Publications of Jilles Vreeken
All genres
Journal Article (1)
2018
Journal Article
56 (2), pp. 285 - 307 (2018)
Origo: Causal Inference by Compression. Knowledge and Information Systems Conference Paper (13)
2019
Conference Paper
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
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
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
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
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
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
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
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
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
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
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
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
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
Discovering Reliable Correlations in Categorical Data. (2019), 10 pp.