Publications

Shuo Yang; Tushar Khot; Kristian Kersting; Gautam Kunapuli; Kris Hauser; Sriraam Natarajan

Learning from Imbalanced Data in Relational Domains: A Soft Margin Approach

In: Ravi Kumar; Hannu Toivonen; Jian Pei; Joshua Zhexue Huang; Xindong Wu (Hrsg.). 2014 IEEE International Conference on Data Mining. IEEE …

Nils M. Kriege; Marion Neumann; Kristian Kersting; Petra Mutzel

Explicit Versus Implicit Graph Feature Maps: A Computational Phase Transition for Walk Kernels

In: Ravi Kumar; Hannu Toivonen; Jian Pei; Joshua Zhexue Huang; Xindong Wu (Hrsg.). 2014 IEEE International Conference on Data Mining. IEEE …

Martin Grohe; Kristian Kersting; Martin Mladenov; Erkal Selman

Dimension Reduction via Colour Refinement

In: Andreas S. Schulz; Dorothea Wagner (Hrsg.). Algorithms - ESA 2014 - 22th Annual European Symposium, Proceedings. European Symposium on Algorithms …

Fabian Hadiji; Rafet Sifa; Anders Drachen; Christian Thurau; Kristian Kersting; Christian Bauckhage

Predicting player churn in the wild

In: 2014 IEEE Conference on Computational Intelligence and Games. IEEE Conference on Computational Intelligence and Games (CIG-2014), August 26-29, …

Martin Mladenov; Kristian Kersting; Amir Globerson

Efficient Lifting of MAP LP Relaxations Using k-Locality

In: Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics. International Conference on Artificial …

Shrutika Poyrekar; Sriraam Natarajan; Kristian Kersting

A Deeper Empirical Analysis of CBP Algorithm: Grounding Is the Bottleneck

In: Statistical Relational Artificial Intelligence, Papers from the 2014 AAAI Workshop. AAAI Conference on Artificial Intelligence (AAAI-2014), July …

Kristian Kersting; Martin Mladenov; Roman Garnett; Martin Grohe

Power Iterated Color Refinement

In: Carla E. Brodley; Peter Stone (Hrsg.). Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial …

Seyed Mehran Kazemi; David Buchman; Kristian Kersting; Sriraam Natarajan; David Poole

Relational Logistic Regression: The Directed Analog of Markov Logic Networks

In: Statistical Relational Artificial Intelligence, Papers from the 2014 AAAI Workshop. AAAI Conference on Artificial Intelligence (AAAI-2014), July …

Udi Apsel; Kristian Kersting; Martin Mladenov

Lifting Relational MAP-LPs Using Cluster Signatures