| Year | Title | Authors |
|---|---|---|
| 2018 | Adversarial Attacks on Neural Networks for Graph Data | Daniel Zügner, Technical University of Munich Amir Akbarnejad, Technical University of Munich Stephan Günnemann, Technical University of Munich |
| 2017 | Accelerating Innovation Through Analogy Mining | Tom Hope, Hebrew University of Jerusalem Joel Chan, Carnegie Mellon University Aniket Kittur, Carnegie Mellon University Dafna Shahaf, Hebrew University of Jerusalem |
| 2016 | FRAUDAR: Bounding Graph Fraud in the Face of Camouflage | Bryan Hooi, Carnegie Mellon University Hyun Ah Song, Carnegie Mellon University Alex Beutel, Carnegie Mellon University Neil Shah, Carnegie Mellon University Kijung Shin, Carnegie Mellon University Christos Faloutsos, Carnegie Mellon University |
| 2015 | Efficient Algorithms for Public-Private Social Networks | Flavio Chierichetti, Sapienza University of Rome Alessandro Epasto, Brown University Ravi Kumar, Google Silvio Lattanzi, Google Vahab Mirrokni, Google |
| 2014 | Reducing the Sampling Complexity of Topic Models | Aaron Li, Carnegie Mellon University Amr Ahmed, Google Sujith Ravi, Google Alexander Smola, Carnegie Mellon University |
| 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 Bilson Campana, University of California Riverside Abdullah Mueen, University of California Riverside Gustavo Batista, University of São Paulo Brandon Westover, Brigham and Women’s Hospital Qiang Zhu, University of California Riverside Jesin Zakaria, University of California Riverside Eamonn Keogh, University of California Riverside |
| 2011 | Leakage in Data Mining: Formulation, Detection, and Avoidance | Shachar Kaufman, Tel-Aviv University Saharon Rosset, Tel-Aviv University Claudia Perlich, Media6Degrees |
| 2010 | Large linear classification when data cannot fit in memory | Hsiang-Fu Yu, National Taiwan University Cho-Jui Hsieh, National Taiwan University Kai-Wei Chang, National Taiwan University Chih-Jen Lin, National Taiwan University |
| 2010 | 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 Fei Zou, University of North Carolina at Chapel Hill Wei Wang, University of North Carolina at Chapel Hill |
| 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 Jon Kleinberg, Cornell University Christos Faloutsos, Carnegie Mellon University |
| 2004 | A probabilistic framework for semi-supervised clustering | Sugato Basu, University of Texas at Austin Mikhail Bilenko, University of Texas at Austin Raymond J. Mooney, University of Texas at Austin |
| 2003 | Maximizing the spread of influence through a social network | David Kempe, Cornell University Jon Kleinberg, Cornell University Éva Tardos, Cornell University |
| 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 Raymond T. Ng, University of British Columbia Ruben H. Zamar, University of British Columbia |
| 2000 | Hancock: a language for extracting signatures from data streams | Corinna Cortes, AT&T Laboratories Kathleen Fisher, AT&T Laboratories Daryl Pregibon, AT&T Laboratories Anne Rogers, AT&T Laboratories |
| 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 Distributions | Foster Provost & Tom Fawcett, NYNEX Science and Technology |
