Kristian Kersting

	2012
99		Kristian Kersting, Babak Ahmadi, Sriraam Natarajan: Counting Belief Propagation CoRR abs/1205.2637: (2012)
98		Christian Thurau, Kristian Kersting, Mirwaes Wahabzada, Christian Bauckhage: Descriptive matrix factorization for sustainability Adopting the principle of opposites. Data Min. Knowl. Discov. 24(2): 325-354 (2012)
97		Christian Bauckhage, Kristian Kersting, Albrecht Schmidt: Agriculture's Technological Makeover. IEEE Pervasive Computing 11(2): 4-7 (2012)
96		Martin Schiegg, Marion Neumann, Kristian Kersting: Markov Logic Mixtures of Gaussian Processes: Towards Machines Reading Regression Data. Journal of Machine Learning Research - Proceedings Track 22: 1002-1011 (2012)
95		Martin Mladenov, Babak Ahmadi, Kristian Kersting: Lifted Linear Programming. Journal of Machine Learning Research - Proceedings Track 22: 788-797 (2012)
94		Sriraam Natarajan, Tushar Khot, Kristian Kersting, Bernd Gutmann, Jude W. Shavlik: Gradient-based boosting for statistical relational learning: The relational dependency network case. Machine Learning 86(1): 25-56 (2012)
	2011
93		Marion Neumann, Babak Ahmadi, Kristian Kersting: Markov Logic Sets: Towards Lifted Information Retrieval Using PageRank and Label Propagation. AAAI 2011
92		Mirwaes Wahabzada, Kristian Kersting, Anja Pilz, Christian Bauckhage: More influence means less work: fast latent dirichlet allocation by influence scheduling. CIKM 2011: 2273-2276
91		Mirwaes Wahabzada, Kristian Kersting: Larger Residuals, Less Work: Active Document Scheduling for Latent Dirichlet Allocation. ECML/PKDD (3) 2011: 475-490
90		Kristian Kersting: Invited Talk: Increasing Representational Power and Scaling Inference in Reinforcement Learning. EWRL 2011: 2
89		Ahmed Jawad, Kristian Kersting, Natalia V. Andrienko: Where traffic meets DNA: mobility mining using biological sequence analysis revisited. GIS 2011: 357-360
88		Tushar Khot, Sriraam Natarajan, Kristian Kersting, Jude W. Shavlik: Learning Markov Logic Networks via Functional Gradient Boosting. ICDM 2011: 320-329
87		Zhao Xu, Kristian Kersting: Multi-task Learning with Task Relations. ICDM 2011: 884-893
86		Babak Ahmadi, Kristian Kersting, Scott Sanner: Multi-Evidence Lifted Message Passing, with Application to PageRank and the Kalman Filter. IJCAI 2011: 1152-1158
85		Sriraam Natarajan, Saket Joshi, Prasad Tadepalli, Kristian Kersting, Jude W. Shavlik: Imitation Learning in Relational Domains: A Functional-Gradient Boosting Approach. IJCAI 2011: 1414-1420
84		Fabian Hadiji, Babak Ahmadi, Kristian Kersting: Efficient Sequential Clamping for Lifted Message Passing. KI 2011: 122-133
83		Saket Joshi, Kristian Kersting, Roni Khardon: Decision-theoretic planning with generalized first-order decision diagrams. Artif. Intell. 175(18): 2198-2222 (2011)
82		Luc De Raedt, Kristian Kersting, Tapani Raiko: Logical Hidden Markov Models CoRR abs/1109.2148: (2011)
81		Albrecht Schmidt, Marc Langheinrich, Kristian Kersting: Perception beyond the Here and Now. IEEE Computer 44(2): 86-88 (2011)
80		Christian Thurau, Kristian Kersting, Mirwaes Wahabzada, Christian Bauckhage: Convex non-negative matrix factorization for massive datasets. Knowl. Inf. Syst. 29(2): 457-478 (2011)
79		Hendrik Blockeel, Karsten M. Borgwardt, Luc De Raedt, Pedro Domingos, Kristian Kersting, Xifeng Yan: Guest editorial to the special issue on inductive logic programming, mining and learning in graphs and statistical relational learning. Machine Learning 83(2): 133-135 (2011)
	2010
78		Kristian Kersting, Youssef El Massaoudi, Fabian Hadiji, Babak Ahmadi: Informed Lifting for Message-Passing. AAAI 2010
77		Scott Sanner, Kristian Kersting: Symbolic Dynamic Programming for First-order POMDPs. AAAI 2010
76		Christian Thurau, Kristian Kersting, Christian Bauckhage: Yes we can: simplex volume maximization for descriptive web-scale matrix factorization. CIKM 2010: 1785-1788
75		Tobias Lang, Marc Toussaint, Kristian Kersting: Exploration in Relational Worlds. ECML/PKDD (2) 2010: 178-194
74		Sriraam Natarajan, Tushar Khot, Daniel Lowd, Prasad Tadepalli, Kristian Kersting, Jude W. Shavlik: Exploiting Causal Independence in Markov Logic Networks: Combining Undirected and Directed Models. ECML/PKDD (2) 2010: 434-450
73		Mirwaes Wahabzada, Zhao Xu, Kristian Kersting: Topic Models Conditioned on Relations. ECML/PKDD (3) 2010: 402-417
72		Zhao Xu, Kristian Kersting, Thorsten Joachims: Fast Active Exploration for Link-Based Preference Learning Using Gaussian Processes. ECML/PKDD (3) 2010: 499-514
71		Ahmed Jawad, Kristian Kersting: Kernelized map matching. GIS 2010: 454-457
70		Saket Joshi, Kristian Kersting, Roni Khardon: Self-Taught Decision Theoretic Planning with First Order Decision Diagrams. ICAPS 2010: 89-96
69		Sriraam Natarajan, Gautam Kunapuli, Kshitij Judah, Prasad Tadepalli, Kristian Kersting, Jude W. Shavlik: Multi-Agent Inverse Reinforcement Learning. ICMLA 2010: 395-400
68		Jens Behley, Kristian Kersting, Dirk Schulz, Volker Steinhage, Armin B. Cremers: Learning to hash logistic regression for fast 3D scan point classification. IROS 2010: 5960-5965
67		Novi Quadrianto, Kristian Kersting, Tinne Tuytelaars, Wray L. Buntine: Beyond 2D-grids: a dependence maximization view on image browsing. Multimedia Information Retrieval 2010: 339-348
66		Sriraam Natarajan, Tushar Khot, Daniel Lowd, Prasad Tadepalli, Kristian Kersting, Jude W. Shavlik: Exploiting Causal Independence in Markov Logic Networks: Combining Undirected and Directed Models. Statistical Relational Artificial Intelligence 2010
65		Fabian Hadiji, Kristian Kersting, Babak Ahmadi: Lifted Message Passing for Satisfiability. Statistical Relational Artificial Intelligence 2010
64		Novi Quadrianto, Kristian Kersting, Zhao Xu: Gaussian Process. Encyclopedia of Machine Learning 2010: 428-439
63		Luc De Raedt, Kristian Kersting: Statistical Relational Learning. Encyclopedia of Machine Learning 2010: 916-924
62		Scott Sanner, Kristian Kersting: Symbolic Dynamic Programming. Encyclopedia of Machine Learning 2010: 946-954
61		David W. Aha, Mark S. Boddy, Vadim Bulitko, Artur S. d'Avila Garcez, Prashant Doshi, Stefan Edelkamp, Christopher W. Geib, Piotr J. Gmytrasiewicz, Robert P. Goldman, Pascal Hitzler, Charles L. Isbell, Darsana P. Josyula, Leslie Pack Kaelbling, Kristian Kersting, Maithilee Kunda, Luís C. Lamb, Bhaskara Marthi, Keith McGreggor, Vivi Nastase, Gregory Provan, Anita Raja, Ashwin Ram, Mark O. Riedl, Stuart J. Russell, Ashish Sabharwal, Jan-Georg Smaus, Gita Sukthankar, Karl Tuyls, Ron van der Meyden, Alon Y. Halevy, Lilyana Mihalkova, Sriraam Natarajan: Reports of the AAAI 2010 Conference Workshops. AI Magazine 31(4): 95-108 (2010)
60		Kristian Kersting, Mirwaes Wahabzada, Christian Thurau, Christian Bauckhage: Hierarchical Convex NMF for Clustering Massive Data. Journal of Machine Learning Research - Proceedings Track 13: 253-268 (2010)
	2009
59		Kristian Kersting, Zhao Xu: Learning Preferences with Hidden Common Cause Relations. ECML/PKDD (1) 2009: 676-691
58		Marion Neumann, Kristian Kersting, Zhao Xu, Daniel Schulz: Stacked Gaussian Process Learning. ICDM 2009: 387-396
57		Christian Thurau, Kristian Kersting, Christian Bauckhage: Convex Non-negative Matrix Factorization in the Wild. ICDM 2009: 523-532
56		Novi Quadrianto, Kristian Kersting, Mark D. Reid, Tibério S. Caetano, Wray L. Buntine: Kernel Conditional Quantile Estimation via Reduction Revisited. ICDM 2009: 938-943
55		Zhao Xu, Kristian Kersting, Volker Tresp: Multi-Relational Learning with Gaussian Processes. IJCAI 2009: 1309-1314
54		Saket Joshi, Kristian Kersting, Roni Khardon: Generalized First Order Decision Diagrams for First Order Markov Decision Processes. IJCAI 2009: 1916-1921
53		Hannes Schulz, Kristian Kersting, Andreas Karwath: ILP, the Blind, and the Elephant: Euclidean Embedding of Co-proven Queries. ILP 2009: 209-216
52		Kristian Kersting, Babak Ahmadi, Sriraam Natarajan: Counting Belief Propagation. UAI 2009: 277-284
51		Christian Plagemann, Sebastian Mischke, Sam Prentice, Kristian Kersting, Nicholas Roy, Wolfram Burgard: A Bayesian regression approach to terrain mapping and an application to legged robot locomotion. J. Field Robotics 26(10): 789-811 (2009)
	2008
50		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
49		Luc De Raedt, Paolo Frasconi, Kristian Kersting, Stephen Muggleton: Probabilistic Inductive Logic Programming - Theory and Applications Springer 2008
48		Brian Milch, Luke S. Zettlemoyer, Kristian Kersting, Michael Haimes, Leslie Pack Kaelbling: Lifted Probabilistic Inference with Counting Formulas. AAAI 2008: 1062-1068
47		Bernd Gutmann, Angelika Kimmig, Kristian Kersting, Luc De Raedt: Parameter Learning in Probabilistic Databases: A Least Squares Approach. ECML/PKDD (1) 2008: 473-488
46		Christian Plagemann, Kristian Kersting, Wolfram Burgard: Nonstationary Gaussian Process Regression Using Point Estimates of Local Smoothness. ECML/PKDD (2) 2008: 204-219
45		Andreas Karwath, Kristian Kersting, Niels Landwehr: Boosting Relational Sequence Alignments. ICDM 2008: 857-862
44		Kristian Kersting, Kurt Driessens: Non-parametric policy gradients: a unified treatment of propositional and relational domains. ICML 2008: 456-463
43		Sriraam Natarajan, Hung Hai Bui, Prasad Tadepalli, Kristian Kersting, Weng-Keen Wong: Logical Hierarchical Hidden Markov Models for Modeling User Activities. ILP 2008: 192-209
42		Kristian Kersting: SRL without Tears: An ILP Perspective. ILP 2008: 2
41		Christian Plagemann, Sebastian Mischke, Sam Prentice, Kristian Kersting, Nicholas Roy, Wolfram Burgard: Learning predictive terrain models for legged robot locomotion. IROS 2008: 3545-3552
40		Olana Missura, Kristian Kersting, Thomas Gärtner: Towards Engaging Games. LWA 2008: 77-83
39		Luc De Raedt, Kristian Kersting: Probabilistic Inductive Logic Programming. Probabilistic Inductive Logic Programming 2008: 1-27
38		Kristian Kersting, Luc De Raedt: Basic Principles of Learning Bayesian Logic Programs. Probabilistic Inductive Logic Programming 2008: 189-221
37		Kristian Kersting, Luc De Raedt, Bernd Gutmann, Andreas Karwath, Niels Landwehr: Relational Sequence Learning. Probabilistic Inductive Logic Programming 2008: 28-55
36		Zhao Xu, Volker Tresp, Achim Rettinger, Kristian Kersting: Social Network Mining with Nonparametric Relational Models. SNAKDD 2008: 77-96
35		Manfred Jaeger, Lise Getoor, Kristian Kersting: Preface. Ann. Math. Artif. Intell. 54(1-3): 1-2 (2008)
34		Luc De Raedt, Kristian Kersting, Angelika Kimmig, Kate Revoredo, Hannu Toivonen: Compressing probabilistic Prolog programs. Machine Learning 70(2-3): 151-168 (2008)
	2007
33		Paolo Frasconi, Kristian Kersting, Koji Tsuda: Mining and Learning with Graphs, MLG 2007, Firence, Italy, August 1-3, 2007, Proceedings MLG 2007
32		Kristian Kersting, Christian Plagemann, Patrick Pfaff, Wolfram Burgard: Most likely heteroscedastic Gaussian process regression. ICML 2007: 393-400
31		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
30		Christian Plagemann, Kristian Kersting, Patrick Pfaff, Wolfram Burgard: Gaussian Beam Processes: A Nonparametric Bayesian Measurement Model for Range Finders. Robotics: Science and Systems 2007
29		Niels Landwehr, Kristian Kersting, Luc De Raedt: Integrating Naïve Bayes and FOIL. Journal of Machine Learning Research 8: 481-507 (2007)
	2006
28		Uwe Dick, Kristian Kersting: Fisher Kernels for Relational Data. ECML 2006: 114-125
27		Bernd Gutmann, Kristian Kersting: TildeCRF: Conditional Random Fields for Logical Sequences. ECML 2006: 174-185
26		Rudolph Triebel, Kristian Kersting, Wolfram Burgard: Robust 3D Scan Point Classification using Associative Markov Networks. ICRA 2006: 2603-2608
25		Andreas Karwath, Kristian Kersting: Relational Sequence Alignments and Logos. ILP 2006: 290-304
24		Luc De Raedt, Kristian Kersting, Angelika Kimmig, Kate Revoredo, Hannu Toivonen: Revising Probabilistic Prolog Programs. ILP 2006: 30-33
23		Alexandru Cocora, Kristian Kersting, Christian Plagemann, Wolfram Burgard, Luc De Raedt: Learning Relational Navigation Policies. IROS 2006: 2792-2797
22		Kristian Kersting: An inductive logic programming approach to statistical relational learning. AI Commun. 19(4): 389-390 (2006)
21		Kristian Kersting, Luc De Raedt, Tapani Raiko: Logical Hidden Markov Models. J. Artif. Intell. Res. (JAIR) 25: 425-456 (2006)
20		Kristian Kersting: An inductive logic programming approach to statistical relational learning. University of Freiburg 2006: 1-228
	2005
19		Kristian Kersting: An Inductive Logic Programming Approach to Statistical Relational Learning IOS Press 2005: 1-228
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	David W. Aha	[61]
2	Babak Ahmadi	[52] [65] [78] [84] [86] [93] [95] [99]
3	Natalia V. Andrienko	[89]
4	Christian Bauckhage	[57] [60] [76] [80] [92] [97] [98]
5	Jens Behley	[68]
6	Hendrik Blockeel	[79]
7	Mark S. Boddy	[61]
8	Karsten M. Borgwardt	[79]
9	Hung Hai Bui (Hung H. Bui)	[43]
10	Vadim Bulitko	[61]
11	Wray L. Buntine (Wray Lindsay Buntine)	[56] [67]
12	Wolfram Burgard	[23] [26] [30] [32] [41] [46] [51]
13	Tibério S. Caetano	[56]
14	Alexandru Cocora	[23]
15	Armin B. Cremers	[68]
16	Uwe Dick	[11] [28]
17	Thomas G. Dietterich	[31] [50]
18	Pedro Domingos	[79]
19	Prashant Doshi	[61]
20	Kurt Driessens	[44]
21	Stefan Edelkamp	[61]
22	Jörg Fischer	[10]
23	Paolo Frasconi	[33] [49]
24	Steven Ganzert	[5]
25	Artur S. d'Avila Garcez	[61]
26	Thomas Gärtner	[14] [40]
27	Christopher W. Geib	[61]
28	Lise Getoor	[31] [35] [50]
29	Piotr J. Gmytrasiewicz	[61]
30	Robert P. Goldman	[61]
31	Bernd Gutmann	[27] [37] [47] [94]
32	Josef Guttmann	[5]
33	Fabian Hadiji	[65] [78] [84]
34	Michael Haimes	[48]
35	Alon Y. Halevy (Alon Y. Levy)	[61]
36	Pascal Hitzler	[61]
37	Charles Lee Isbell Jr. (Charles L. Isbell)	[61]
38	Manfred Jaeger	[35]
39	Ahmed Jawad	[71] [89]
40	Thorsten Joachims	[72]
41	Saket Joshi	[54] [70] [83] [85]
42	Darsana P. Josyula	[61]
43	Kshitij Judah	[69]
44	Leslie Pack Kaelbling	[48] [61]
45	Andreas Karwath	[25] [37] [45] [53]
46	Roni Khardon	[54] [70] [83]
47	Tushar Khot	[66] [74] [88] [94]
48	Angelika Kimmig	[24] [34] [47]
49	Stefan Kramer	[5] [9]
50	Ralf Kuhlen	[5]
51	Gautam Kunapuli	[69]
52	Maithilee Kunda	[61]
53	Luís C. Lamb (Luís da Cunha Lamb)	[61]
54	Niels Landwehr	[6] [17] [29] [37] [45]
55	Tobias Lang	[75]
56	Marc Langheinrich	[81]
57	Daniel Lowd	[66] [74]
58	Bhaskara Marthi	[61]
59	Youssef El Massaoudi	[78]
60	Keith McGreggor	[61]
61	Ron van der Meyden	[61]
62	Lilyana Mihalkova	[61]
63	Brian Milch	[48]
64	Sebastian Mischke	[41] [51]
65	Olana Missura	[40]
66	Martin Mladenov	[95]
67	Stephen Muggleton	[31] [49] [50]
68	Vivi Nastase	[61]
69	Sriraam Natarajan	[43] [52] [61] [66] [69] [74] [85] [88] [94] [99]
70	Marion Neumann	[58] [93] [96]
71	Martijn van Otterlo	[13]
72	Patrick Pfaff	[30] [32]
73	Anja Pilz	[92]
74	Christian Plagemann	[23] [30] [32] [41] [46] [51]
75	Sam Prentice (Samuel Prentice)	[41] [51]
76	Gregory Provan	[61]
77	Christian Putensen	[5]
78	Novi Quadrianto	[56] [64] [67]
79	Luc De Raedt	[1] [2] [3] [4] [7] [8] [9] [12] [13] [15] [17] [18] [21] [23] [24] [29] [31] [34] [37] [38] [39] [47] [49] [50] [63] [79] [82]
80	Tapani Raiko	[7] [9] [16] [21] [82]
81	Anita Raja	[61]
82	Ashwin Ram	[61]
83	Mark D. Reid	[56]
84	Achim Rettinger	[36]
85	Kate Revoredo	[24] [34]
86	Mark O. Riedl (Mark Riedl)	[61]
87	Nicholas Roy	[41] [51]
88	Stuart J. Russell	[61]
89	Ashish Sabharwal	[61]
90	Scott Sanner	[62] [77] [86]
91	Martin Schiegg	[96]
92	Albrecht Schmidt	[81] [97]
93	Daniel Schulz	[58]
94	Dirk Schulz	[68]
95	Hannes Schulz	[53]
96	Jude W. Shavlik	[66] [69] [74] [85] [88] [94]
97	Jan-Georg Smaus	[61]
98	Volker Steinhage	[68]
99	Gita Reese Sukthankar (Gita Sukthankar)	[61]
100	Michael Sydow	[5]
101	Prasad Tadepalli	[43] [66] [69] [74] [85]
102	Christian Thurau	[57] [60] [76] [80] [98]
103	Hannu Toivonen	[24] [34]
104	Sunna Torge	[18]
105	Marc Toussaint	[75]
106	Volker Tresp	[36] [55]
107	Rudolph Triebel	[26]
108	Koji Tsuda	[33]
109	Karl Tuyls	[61]
110	Tinne Tuytelaars	[67]
111	Mirwaes Wahabzada	[60] [73] [80] [91] [92] [98]
112	Weng-Keen Wong	[43]
113	Zhao Xu	[36] [55] [58] [59] [64] [72] [73] [87]
114	Xifeng Yan	[79]
115	Luke S. Zettlemoyer	[48]

Colors in the list of coauthors

Last update Fri Jun 1 15:44:53 2012 CET by the DBLP Team — Data released under the ODC-BY 1.0 license — See also our legal information page