Tell me what i need to know: succinctly summarizing data with itemsets M Mampaey, N Tatti, J Vreeken Proceedings of the 17th ACM SIGKDD international conference on Knowledge …, 2011 | 122 | 2011 |
The long and the short of it: summarising event sequences with serial episodes N Tatti, J Vreeken Proceedings of the 18th ACM SIGKDD international conference on Knowledge …, 2012 | 103 | 2012 |
Event detection in activity networks P Rozenshtein, A Anagnostopoulos, A Gionis, N Tatti Proceedings of the 20th ACM SIGKDD international conference on Knowledge …, 2014 | 81 | 2014 |
Tell me something I don't know: randomization strategies for iterative data mining S Hanhijärvi, M Ojala, N Vuokko, K Puolamäki, N Tatti, H Mannila Proceedings of the 15th ACM SIGKDD international conference on Knowledge …, 2009 | 81 | 2009 |
Mining closed strict episodes N Tatti, B Cule Data Mining and Knowledge Discovery 25 (1), 34-66, 2012 | 71 | 2012 |
Maximum entropy based significance of itemsets N Tatti Knowledge and Information Systems 17 (1), 57-77, 2008 | 59 | 2008 |
What is the dimension of your binary data? N Tatti, T Mielikainen, A Gionis, H Mannila Sixth International Conference on Data Mining (ICDM'06), 603-612, 2006 | 52 | 2006 |
Summarizing data succinctly with the most informative itemsets M Mampaey, J Vreeken, N Tatti ACM Transactions on Knowledge Discovery from Data (TKDD) 6 (4), 16, 2012 | 51 | 2012 |
Overlapping community detection in labeled graphs E Galbrun, A Gionis, N Tatti Data Mining and Knowledge Discovery 28 (5-6), 1586-1610, 2014 | 47 | 2014 |
Mining closed episodes with simultaneous events N Tatti, B Cule Proceedings of the 17th ACM SIGKDD international conference on Knowledge …, 2011 | 40 | 2011 |
Finding good itemsets by packing data N Tatti, J Vreeken 2008 Eighth IEEE International Conference on Data Mining, 588-597, 2008 | 36 | 2008 |
Mining connection pathways for marked nodes in large graphs L Akoglu, DH Chau, J Vreeken, N Tatti, H Tong, C Faloutsos Proceedings of the 2013 SIAM International Conference on Data Mining, 37-45, 2013 | 35 | 2013 |
Using background knowledge to rank itemsets N Tatti, M Mampaey Data Mining and Knowledge Discovery 21 (2), 293-309, 2010 | 29 | 2010 |
Significance of episodes based on minimal windows N Tatti 2009 Ninth IEEE International Conference on Data Mining, 513-522, 2009 | 28 | 2009 |
Density-friendly graph decomposition N Tatti ACM Transactions on Knowledge Discovery from Data (TKDD) 13 (5), 54, 2019 | 27 | 2019 |
Interesting patterns J Vreeken, N Tatti Frequent pattern mining, 105-134, 2014 | 27 | 2014 |
Comparing apples and oranges: measuring differences between exploratory data mining results N Tatti, J Vreeken Data mining and knowledge discovery 25 (2), 173-207, 2012 | 27 | 2012 |
Distances between data sets based on summary statistics N Tatti Journal of Machine Learning Research 8 (Jan), 131-154, 2007 | 26 | 2007 |
Discovering dynamic communities in interaction networks P Rozenshtein, N Tatti, A Gionis Joint European Conference on Machine Learning and Knowledge Discovery in …, 2014 | 24 | 2014 |
Computational complexity of queries based on itemsets N Tatti Information Processing Letters 98 (5), 183-187, 2006 | 23 | 2006 |