数据挖掘方面重要会议的最佳paper集合

数据挖掘方面重要会议的最佳paper集合，兴许将陆续分析一下内容：

主要有KDD、SIGMOD、VLDB、ICML、SIGIR

KDD (Data Mining)
2013	Simple and Deterministic Matrix Sketching	Edo Liberty, Yahoo! Research
2012	Searching and Mining Trillions of Time Series Subsequences under Dynamic Time Warping	Thanawin Rakthanmanon, University of California Riverside; et al.
2011	Leakage in Data Mining: Formulation, Detection, and Avoidance	Shachar Kaufman, Tel-Aviv University; et al.
2010	Large linear classification when data cannot fit in memory	Hsiang-Fu Yu, National Taiwan University; et al.
	Connecting the dots between news articles	Dafna Shahaf & Carlos Guestrin, Carnegie Mellon University
2009	Collaborative Filtering with Temporal Dynamics	Yehuda Koren, Yahoo! Research
2008	Fastanova: an efficient algorithm for genome-wide association study	Xiang Zhang, University of North Carolina at Chapel Hill; et al.
2007	Predictive discrete latent factor models for large scale dyadic data	Deepak Agarwal & Srujana Merugu, Yahoo! Research
2006	Training linear SVMs in linear time	Thorsten Joachims, Cornell University
2005	Graphs over time: densification laws, shrinking diameters and possible explanations	Jure Leskovec, Carnegie Mellon University; et al.
2004	A probabilistic framework for semi-supervised clustering	Sugato Basu, University of Texas at Austin; et al.
2003	Maximizing the spread of influence through a social network	David Kempe, Cornell University; et al.
2002	Pattern discovery in sequences under a Markov assumption	Darya Chudova & Padhraic Smyth, University of California Irvine
2001	Robust space transformations for distance-based operations	Edwin M. Knorr, University of British Columbia; et al.
2000	Hancock: a language for extracting signatures from data streams	Corinna Cortes, AT&T Laboratories; et al.
1999	MetaCost: a general method for making classifiers cost-sensitive	Pedro Domingos, Universidade Técnica de Lisboa
1998	Occam's Two Razors: The Sharp and the Blunt	Pedro Domingos, Universidade Técnica de Lisboa
1997	Analysis and Visualization of Classifier Performance: Comparison under Imprecise Class and Cost Di...	Foster Provost & Tom Fawcett, NYNEX Science and Technology

SIGMOD (Databases)
2013	Massive Graph Triangulation	Xiaocheng Hu, The Chinese University of Hong Kong; et al.
2012	High-Performance Complex Event Processing over XML Streams	Barzan Mozafari, Massachusetts Institute of Technology; et al.
2011	Entangled Queries: Enabling Declarative Data-Driven Coordination	Nitin Gupta, Cornell University; et al.
2010	FAST: fast architecture sensitive tree search on modern CPUs and GPUs	Changkyu Kim, Intel; et al.
2009	Generating example data for dataflow programs	Christopher Olston, Yahoo! Research; et al.
2008	Serializable isolation for snapshot databases	Michael J. Cahill, University of Sydney; et al.
	Scalable Network Distance Browsing in Spatial Databases	Hanan Samet, University of Maryland; et al.
2007	Compiling mappings to bridge applications and databases	Sergey Melnik, Microsoft Research; et al.
	Scalable Approximate Query Processing with the DBO Engine	Christopher Jermaine, University of Florida; et al.
2006	To search or to crawl?: towards a query optimizer for text-centric tasks	Panagiotis G. Ipeirotis, New York University; et al.
2004	Indexing spatio-temporal trajectories with Chebyshev polynomials	Yuhan Cai & Raymond T. Ng, University of British Columbia
2003	Spreadsheets in RDBMS for OLAP	Andrew Witkowski, Oracle; et al.
2001	Locally adaptive dimensionality reduction for indexing large time series databases	Eamonn Keogh, University of California Irvine; et al.
2000	XMill: an efficient compressor for XML data	Hartmut Liefke, University of Pennsylvania Dan Suciu, AT&T Laboratories
1999	DynaMat: a dynamic view management system for data warehouses	Yannis Kotidis & Nick Roussopoulos, University of Maryland
1998	Efficient transparent application recovery in client-server information systems	David Lomet & Gerhard Weikum, Microsoft Research
	Integrating association rule mining with relational database systems: alternatives and implications	Sunita Sarawagi, IBM Research; et al.
1997	Fast parallel similarity search in multimedia databases	Stefan Berchtold, University of Munich; et al.
1996	Implementing data cubes efficiently	Venky Harinarayan, Stanford University; et al.

VLDB (Databases)
2013	DisC Diversity: Result Diversification based on Dissimilarity and Coverage	Marina Drosou & Evaggelia Pitoura, University of Ioannina
2012	Dense Subgraph Maintenance under Streaming Edge Weight Updates for Real-time Story Identification	Albert Angel, University of Toronto; et al.
2011	RemusDB: Transparent High-Availability for Database Systems	Umar Farooq Minhas, University of Waterloo; et al.
2010	Towards Certain Fixes with Editing Rules and Master Data	Shuai Ma, University of Edinburgh; et al.
2009	A Unified Approach to Ranking in Probabilistic Databases	Jian Li, University of Maryland; et al.
2008	Finding Frequent Items in Data Streams	Graham Cormode & Marios Hadjieleftheriou, AT&T Laboratories
	Constrained Physical Design Tuning	Nicolas Bruno & Surajit Chaudhuri, Microsoft Research
2007	Scalable Semantic Web Data Management Using Vertical Partitioning	Daniel J. Abadi, Massachusetts Institute of Technology; et al.
2006	Trustworthy Keyword Search for Regulatory-Compliant Records Retention	Soumyadeb Mitra, University of Illinois at Urbana-Champaign; et al.
2005	Cache-conscious Frequent Pattern Mining on a Modern Processor	Amol Ghoting, Ohio State University; et al.
2004	Model-Driven Data Acquisition in Sensor Networks	Amol Deshpande, University of California Berkeley; et al.
2001	Weaving Relations for Cache Performance	Anastassia Ailamaki, Carnegie Mellon University; et al.
1997	Integrating Reliable Memory in Databases	Wee Teck Ng & Peter M. Chen, University of Michigan

ICML (Machine Learning)
2013	Vanishing Component Analysis	Roi Livni, The Hebrew University of Jerusalum; et al.
	Fast Semidifferential-based Submodular Function Optimization	Rishabh Iyer, University of Washington; et al.
2012	Bayesian Posterior Sampling via Stochastic Gradient Fisher Scoring	Sungjin Ahn, University of California Irvine; et al.
2011	Computational Rationalization: The Inverse Equilibrium Problem	Kevin Waugh, Carnegie Mellon University; et al.
2010	Hilbert Space Embeddings of Hidden Markov Models	Le Song, Carnegie Mellon University; et al.
2009	Structure preserving embedding	Blake Shaw & Tony Jebara, Columbia University
2008	SVM Optimization: Inverse Dependence on Training Set Size	Shai Shalev-Shwartz & Nathan Srebro, Toyota Technological Institute at Chicago
2007	Information-theoretic metric learning	Jason V. Davis, University of Texas at Austin; et al.
2006	Trading convexity for scalability	Ronan Collobert, NEC Labs America; et al.
2005	A support vector method for multivariate performance measures	Thorsten Joachims, Cornell University
1999	Least-Squares Temporal Difference Learning	Justin A. Boyan, NASA Ames Research Center

SIGIR (Information Retrieval)
2013	Beliefs and Biases in Web Search	Ryen W. White, Microsoft Research
2012	Time-Based Calibration of Effectiveness Measures	Mark Smucker & Charles Clarke, University of Waterloo
2011	Find It If You Can: A Game for Modeling Different Types of Web Search Success Using Interaction Data	Mikhail Ageev, Moscow State University; et al.
2010	Assessing the Scenic Route: Measuring the Value of Search Trails in Web Logs	Ryen W. White, Microsoft Research Jeff Huang, University of Washington
2009	Sources of evidence for vertical selection	Jaime Arguello, Carnegie Mellon University; et al.
2008	Algorithmic Mediation for Collaborative Exploratory Search	Jeremy Pickens, FX Palo Alto Lab; et al.
2007	Studying the Use of Popular Destinations to Enhance Web Search Interaction	Ryen W. White, Microsoft Research; et al.
2006	Minimal Test Collections for Retrieval Evaluation	Ben Carterette, University of Massachusetts Amherst; et al.
2005	Learning to estimate query difficulty: including applications to missing content detection and dis...	Elad Yom-Tov, IBM Research; et al.
2004	A Formal Study of Information Retrieval Heuristics	Hui Fang, University of Illinois at Urbana-Champaign; et al.
2003	Re-examining the potential effectiveness of interactive query expansion	Ian Ruthven, University of Strathclyde
2002	Novelty and redundancy detection in adaptive filtering	Yi Zhang, Carnegie Mellon University; et al.
2001	Temporal summaries of new topics	James Allan, University of Massachusetts Amherst; et al.
2000	IR evaluation methods for retrieving highly relevant documents	Kalervo Järvelin & Jaana Kekäläinen, University of Tampere
1999	Cross-language information retrieval based on parallel texts and automatic mining of parallel text...	Jian-Yun Nie, Université de Montréal; et al.
1998	A theory of term weighting based on exploratory data analysis	Warren R. Greiff, University of Massachusetts Amherst
1997	Feature selection, perceptron learning, and a usability case study for text categorization	Hwee Tou Ng, DSO National Laboratories; et al.
1996	Retrieving spoken documents by combining multiple index sources	Gareth Jones, University of Cambridge; et al.

推荐一个站点，感谢作者的努力搜集，主要是各种顶级会议的最佳论文集合。

http://jeffhuang.com/best_paper_awards.html