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No image available. Email: martin.mladenov cs.tu-dortmund.de
Phone: 0231/755-8254
Fax: 0231/755-5105
Room-No.: OH14 R335

Projects

Publications

Kersting/etal/2017 Kersting, Kristian and Mladenov, Martin and Tokmakov, Pavel. Relational Linear Programming. In Artificial Intelligence Journal (AIJ), Vol. 244, pages 188-216, 2017.
Mladenov/etal/2017b Mladenov, Martin and Belle, Vaishak and Kersting, Kristian. The Symbolic Interior Point Method. In Satinder Singh and Shaul Markovitch (editors), Proceedings of the 31st AAAI Conference on Artificial Intelligence (AAAI), AAAI Press, 2017.
Mladenov/etal/2016a Mladenov, Martin and Heinrich, Danny and Kleinhans, Leonard and Gonsior, Felix and Kersting, Kristian. RELOOP: A Python-Embedded Declarative Language for Relational Optimization. In Working Notes of the First AAAI Workshop on Declarative Learning Based Programming (DeLBP), AAAI Press, 2016.
Hadiji/etal/2015a Hadiji, Fabian and Mladenov, Martin and Bauckhage, Christian and Kersting, Kristian. Computer Science on the Move: Inferring Migration Regularities from the Web via Compressed Label Propagation. In Proceedings of the 24th International Joint Conference on Artificial Intelligence (IJCAI), 2015.
Mladenov/Kersting/2015a Mladenov, Martin and Kersting, Kristian. Equitable Partitions of Concave Free Energies. In Tom Heskes and Marina Meila (editors), Proceedings of the 31th Conference on Uncertainty in Artificial Intelligence (UAI), AUAI, 2015.
Apsel/etal/2104a Apsel, Udi and Kersting, Kristian and Mladenov, Martin. Lifting Relational MAP-LPs using Cluster Signatures. In Brodley, Carla and Stone, Peter (editors), Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence (AAAI-14), AAAI Press, 2014.
Grohe/etal/2014a Grohe, Martin and Kersting, Kristian and Mladenov, Martin and Selman, Aziz Erkal. Dimension Reduction via Colour Refinement. In Proceedings of the 22nd European Symposium on Algorithms (ESA), 2014.
Kersting/etal/2014a Kersting, Kristian and Mladenov, Martin and Garnett, Roman and Grohe, Martin. Power Iterated Color Refinement. In Brodley, Carla and Stone, Peter (editors), Proceedings of the Twenty-Eighth AAAI Conference on Artificial Intelligence (AAAI-14), AAAI Press, 2014.
Mladenov/etal/2014a Mladenov, Martin and Kersting, Kristian and Globerson, Armir. Efficient Lifting of MAP LP Relaxations Using k-Locality. In Proceedings of the 17th International Conference on Artificial Intelligence and Statistics (AISTATS) in Journal of Machine Learning Research ( JMLR) Workshop & Conference Proceedings Series, Vol. 33, 2014.
Mladenov/etal/2014b Mladenov, Martin and Globerson, Amir and Kersting, Kristian. Lifted Message Passing as Reparametrization of Graphical Models. In Proceedings of the 30th Conference on Uncertainty in Artificial Intelligence (UAI), 2014.
Ahmadi/etal/2013a Ahmadi, Babak and Kersting, Kristian and Mladenov, Martin and Natarajan, Sriraam. Exploiting Symmetries for Scaling Loopy Belief Propagation and Relational Training. In Machine Learning Journal, Vol. 92, No. 1, pages 91--132, Springer, 2013.
Fierens/etal/2013a D. Fierens and K. Kersting and J. Davis and J. Chen and M. Mladenov. Pairwise Markov Logic. In F. Riguzzi, F. Zelezny (editors), Postproceedings of the 22nd International Conference on Inductive Logic Programming (ILP-2012), Springer, 2013.
Andrienko/etal/2012b Gennady L. Andrienko and Natalia V. Andrienko and Martin Mladenov and Michael Mock and Christian Poelitz. Identifying Place Histories from Activity Traces with an Eye to Parameter Impact. In IEEE Trans. Vis. Comput. Graph., Vol. 18, No. 5, pages 675-688, 2012.
Mladenov/etal/2012a Mladenov, Martin and Ahmad, Babaki and Kersting, Kristian. Lifted Linear Programming. In Proceedings of ths 15th International Conference on Artificial Intelligence and Statistics (AISTATS 2012), La Palma, Canary Islands, Spain, 2012.