Synthesis Lectures on Data Mining and Knowledge Discovery
Synthesis Lectures on Data Mining and Knowledge Discovery
Morgan & Claypool Publishers
Editors
Jiawei Han, University of Illinois at Urbana-Champaign
Lise Getoor, University of California Santa Cruz
Wei Wang, University of North Carolina, Chapel Hill
Johannes Gehrke, Cornell University
Robert Grossman, University of Chicago
Synthesis Lectures on Data Mining and Knowledge Discovery is edited by Jiawei Han, Lise Getoor, Wei Wang, Johannes Gehrke, and Robert Grossman. The series publishes 50- to 150-page publications on topics pertaining to data mining, web mining, text mining, and knowledge discovery, including tutorials and case studies. Potential topics include: data mining algorithms, innovative data mining applications, data mining systems, mining text, web and semi-structured data, high performance and parallel/distributed data mining, data mining standards, data mining and knowledge discovery framework and process, data mining foundations, mining data streams and sensor data, mining multi-media data, mining social networks and graph data, mining spatial and temporal data, pre-processing and post-processing in data mining, robust and scalable statistical methods, security, privacy, and adversarial data mining, visual data mining, visual analytics, and data visualization.
Series ISSNs: 2151-0067 (print) and 2151-0075 (electronic)
Lectures available online
-What is RSS? Exploratory Causal Analysis with Time Series Data James M. McCracken March 2016
Abstract | PDF (2176 KB) | PDF Plus (2305 KB)
– Mining Human Mobility in Location-Based Social Networks Huiji Gao , Huan Liu April 2015
Abstract | PDF (3241 KB) | PDF Plus (2577 KB)
– Mining Latent Entity Structures Chi Wang , Jiawei Han March 2015
Abstract | PDF (4239 KB) | PDF Plus (4240 KB) | Supplementary Material
– Probabilistic Approaches to Recommendations Nicola Barbieri, Giuseppe Manco, Ettore Ritacco May 2014
Abstract | PDF (17656 KB) | PDF Plus (6480 KB) | Supplementary Material
– Outlier Detection for Temporal Data Manish Gupta, Jing Gao, Charu Aggarwal, Jiawei Han March 2014
Abstract | PDF (9859 KB) | PDF Plus (3504 KB) | Supplementary Material
– Provenance Data in Social Media Geoffrey Barbier , Zhuo Feng , Pritam Gundecha , Huan Liu May 2013
Abstract | PDF (2919 KB) | PDF Plus (2637 KB) | Supplementary Material
-Graph Mining: Laws, Tools, and Case Studies Chakrabarti, C. Faloutsos October 2012
Abstract | PDF (4543 KB) | PDF Plus (3569 KB)
– Mining Heterogeneous Information Networks: Principles and Methodologies Yizhou Sun, Jiawei Han July 2012
Abstract | PDF (2413 KB) | PDF Plus (2326 KB)
-Privacy in Social Networks Elena Zheleva, Evimaria Terzi, Lise Getoor March 2012
Abstract | PDF (2701 KB) | PDF Plus (1025 KB)
– Community Detection and Mining in Social Media Lei Tang, Huan Liu 2010
Abstract | PDF (1657 KB) | PDF Plus (1699 KB)
– Ensemble Methods in Data Mining: Improving Accuracy Through Combining Predictions Giovanni Seni, John F. Elder 2010
Abstract | PDF (2688 KB) | PDF Plus (2639 KB)
-Modeling and Data Mining in Blogosphere Nitin Agarwal , Huan Liu 2009