Publications of Jilles Vreeken

Journal Article (1)

2018
Journal Article
Budhathoki, K.; Vreeken, J.: Origo: Causal Inference by Compression. Knowledge and Information Systems 56 (2), pp. 285 - 307 (2018)

Conference Paper (13)

2019
Conference Paper
Kaltenpoth, D.; Vreeken, J.: We Are Not Your Real Parents: Telling Causal from Confounded by MDL. In: Proceedings of the 2019 SIAM International Conference on Data Mining, pp. 199 - 207 (Eds. Berger-Wolf, T.; Chawla, N.). SIAM International Conference on Data Mining, Calgary, Canada, May 02, 2019 - May 04, 2019. SIAM, Philadelphia, PA (2019)
Conference Paper
Mandros, P.; Boley, M.; Vreeken, J.: Discovering Reliable Dependencies from Data: Hardness and Improved Algorithms. In: Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, pp. 6206 - 6210 (Ed. Krais, S.). Twenty-Eighth International Joint Conference on Artificial Intelligence, Macao, August 10, 2019 - August 16, 2019. IJCAI (2019)
Conference Paper
Marx, A.; Vreeken, J.: Causal Inference on Multivariate and Mixed-Type Data. In: Machine Learning and Knowledge Discovery in Databases, pp. 655 - 671 (Eds. Berlingerio, M.; Bonchi, F.; Gärtner, T.; Hurley, N.; Ifrim, G.). European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Dublin, Ireland, September 10, 2018 - September 14, 2018. Springer, Berlin (2019)
Conference Paper
Marx, A.; Vreeken, J.: Testing Conditional Independence on Discrete Data using Stochastic Complexity. In: Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics, pp. 496 - 505 (Eds. Chaudhuri, K.; Sugiyama, M.). 22nd International Conference on Artificial Intelligence and Statistics, Naha, Okinawa, Japan, April 16, 2019 - April 18, 2019. PMLR (2019)
Conference Paper
Marx, A.; Vreeken, J.: Identifiability of Cause and Effect using Regularized Regression. In: KDD '19, pp. 852 - 861. 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, Anchorage, AK, USA, August 04, 2019 - August 08, 2019. ACM, New York, NY (2019)
Conference Paper
Vreeken, J.; Yamanishi, K.: Modern MDL meets Data Mining Insights, Theory and Practice. In: KDD´19 Proceedings of the 25th ACM SIGKDD conference on knowledge Discovery & Data mining, pp. 3229 - 3230. 25th ACM SIGKDD conference on knowledge Discovery and Data mining, Anchorage, AK, USA, August 04, 2019 - August 08, 2019. ACM, New York (2019)
2018
Conference Paper
Budhathoki, K.; Boley, M.; Vreeken, J.: Rule Discovery for Exploratory Causal Reasoning. In: Proceedings of the NeurIPS 2018 workshop on Causal Learning, 14. NeurIPS 2018 Workshop on Causal Learning, Montréal, Canada, December 07, 2018. (2018)
Conference Paper
Budhathoki, K.; Vreeken, J.: Accurate Causal Inference on Discrete Data. In: IEEE International Conference on Data Mining, pp. 881 - 886. IEEE International Conference on Data Mining, Singapore, Singapore, November 17, 2018 - November 20, 2018. IEEE, Piscataway, NJ (2018)
Conference Paper
Mandros, P.; Boley, M.; Vreeken, J.: Discovering Reliable Dependencies from Data: Hardness and Improved Algorithms. In: IEEE International Conference on Data Mining, pp. 317 - 326. IEEE International Conference on Data Mining, Singapore, Singapore, November 17, 2018 - November 20, 2018. IEEE, Piscataway, NJ (2018)
2017
Conference Paper
Budhathoki, K.; Vreeken, J.: MDL for Causal Inference on Discrete Data. In: 17th IEEE International Conference on Data Mining, pp. 751 - 756. 17th IEEE International Conference on Data Mining, New Orleans, LA, USA, November 18, 2017 - November 21, 2017. IEEE, Piscataway, NJ (2017)
Conference Paper
Kalofolias, J.; Boley, M.; Vreeken, J.: Efficiently Discovering Locally Exceptional Yet Globally Representative Subgroups. In: 17th IEEE International Conference on Data Mining, pp. 197 - 206. 17th IEEE International Conference on Data Mining, New Orleans, LA, USA, November 18, 2017 - November 21, 2017. IEEE, Piscataway, NJ (2017)
Conference Paper
Mandros, P.; Boley, M.; Vreeken, J.: Discovering Reliable Approximate Functional Dependencies. In: KDD'17, pp. 355 - 363. 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13, 2017 - August 17, 2017. ACM, New York, NY (2017)
Conference Paper
Marx, A.; Vreeken, J.: Telling Cause from Effect Using MDL-Based Local and Global Regression. In: 17th IEEE International Conference on Data Mining, pp. 307 - 316. 17th IEEE International Conference on Data Mining, New Orleans, LA, USA, November 18, 2017 - November 21, 2017. IEEE, Piscataway, NJ (2017)

Working Paper (1)

2019
Working Paper
Mandros, P.; Boley, M.; Vreeken, J.: Discovering Reliable Correlations in Categorical Data. (2019), 10 pp.
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