http://arnetminer.org/LDMTA2010 The 2nd Workshop on Large-scale Data Mining: Theory and Applications (LDMTA 2010) in conjunction with SIGKDD2010, July 25©\28, 2010, Washington, DC,USA. Theme and Topics Due to the explosion of various data, there has been an increasing demand for scalable machine learning and data mining algorithms in many applications, such as medical informatics, telecommunications, social network analysis, and e-commerce. We are interested in investigating the scalability and efficiency of existing machine learning and data mining algorithms with respect to both theoretical and experimental perspectives. We seek papers in the following topics: * Methodologies or systems on large-scale data mining; * Scalable data mining algorithms and systems over multiple (heterogeneous) data sources; * Scalable data preprocessing and cleaning techniques; * Scalable mining systems in finance, sciences, retail, e-commerce; * Emerging applications of large-scale data mining, such as climate modeling, medical informatics; * Empirical study of data mining algorithms and applications; * Parallel data mining methods and applications; * Web mining and social search applications. Invited Speaker David A. Ferruchi, Department Group Manager IBM T.J. Watson Research Center Robert Grossman, Professor University of Illinois at Chicago (UIC) Important Date * Submission deadline: May 10th, 2010 * Review period: approximately 3 weeks * Notification date: May 25th, 2010 * Final version submission date: May 28th, 2010 Submissions Please prepare your paper not more than 10 pages in PDF file, Prepare your paper not more than 10 pages in PDF file, with ACM camera©\ready template:http://www.acm.org/sigs/pubs/proceed/template.html. All papers must be submitted in Adobe Portable Document Format (PDF). Please ensure that any special fonts used are included in the submitted documents. Please use the following link to submit your paper here. http://www.easychair.org/conferences/ conf=kddldmta2010 If you cannot submit there, please send to us by email Workshop Co-Chairs * Chid Apte, IBM TJ Watson, apte@us.ibm.com * Yan Liu, IBM TJ Watson, liuya@us.ibm.com * Jimeng Sun, IBM TJ Watson, jimeng@us.ibm.com * Jie Tang, Tsinghua University, jietang@tsinghua.edu.cn Steering Committee * Christos Falutosos, Carnegie Mellon University, * Robert Grossman, University of Chicago * Jiawei Han, University of Illinois at Urbana-Champaign Program Committee * Petros Drineas, RPI * Daniel Dunlavy, Sandia National Laboratories * Tamara Kolda, Sandia National Labs * Yu-Ru Lin,Arizona State University * Hanghang Tong,Carnegie Mellon University * Fei Wang, Florida University * Xifeng Yan, University of California, San Babara * Jeffrey Yu, Chinese University of Hong Kong Contact us Yan Liu, IBM TJ Watson Research Center, liuya@us.ibm.com, 1-914-945-2128