Kristian Kersting

	2009
52		Kristian Kersting, Zhao Xu: Learning Preferences with Hidden Common Cause Relations. ECML/PKDD (1) 2009: 676-691
51		Marion Neumann, Kristian Kersting, Zhao Xu, Daniel Schulz: Stacked Gaussian Process Learning. ICDM 2009: 387-396
50		Christian Thurau, Kristian Kersting, Christian Bauckhage: Convex Non-negative Matrix Factorization in the Wild. ICDM 2009: 523-532
49		Novi Quadrianto, Kristian Kersting, Mark D. Reid, Tibério S. Caetano, Wray L. Buntine: Kernel Conditional Quantile Estimation via Reduction Revisited. ICDM 2009: 938-943
48		Zhao Xu, Kristian Kersting, Volker Tresp: Multi-Relational Learning with Gaussian Processes. IJCAI 2009: 1309-1314
47		Saket Joshi, Kristian Kersting, Roni Khardon: Generalized First Order Decision Diagrams for First Order Markov Decision Processes. IJCAI 2009: 1916-1921
	2008
46		Luc De Raedt, Thomas G. Dietterich, Lise Getoor, Kristian Kersting, Stephen Muggleton: Probabilistic, Logical and Relational Learning - A Further Synthesis, 15.04. - 20.04.2007 Internationales Begegnungs- und Forschungszentrum fuer Informatik (IBFI), Schloss Dagstuhl, Germany 2008
45		Luc De Raedt, Paolo Frasconi, Kristian Kersting, Stephen Muggleton: Probabilistic Inductive Logic Programming - Theory and Applications Springer 2008
44		Brian Milch, Luke S. Zettlemoyer, Kristian Kersting, Michael Haimes, Leslie Pack Kaelbling: Lifted Probabilistic Inference with Counting Formulas. AAAI 2008: 1062-1068
43		Bernd Gutmann, Angelika Kimmig, Kristian Kersting, Luc De Raedt: Parameter Learning in Probabilistic Databases: A Least Squares Approach. ECML/PKDD (1) 2008: 473-488
42		Christian Plagemann, Kristian Kersting, Wolfram Burgard: Nonstationary Gaussian Process Regression Using Point Estimates of Local Smoothness. ECML/PKDD (2) 2008: 204-219
41		Andreas Karwath, Kristian Kersting, Niels Landwehr: Boosting Relational Sequence Alignments. ICDM 2008: 857-862
40		Kristian Kersting, Kurt Driessens: Non-parametric policy gradients: a unified treatment of propositional and relational domains. ICML 2008: 456-463
39		Sriraam Natarajan, Hung H. Bui, Prasad Tadepalli, Kristian Kersting, Weng-Keen Wong: Logical Hierarchical Hidden Markov Models for Modeling User Activities. ILP 2008: 192-209
38		Kristian Kersting: SRL without Tears: An ILP Perspective. ILP 2008: 2
37		Christian Plagemann, Sebastian Mischke, Sam Prentice, Kristian Kersting, Nicholas Roy, Wolfram Burgard: Learning predictive terrain models for legged robot locomotion. IROS 2008: 3545-3552
36		Olana Missura, Kristian Kersting, Thomas Gärtner: Towards Engaging Games. LWA 2008: 77-83
35		Luc De Raedt, Kristian Kersting: Probabilistic Inductive Logic Programming. Probabilistic Inductive Logic Programming 2008: 1-27
34		Kristian Kersting, Luc De Raedt: Basic Principles of Learning Bayesian Logic Programs. Probabilistic Inductive Logic Programming 2008: 189-221
33		Kristian Kersting, Luc De Raedt, Bernd Gutmann, Andreas Karwath, Niels Landwehr: Relational Sequence Learning. Probabilistic Inductive Logic Programming 2008: 28-55
32		Manfred Jaeger, Lise Getoor, Kristian Kersting: Preface. Ann. Math. Artif. Intell. 54(1-3): 1-2 (2008)
31		Luc De Raedt, Kristian Kersting, Angelika Kimmig, Kate Revoredo, Hannu Toivonen: Compressing probabilistic Prolog programs. Machine Learning 70(2-3): 151-168 (2008)
	2007
30		Paolo Frasconi, Kristian Kersting, Koji Tsuda: Mining and Learning with Graphs, MLG 2007, Firence, Italy, August 1-3, 2007, Proceedings MLG 2007
29		Kristian Kersting, Christian Plagemann, Patrick Pfaff, Wolfram Burgard: Most likely heteroscedastic Gaussian process regression. ICML 2007: 393-400
28		Luc De Raedt, Thomas G. Dietterich, Lise Getoor, Kristian Kersting, Stephen Muggleton: 07161 Abstracts Collection -- Probabilistic, Logical and Relational Learning - A Further Synthesis. Probabilistic, Logical and Relational Learning - A Further Synthesis 2007
27		Christian Plagemann, Kristian Kersting, Patrick Pfaff, Wolfram Burgard: Gaussian Beam Processes: A Nonparametric Bayesian Measurement Model for Range Finders. Robotics: Science and Systems 2007
	2006
26		Uwe Dick, Kristian Kersting: Fisher Kernels for Relational Data. ECML 2006: 114-125
25		Bernd Gutmann, Kristian Kersting: TildeCRF: Conditional Random Fields for Logical Sequences. ECML 2006: 174-185
24		Rudolph Triebel, Kristian Kersting, Wolfram Burgard: Robust 3D Scan Point Classification using Associative Markov Networks. ICRA 2006: 2603-2608
23		Andreas Karwath, Kristian Kersting: Relational Sequence Alignments and Logos. ILP 2006: 290-304
22		Luc De Raedt, Kristian Kersting, Angelika Kimmig, Kate Revoredo, Hannu Toivonen: Revising Probabilistic Prolog Programs. ILP 2006: 30-33
21		Alexandru Cocora, Kristian Kersting, Christian Plagemann, Wolfram Burgard, Luc De Raedt: Learning Relational Navigation Policies. IROS 2006: 2792-2797
20		Kristian Kersting: An inductive logic programming approach to statistical relational learning. AI Commun. 19(4): 389-390 (2006)
19		Kristian Kersting, Luc De Raedt, Tapani Raiko: Logical Hidden Markov Models. J. Artif. Intell. Res. (JAIR) 25: 425-456 (2006)
	2005
18		Luc De Raedt, Kristian Kersting, Sunna Torge: Towards Learning Stochastic Logic Programs from Proof-Banks. AAAI 2005: 752-757
17		Niels Landwehr, Kristian Kersting, Luc De Raedt: nFOIL: Integrating Naïve Bayes and FOIL. AAAI 2005: 795-800
16		Kristian Kersting, Tapani Raiko: "Say EM" for Selecting Probabilistic Models for Logical Sequences. UAI 2005: 300-307
	2004
15		Luc De Raedt, Kristian Kersting: Probabilistic Inductive Logic Programming. ALT 2004: 19-36
14		Kristian Kersting, Thomas Gärtner: Fisher Kernels for Logical Sequences. ECML 2004: 205-216
13		Kristian Kersting, Martijn van Otterlo, Luc De Raedt: Bellman goes relational. ICML 2004
12		Kristian Kersting, Luc De Raedt: Logical Markov Decision Programs and the Convergence of Logical TD(lambda). ILP 2004: 180-197
11		Kristian Kersting, Uwe Dick: Balios - The Engine for Bayesian Logic Programs. PKDD 2004: 549-551
	2003
10		Jörg Fischer, Kristian Kersting: Scaled CGEM: A Fast Accelerated EM. ECML 2003: 133-144
9		Kristian Kersting, Tapani Raiko, Stefan Kramer, Luc De Raedt: Towards Discovering Structural Signatures of Protein Folds Based on Logical Hidden Markov Models. Pacific Symposium on Biocomputing 2003: 192-203
8		Luc De Raedt, Kristian Kersting: Probabilistic logic learning. SIGKDD Explorations 5(1): 31-48 (2003)
	2002
7		Kristian Kersting, Tapani Raiko, Luc De Raedt: Logical Hidden Markov Models (Extendes abstract). Probabilistic Graphical Models 2002
6		Kristian Kersting, Niels Landwehr: Scaled Conjugate Gradients for Maximum Likelihood: An Empirical Comparison with the EM Algorithm. Probabilistic Graphical Models 2002
5		Steven Ganzert, Josef Guttmann, Kristian Kersting, Ralf Kuhlen, Christian Putensen, Michael Sydow, Stefan Kramer: Analysis of respiratory pressure-volume curves in intensive care medicine using inductive machine learning. Artificial Intelligence in Medicine 26(1-2): 69-86 (2002)
	2001
4		Kristian Kersting, Luc De Raedt: Adaptive Bayesian Logic Programs. ILP 2001: 104-117
3		Kristian Kersting, Luc De Raedt: Towards Combining Inductive Logic Programming with Bayesian Networks. ILP 2001: 118-131
2		Kristian Kersting, Luc De Raedt: Bayesian Logic Programs CoRR cs.AI/0111058: (2001)
	2000
1		Kristian Kersting, Luc De Raedt: Bayesian Logic Programs. ILP Work-in-progress reports 2000

Coauthor Index

1	Christian Bauckhage	[50]
2	Hung H. Bui	[39]
3	Wray L. Buntine	[49]
4	Wolfram Burgard	[21] [24] [27] [29] [37] [42]
5	Tibério S. Caetano	[49]
6	Alexandru Cocora	[21]
7	Uwe Dick	[11] [26]
8	Thomas G. Dietterich	[28] [46]
9	Kurt Driessens	[40]
10	Jörg Fischer	[10]
11	Paolo Frasconi	[30] [45]
12	Steven Ganzert	[5]
13	Thomas Gärtner	[14] [36]
14	Lise Getoor	[28] [32] [46]
15	Bernd Gutmann	[25] [33] [43]
16	Josef Guttmann	[5]
17	Michael Haimes	[44]
18	Manfred Jaeger	[32]
19	Saket Joshi	[47]
20	Leslie Pack Kaelbling	[44]
21	Andreas Karwath	[23] [33] [41]
22	Roni Khardon	[47]
23	Angelika Kimmig	[22] [31] [43]
24	Stefan Kramer	[5] [9]
25	Ralf Kuhlen	[5]
26	Niels Landwehr	[6] [17] [33] [41]
27	Brian Milch	[44]
28	Sebastian Mischke	[37]
29	Olana Missura	[36]
30	Stephen Muggleton	[28] [45] [46]
31	Sriraam Natarajan	[39]
32	Marion Neumann	[51]
33	Martijn van Otterlo	[13]
34	Patrick Pfaff	[27] [29]
35	Christian Plagemann	[21] [27] [29] [37] [42]
36	Sam Prentice	[37]
37	Christian Putensen	[5]
38	Novi Quadrianto	[49]
39	Luc De Raedt	[1] [2] [3] [4] [7] [8] [9] [12] [13] [15] [17] [18] [19] [21] [22] [28] [31] [33] [34] [35] [43] [45] [46]
40	Tapani Raiko	[7] [9] [16] [19]
41	Mark D. Reid	[49]
42	Kate Revoredo	[22] [31]
43	Nicholas Roy	[37]
44	Daniel Schulz	[51]
45	Michael Sydow	[5]
46	Prasad Tadepalli	[39]
47	Christian Thurau	[50]
48	Hannu Toivonen	[22] [31]
49	Sunna Torge	[18]
50	Volker Tresp	[48]
51	Rudolph Triebel	[24]
52	Koji Tsuda	[30]
53	Weng-Keen Wong	[39]
54	Zhao Xu	[48] [51] [52]
55	Luke S. Zettlemoyer	[44]

Colors in the list of coauthors