From data mining to knowledge discovery: An overview. UM Fayyad, G Piatetsky-Shapiro, P Smyth Advances in Knowledge Discovery and Data Mining, 1-34, 1996 | 20397* | 1996 |
Principles of Data Mining DJ Hand, H Mannila, P Smyth MIT Press, 2001 | 9312* | 2001 |
Advances in Knowledge Discovery and Data Mining UM Fayyad, G Piatetsky-Shapiro, P Smyth, R Uthurusamy MIT Press, 1996 | 7279 | 1996 |
The KDD process for extracting useful knowledge from volumes of data U Fayyad, G Piatetsky-Shapiro, P Smyth Communications of the ACM 39 (11), 27-34, 1996 | 3610 | 1996 |
The author-topic model for authors and documents M Rosen-Zvi, T Griffiths, M Steyvers, P Smyth Proceedings of the 20th Conference on Uncertainty in Artificial Intelligence …, 2004 | 2167* | 2004 |
Knowledge discovery and data mining: towards a unifying framework. UM Fayyad, G Piatetsky-Shapiro, P Smyth ACM Conference on Knowledge Discovery and Data Mining (KDD) 96, 82-88, 1996 | 1961 | 1996 |
Rule discovery from time series G Das, KI Lin, H Mannila, G Renganathan, P Smyth KDD 98 (1), 16-22, 1998 | 1044 | 1998 |
Probabilistic author-topic models for information discovery M Steyvers, P Smyth, M Rosen-Zvi, T Griffiths Proceedings of the tenth ACM SIGKDD international conference on Knowledge …, 2004 | 886 | 2004 |
A spectral clustering approach to finding communities in graphs S White, P Smyth Proceedings of the 2005 SIAM international conference on data mining, 274-285, 2005 | 841 | 2005 |
On smoothing and inference for topic models A Asuncion, M Welling, P Smyth, YW Teh Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial …, 2009 | 819 | 2009 |
Fast collapsed Gibbs sampling for latent Dirichlet allocation I Porteous, D Newman, A Ihler, A Asuncion, P Smyth, M Welling Proceedings of the 14th ACM SIGKDD international conference on Knowledge …, 2008 | 802 | 2008 |
Clustering sequences with hidden Markov models P Smyth Advances in neural information processing systems 9, 1996 | 696 | 1996 |
Trajectory clustering with mixtures of regression models S Gaffney, P Smyth Proceedings of the fifth ACM SIGKDD international conference on Knowledge …, 1999 | 681 | 1999 |
Algorithms for estimating relative importance in networks S White, P Smyth Proceedings of the ninth ACM SIGKDD international conference on Knowledge …, 2003 | 587 | 2003 |
Distributed algorithms for topic models. D Newman, A Asuncion, P Smyth, M Welling Journal of Machine Learning Research 10 (8), 2009 | 569 | 2009 |
Modeling the Internet and the Web: Probabilistic Methods and Algorithms P Baldi, P Frasconi, P Smyth Modeling the Internet and the Web: Probabilistic Methods and Algorithms, 2003 | 530* | 2003 |
An information theoretic approach to rule induction from databases P Smyth, RM Goodman IEEE transactions on Knowledge and data engineering 4 (4), 301-316, 1992 | 515 | 1992 |
Visualization of navigation patterns on a web site using model-based clustering I Cadez, D Heckerman, C Meek, P Smyth, S White Proceedings of the sixth ACM SIGKDD international conference on Knowledge …, 2000 | 494 | 2000 |
Hidden Markov models for fault detection in dynamic systems P Smyth Pattern recognition 27 (1), 149-164, 1994 | 469 | 1994 |
Probabilistic independence networks for hidden Markov probability models P Smyth, D Heckerman, MI Jordan Neural computation 9 (2), 227-269, 1997 | 456 | 1997 |