen:
Chromatic correlation clustering. 1321-1329 - Carlos D. Correa, Peter Lindstrom

:
Locally-scaled spectral clustering using empty region graphs. 1330-1338 - Fabian L. Wauthier, Nebojsa Jojic, Michael I. Jordan

:
Active spectral clustering via iterative uncertainty reduction. 1339-1347 - Yizhou Sun, Brandon Norick, Jiawei Han, Xifeng Yan, Philip S. Yu, Xiao Yu:

Integrating meta-path selection with user-guided object clustering in heterogeneous information networks. 1348-1356
Industry/govt track a5: intelligent systems
- Troy Raeder, Ori Stitelman, Brian Dalessandro, Claudia Perlich, Foster J. Provost:

Design principles of massive, robust prediction systems. 1357-1365 - Jie Tang, Bo Wang, Yang Yang, Po Hu, Yanting Zhao, Xinyu Yan, Bo Gao, Minlie Huang, Peng Xu, Weichang Li, Adam K. Usadi:

PatentMiner: topic-driven patent analysis and mining. 1366-1374 - Mahmud Shahriar Hossain, Patrick Butler, Arnold P. Boedihardjo, Naren Ramakrishnan

:
Storytelling in entity networks to support intelligence analysts. 1375-1383 - Kaushik Chakrabarti, Surajit Chaudhuri, Tao Cheng, Dong Xin:

A framework for robust discovery of entity synonyms. 1384-1392 - Shivali Agarwal, Renuka Sindhgatta

, Bikram Sengupta:
SmartDispatch: enabling efficient ticket dispatch in an IT service environment. 1393-1401
Asia-Pacific track a6: session 3
- Aoying Zhou, Weining Qian, Haixin Ma:

Social media data analysis for revealing collective behaviors. 1402 - Ming-Syan Chen:

Information processing in social networks. 1403 - Gordon Sun:

Understanding users' satisfaction for search engine evaluation. 1404 - Cuiping Li:

Similarity search in real world networks. 1405
Research session b1: keywords and documents
- Guy Halawi, Gideon Dror, Evgeniy Gabrilovich

, Yehuda Koren:
Large-scale learning of word relatedness with constraints. 1406-1414 - Gengxin Miao, Ziyu Guan, Louise E. Moser, Xifeng Yan, Shu Tao, Nikos Anerousis, Jimeng Sun

:
Latent association analysis of document pairs. 1415-1423 - Wei Shen, Jianyong Wang, Ping Luo, Min Wang:

LIEGE: : link entities in web lists with knowledge base. 1424-1432 - Xueqing Liu, Yangqiu Song

, Shixia Liu, Haixun Wang:
Automatic taxonomy construction from keywords. 1433-1441
Research session b2: patterns
- Henrik Großkreutz, Daniel Paurat, Stefan Rüping:

An enhanced relevance criterion for more concise supervised pattern discovery. 1442-1450 - Pratanu Roy, Jens Teubner, Gustavo Alonso:

Efficient frequent item counting in multi-core hardware. 1451-1459 - Michel Speiser

, Gianluca Antonini, Abderrahim Labbi, Juliana Sutanto:
On nested palindromes in clickstream data. 1460-1468
Research session b3: spatial and pattern recognition
- Qiang Zhang, Baoxin Li:

Mining discriminative components with low-rank and sparsity constraints for face recognition. 1469-1477 - William B. March, Andrew J. Connolly

, Alexander G. Gray:
Fast algorithms for comprehensive n-point correlation estimates. 1478-1486 - You Wu

, Pankaj K. Agarwal, Chengkai Li, Jun Yang, Cong Yu:
On "one of the few" objects. 1487-1495
Demonstration track
- Le Yu, Jian Zheng, Wei Chong Shen, Bin Wu, Bai Wang, Long Qian, Bo Ren Zhang:

BC-PDM: data mining, social network analysis and text mining system based on cloud computing. 1496-1499 - Xiao Yu, Yizhou Sun, Peixiang Zhao, Jiawei Han:

Query-driven discovery of semantically similar substructures in heterogeneous networks. 1500-1503 - Dan Olteanu, Sebastiaan J. van Schaik:

DAGger: clustering correlated uncertain data (to predict asset failure in energy networks). 1504-1507 - Yongxin Tong

, Lei Chen
, Philip S. Yu:
UFIMT: an uncertain frequent itemset mining toolbox. 1508-1511 - Christos Giatsidis, Klaus Berberich, Dimitrios M. Thilikos, Michalis Vazirgiannis:

Visual exploration of collaboration networks based on graph degeneracy. 1512-1515 - Duen Horng Chau

, Leman Akoglu, Jilles Vreeken
, Hanghang Tong
, Christos Faloutsos
:
TourViz: interactive visualization of connection pathways in large graphs. 1516-1519 - Claudio Schifanella, Luigi Di Caro

, Mario Cataldi, Marie-Aude Aufaure:
D-INDEX: a web environment for analyzing dependences among scientific collaborators. 1520-1523 - Hung-Hsuan Chen, Yan-Bin Ciou, Shou-De Lin

:
Information propagation game: a tool to acquire humanplaying data for multiplayer influence maximization on social networks. 1524-1527 - Jichang Zhao

, Li Dong, Junjie Wu, Ke Xu:
MoodLens: an emoticon-based sentiment analysis system for chinese tweets. 1528-1531 - Phil Tian, Addicam V. Sanjay, Kunapareddy Chiranjeevi, Shahzad Malik Malik:

Intelligent advertising framework for digital signage. 1532-1535 - Guimei Liu

, Andre Suchitra, Haojun Zhang, Mengling Feng, See-Kiong Ng, Limsoon Wong
:
AssocExplorer: an association rule visualization system for exploratory data analysis. 1536-1539 - Youngwoo Kim

, Jinha Kim, Hwanjo Yu:
GeoSearch: georeferenced video retrieval system. 1540-1543 - Esther Galbrun, Pauli Miettinen

:
Siren: an interactive tool for mining and visualizing geospatial redescriptions. 1544-1547 - Shamanth Kumar, Fred Morstatter, Grant Marshall, Huan Liu, Ullas Nambiar:

Navigating information facets on twitter (NIF-T). 1548-1551 - Chuan Shi, Chong Zhou, Xiangnan Kong, Philip S. Yu, Gang Liu, Bai Wang:

HeteRecom: a semantic-based recommendation systemin heterogeneous networks. 1552-1555 - Yusheng Xie, Daniel Honbo, Alok N. Choudhary, Kunpeng Zhang, Yu Cheng, Ankit Agrawal

:
VOXSUP: a social engagement framework. 1556-1559 - Zhixian Zhang, Kenny Qili Zhu, Haixun Wang:

A system for extracting top-K lists from the web. 1560-1563 - Dongdong Shan, Wayne Xin Zhao, Rishan Chen, Baihan Shu, Ziqi Wang, Junjie Yao, Hongfei Yan, Xiaoming Li:

EventSearch: a system for event discovery and retrieval on multi-type historical data. 1564-1567 - Cheng-Te Li, Shou-De Lin

:
EvaPlanner: an evacuation planner with social-based flocking kinetics. 1568-1571 - Jinoh Oh, Taehoon Kim, Sun Park, Hwanjo Yu:

PubMed search and exploration with real-time semantic network construction. 1572-1575

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