Fraunhofer-Gesellschaft

Publica

Hier finden Sie wissenschaftliche Publikationen aus den Fraunhofer-Instituten.
2019Matrix- and Tensor Factorization for Game Content Recommendation
Sifa, Rafet; Yawar, Raheel; Ramamurthy, Rajkumar; Bauckhage, Christian; Kersting, Kristian
Zeitschriftenaufsatz
2018Automated identification of sugar beet diseases using smartphones
Hallau, L.; Neumann, M.; Klatt, B.; Kleinhenz, B.; Klein, T.; Kuhn, C.; Röhrig, M.; Bauckhage, Christian; Kersting, Kristian; Mahlein, A.-K.; Steiner, U.; Oerke, E.‐C.
Zeitschriftenaufsatz
2018Neural conditional gradients
Schramowski, Patrick; Bauckhage, Christian; Kersting, Kristian
Bericht
2017Simplex Volume Maximization (SiVM): A matrix factorization algorithm with non-negative constrains and low computing demands for the interpretation of full spectral X-ray fluorescence imaging data
Alfeld, M.; Wahabzada, M.; Bauckhage, C.; Kersting, K.; Snickt, G. van der; Noble, P.; Janssens, K.; Wellenreuther, G.; Falkenberg, G.
Zeitschriftenaufsatz
2016Cell phone image-based plant disease classification
Neumann, M.; Hallau, L.; Klatt, B.; Kersting, K.; Bauckhage, C.
Aufsatz in Buch
2016Collective attention on the web
Bauckhage, C.; Kersting, K.
Buch
2016Feeding the world with big data: Uncovering spectral characteristics and dynamics of stressed plants
Kersting, K.; Bauckhage, C.; Wahabzada, M.; Mahlein, A.-K.; Steiner, U.; Oerke, E.-C.; Römer, C.; Plümer, L.
Aufsatz in Buch
2016Non-negative matrix factorization for the near real-time interpretation of absorption effects in elemental distribution images acquired by X-ray fluorescence imaging
Alfeld, M.; Wahabzada, M.; Bauckhage, C.; Kersting, K.; Wellenreuther, G.; Barriobero-Vila, P.; Requena, G.; Boesenberg, U.; Falkenberg, G.
Zeitschriftenaufsatz
2016Plant phenotyping using probabilistic topic models: Uncovering the hyperspectral language of plants
Wahabzada, M.; Mahlein, A.-K.; Bauckhage, C.; Steiner, U.; Oerke, E.-C.; Kersting, K.
Zeitschriftenaufsatz
2016Propagation kernels: Efficient graph kernels from propagated information
Neumann, M.; Garnett, R.; Bauckhage, C.; Kersting, K.
Zeitschriftenaufsatz
2015Archetypal analysis as an autoencoder
Bauckhage, C.; Kersting, K.; Hoppe, F.; Thurau, C.
Konferenzbeitrag
2015Computer science on the move: Inferring migration regularities from the web via compressed label propagation
Hadiji, F.; Mladenov, M.; Bauckhage, C.; Kersting, K.
Konferenzbeitrag
2015How viral are viral videos?
Bauckhage, C.; Hadiji, F.; Kersting, K.
Konferenzbeitrag
2015Maximum Entropy Models of Shortest Path and Outbreak Distributions in Networks
Bauckhage, Christian; Kersting, Kristian; Hadiji, Fabian
Bericht
2015Metro maps of plant disease dynamics-automated mining of differences using hyperspectral images
Wahabzada, M.; Mahlein, A.K.; Bauckhage, C.; Steiner, U.; Oerke, E.C.; Kersting, K.
Zeitschriftenaufsatz
2015Parameterizing the distance distribution of undirected networks
Bauckhage, C.; Kersting, K.; Hadiji, F.
Konferenzbeitrag
2015Predicting purchase decisions in mobile free-to-play games
Sifa, Rafet; Hadiji, Fabian; Runge, Julian; Drachen, Anders; Kersting, Kristian; Bauckhage, Christian
Konferenzbeitrag
2015pyGPs - A Python Library for Gaussian Process Regression and Classification
Neumann, M.; Huang, S.; Marthaler, D.E.; Kersting, K.
Zeitschriftenaufsatz
2014Accelerating imitation learning in relational domains via transfer by initialization
Natarajan, S.; Odom, P.; Joshi, S.; Khot, T.; Kersting, K.; Tadepalli, P.
Konferenzbeitrag
2014Collective attention to social media evolves according to diffusion models
Bauckhage, Christian; Kersting, Kristian; Rastegarpanah, Bashir
Konferenzbeitrag
2014Erosion band features for cell phone image based plant disease classification
Neumann, M.; Hallau, L.; Klatt, B.; Kersting, K.; Bauckhage, C.
Konferenzbeitrag
2014Künstliche Intelligenz für Computerspiele: Historische Entwicklung und aktuelle Trends
Bauckhage, C.; Kersting, K.; Thurau, C.
Zeitschriftenaufsatz
2014Non-negative factor analysis supporting the interpretation of elemental distribution images acquired by XRF
Alfeld, M.; Wahabzada, M.; Bauckhage, C.; Kersting, K.; Wellenreuther, G.; Falkenberg, G.
Konferenzbeitrag, Zeitschriftenaufsatz
2014Predicting player churn in the wild
Hadiji, F.; Sifa, R.; Drachen, A.; Thurau, C.; Kersting, K.; Bauckhage, C.
Konferenzbeitrag
2014Relational learning helps in three-way classification of Alzheimer patients from structural magnetic resonance images of the brain
Natarajan, S.; Saha, B.; Joshi, S.; Edwards, A.; Khot, T.; Davenport, E.M.; Kersting, K.; Whitlow, C.T.; Maldjian, J.A.
Zeitschriftenaufsatz
2013The AAAI-13 conference workshops
Agrawal, V.; Archibald, C.; Bhatt, M.; Bui, H.; Cook, D.J.; Cortés, J.; Geib, C.; Gogate, V.; Guesgen, H.W.; Jannach, D.; Johanson, M.; Kersting, K.; Konidaris, G.; Kotthoff, L.; Michalowski, M.; Natarajan, S.; O'Sullivan, B.; Pickett, M.; Podobnik, V.; Poole, D.; Shastri, L.; Shehu, A.; Sukthankar, G.
Zeitschriftenaufsatz
2013Can Computers Learn from the Aesthetic Wisdom of the Crowd?
Bauckhage, Christian; Kersting, Kristian
Zeitschriftenaufsatz
2013Data mining and pattern recognition in agriculture
Bauckhage, Christian; Kersting, Kristian
Zeitschriftenaufsatz
2013Efficient information theoretic clustering on discrete lattices
Bauckhage, Christian; Kersting, Kristian
Bericht
2013Exploiting symmetries for scaling loopy belief propagation and relational training
Ahmadi, B.; Kersting, K.; Mladenov, M.; Natarajan, S.
Zeitschriftenaufsatz
2013GeoDBLP: Geo-tagging DBLP for mining the sociology of computer science
Hadiji, Fabian; Kersting, Kristian; Bauckhage, Christian; Ahmadi, Babak
Bericht
2013Guest editor's introduction: Special issue of the ECML PKDD 2013 journal track
Blockeel, H.; Kersting, K.; Nijssen, S.; Zelezny, F.
Zeitschriftenaufsatz, Konferenzbeitrag
2013Guest editor's introduction: Special issue of the ECML PKDD 2013 journal track
Blockeel, H.; Kersting, K.; Nijssen, S.; Zelezny, F.
Zeitschriftenaufsatz, Konferenzbeitrag
2013MapReduce lifting for belief propagation
Ahmadi, B.; Kersting, K.; Natarajan, S.
Konferenzbeitrag
2013Mathematical models of fads explain the temporal dynamics of internet memes
Bauckhage, C.; Kersting, K.; Hadiji, F.
Konferenzbeitrag
2013Pairwise Markov logic
Fierens, D.; Kersting, K.; Davis, J.; Chen, J.; Mladenov, M.
Konferenzbeitrag
2013Reduce and re-lift: Bootstrapped lifted likelihood maximization for MAP
Hadiji, F.; Kersting, K.
Konferenzbeitrag
2013Reduce and re-lift: Bootstrapped lifted likelihood maximization for MAP
Hadiji, F.; Kersting, K.
Konferenzbeitrag
2013Symbolic dynamic programming for continuous state and observation POMDPs
Zamani, Z.; Sanner, S.; Poupart, P.; Kersting, K.
Konferenzbeitrag
2013Using commonsense knowledge to automatically create (noisy) training examples from text
Natarajan, S.; Picado, J.; Khot, T.; Kersting, K.; Re, C.; Shavlik, J.
Konferenzbeitrag
2012Agriculture's technological makeover
Bauckhage, C.; Kersting, K.; Schmidt, A.
Zeitschriftenaufsatz
2012Descriptive matrix factorization for sustainability Adopting the principle of opposites
Thurau, C.; Kersting, K.; Wahabzada, M.; Bauckhage, C.
Zeitschriftenaufsatz
2012Deterministic CUR for improved large-scale data analysis: An empirical study
Thurau, Christian; Kersting, Kristian; Bauckhage, Christian
Konferenzbeitrag
2012Early drought stress detection in cereals: Simplex volume maximization for hyperspectral image analysis
Römer, Christoph; Wahabzada, Mirwaes; Ballvora, Agim; Pinto, Francisco; Rossini, Micol; Cinzia, Panigada; Behmann, Jan; Léon, Jens; Thurau, Christian; Bauckhage, Christian; Kersting, Kristian; Rascher, Uwe; Plümer, Lutz
Zeitschriftenaufsatz
2012Efficient graph kernels by randomization
Neumann, M.; Patricia, N.; Garnett, R.; Kersting, K.
Konferenzbeitrag
2012Efficient learning for hashing proportional data
Xu, Z.; Kersting, K.; Bauckhage, C.
Konferenzbeitrag
2012Exploration in relational domains for model-based reinforcement learning
Lang, T.; Toussaint, M.; Kersting, K.
Zeitschriftenaufsatz
2012Gradient-based boosting for statistical relational learning: The relational dependency network case
Natarajan, S.; Khot, T.; Kersting, K.; Gutmann, B.; Shavlik, J.
Zeitschriftenaufsatz
2012How players lose interest in playing a game: An empirical study based on distributions of total playing times
Bauckhage, Christian; Kersting, Kristian; Sifa, Rafet; Thurau, Christian; Drachen, Anders; Canossa, Alessandro
Konferenzbeitrag
2012Latent dirichlet allocation uncovers spectral characteristics of drought stressed plants
Wahabzada, M.; Kersting, K.; Bauckhage, C.; Römer, C.; Ballvora, A.; Pinto, F.; Rascher, U.; L'Eon, J.; Plümer, L.
Konferenzbeitrag
2012Lifted linear programming
Mladenov, M.; Ahmadi, B.; Kersting, K.
Konferenzbeitrag, Zeitschriftenaufsatz
2012Lifted online training of relational models with stochastic gradient methods
Ahmadi, B.; Kersting, K.; Natarajan, S.
Konferenzbeitrag
2012Lifted probabilistic inference
Kersting, K.
Konferenzbeitrag
2012A machine learning pipeline for three-way classification of Alzheimer patients from structural magnetic resonance images of the brain
Natarajan, S.; Joshi, S.; Saha, B.N.; Edwards, A.; Khot, T.; Moody, E.; Kersting, K.; Whitlow, C.T.; Maldjian, J.A.
Konferenzbeitrag
2012Markov logic mixtures of Gaussian processes: Towards machines reading regression data
Schiegg, M.; Neumann, M.; Kersting, K.
Zeitschriftenaufsatz, Konferenzbeitrag
2012Matrix factorization as search
Kersting, K.; Bauckhage, C.; Thurau, C.; Wahabzada, M.
Konferenzbeitrag
2012Pre-symptomatic prediction of plant drought stress using Dirichlet-aggregation regression on hyperspectral images
Kersting, K.; Xu, Z.; Wahabzada, M.; Bauckhage, C.; Thurau, C.; Roemer, C.; Ballvora, A.; Rascher, U.; Leon, J.; Pluemer, L.
Konferenzbeitrag
2012Simplex distributions for embedding data matrices over time
Kersting, K.; Wahabzada, M.; Römer, C.; Thurau, C.; Ballvora, A.; Rascher, U.; Leon, J.; Bauckhage, C.; Plümer, L.
Konferenzbeitrag
2011Biological sequence analysis meets mobility mining
Jawad, A.; Kersting, K.; Andrienko, N.
Konferenzbeitrag
2011Convex non-negative matrix factorization for massive datasets
Thurau, Christian; Kersting, K.; Wahabzada, M.; Bauckhage, C.
Zeitschriftenaufsatz
2011Decision-theoretic planning with generalized first-order decision diagrams
Joshi, S.; Kersting, K.; Khardon, R.
Zeitschriftenaufsatz
2011Efficient sequential clamping for lifted message passing
Hadiji, F.; Ahmadi, B.; Kersting, K.
Konferenzbeitrag
2011Guest editorial to the special issue on inductive logic programming, mining and learning in graphs and statistical relational learning
Blockeel, H.; Borgwardt, K.; Raedt, L. de; Domingos, P.; Kersting, K.; Yan, X.F.
Zeitschriftenaufsatz
2011Imitation learning in relational domains: A functional-gradient boosting approach
Natarajan, S.; Joshi, S.; Tadepalli, P.; Kersting, K.; Shavlik, J.
Konferenzbeitrag
2011Larger residuals, less work: Active document scheduling for latent dirichlet allocation
Wahabzada, M.; Kersting, K.
Konferenzbeitrag
2011Learning Markov Logic Networks via functional gradient boosting
Khot, T.; Natarajan, S.; Kersting, K.; Shavlik, J.
Konferenzbeitrag
2011Markov logic sets: Towards lifted information retrieval using pagerank and label propagation
Neumann, M.; Ahmadi, B.; Kersting, K.
Konferenzbeitrag
2011More influence means less work: Fast latent dirichlet allocation by influence scheduling
Wahabzada, Mirwaes; Kersting, Kristian; Pilz, Anja; Bauckhage, Christian
Konferenzbeitrag
2011Multi-evidence lifted message passing, with application to pagerank and the Kalman filter
Ahmadi, B.; Kersting, K.; Sanner, S.
Konferenzbeitrag
2011Multi-task learning with task relations
Xu, Z.; Kersting, K.
Konferenzbeitrag
2011O scientist, where art thou? Affiliation propagation for geo-referencing scientific publications
Ahmadi, B.; Zayakh, S.; Hadiji, F.; Kersting, K.
Konferenzbeitrag
2011On lifted pagerank, kalman filter and towards lifted linear program solving
Ahmadi, B.; Mladenov, M.; Kersting, K.; Sanner, S.
Konferenzbeitrag
2011Perception beyond the here and now
Schmidt, A.; Langheinrich, M.; Kersting, K.
Zeitschriftenaufsatz
2011Where traffic meets DNA: Mobility mining using biological sequence analysis revisited
Jawad, A.; Kersting, K.; Andrienko, N.
Konferenzbeitrag
2010Beyond 2D-grids
Quadrianto, N.; Kersting, K.; Tuytelaars, T.; Buntine, W.L.
Konferenzbeitrag
2010Convex NMF on non-convex massiv data
Kersting, K.; Wahabzada, M.; Thurau, C.; Bauckhage, C.
Konferenzbeitrag
2010Exploiting causal independence in Markov logic networks
Natarajan, S.; Khot, T.; Lowd, D.; Tadepalli, P.; Kersting, K.; Shavlik, J.
Konferenzbeitrag
2010Exploiting causal independence in markov logic networks: Combining undirected and directed models
Natarajan, S.; Khot, T.; Lowd, D.; Tadepalli, P.; Kersting, K.; Shavlik, J.
Konferenzbeitrag
2010Exploration in relational worlds
Lang, T.; Toussaint, M.; Kersting, K.
Konferenzbeitrag
2010Fast active exploration for link-based preference learning using Gaussian processes
Xu, Z.; Kersting, K.; Joachims, T.
Konferenzbeitrag
2010Hierarchical convex NMF for clustering massive data
Kersting, K.; Wahabzada, M.; Thurau, C.; Bauckhage, C.
Zeitschriftenaufsatz, Konferenzbeitrag
2010ILP, the blind, and the elephant: Euclidean embedding of co-proven queries
Schulz, H.; Kersting, K.; Karwath, A.
Konferenzbeitrag
2010Informed lifting for message-passing
Kersting, K.; Massaoudi, Y. el; Ahmadi, B.; Hadiji, F.
Konferenzbeitrag
2010Kernelized map matching
Jawad, A.; Kersting, K.
Konferenzbeitrag
2010Kernelized map matching for noisy trajectories
Jawad, A.; Kersting, K.
Konferenzbeitrag
2010Learning to hash logistic regression for fast 3D scan point classification
Behley, J.; Kersting, K.; Schulz, D.; Steinhage, V.; Cremers, A.B.
Konferenzbeitrag
2010Lifted belief propagation: Pairwise marginals and beyond
Ahmadi, B.; Kersting, K.; Hadiji, F.
Konferenzbeitrag
2010Lifted conditioning for pairwise marginals and beyond
Ahmadi, B.; Kersting, K.; Hadiji, F.
Konferenzbeitrag
2010Lifted message passing for satisfiability
Hadiji, F.; Kersting, K.; Ahmadi, B.
Konferenzbeitrag
2010Multi-agent inverse reinforcement learning
Natarajan, S.; Kunapuli, G.; Judah, K.; Tadepalli, P.; Kersting, K.; Shavlik, J.
Konferenzbeitrag
2010Probabilistic inductive querying using problog
De Raedt, L.; Kimmig, A.; Gutmann, B.; Kersting, K.; Costa, V.S.; Toivonen, H.
Aufsatz in Buch
2010Reports of the AAAI 2010 conference workshops
Aha, D.W.; Boddy, M.; Bulitko, V.; D'Avila Garcez, A.S.; Doshi, P.; Edelkamp, S.; Geib, C.; Gmytrasiewicz, P.; Goldman, R.P.; Halevy, A.; Hitzler, P.; Isbell, C.; Josyula, D.; Kaelbling, L.P.; Kersting, K.; Kunda, M.; Lamb, L.C.; Marthi, B.; McGreggor, K.; Mihalkova, L.; Nastase, V.; Natarajan, S.; Provan, G.; Raja, A.; Ram, A.; Riedl, M.; Russell, S.; Sabharwal, A.; Smaus, J.-G.; Sukthankar, G.; Tuyls, K.; Meyden, R. van der
Zeitschriftenaufsatz
2010Self-taught decision theoretic planning with first order decision diagrams
Joshi, S.; Kersting, K.; Khardon, R.
Konferenzbeitrag
2010Social network mining with nonparametric relational models
Xu, Z.; Tresp, V.; Rettinger, A.; Kersting, K.
Konferenzbeitrag
2010Symbolic dynamic programming for first-order POMDPs
Sanner, S.; Kersting, K.
Konferenzbeitrag
2010Topic models conditioned on relations
Wahabzada, M.; Xu, Z.; Kersting, K.
Konferenzbeitrag
2010Yes we can - simplex volume maximization for descriptive web-scale matrix factorization
Thurau, C.; Kersting, K.; Bauckhage, C.
Konferenzbeitrag
2009A bayesian regression approach to terrain mapping and an application to legged robot locomotion
Plagemann, C.; Mischke, S.; Prentice, S.; Kersting, K.; Roy, N.; Burgard, W.
Zeitschriftenaufsatz
2009Convex non-negative matrix factorization in the wild
Thurau, C.; Kersting, K.; Bauckhage, C.
Konferenzbeitrag
2009Counting belief propagation
Kersting, K.; Ahmadi, B.; Natarajan, S.
Konferenzbeitrag
2009Generalized first order decision diagrams for first order Markov decision processes
Joshi, S.; Kersting, K.; Khardon, R.
Konferenzbeitrag
2009Identifying mathematical models of the mechanically ventilated lung using equation discovery
Ganzert, S.; Möller, K.; Kramer, S.; Kersting, K.; Guttmann, J.
Konferenzbeitrag
2009Kernel conditional quantile estimation via reduction revisited
Quadrianto, N.; Kersting, K.; Reid, M.D.; Caetano, T.S.; Buntine, W.L.
Konferenzbeitrag
2009Learning preferences with hidden common cause relations
Kersting, K.; Xu, Z.
Konferenzbeitrag
2009Multi-relational learning with Gaussian processes
Xu, Z.; Kersting, K.; Tresp, V.
Konferenzbeitrag
2009Stacked Gaussian process learning
Neumann, M.; Kersting, K.; Xu, Z.; Schulz, D.
Konferenzbeitrag
2008Annals of Mathematics and Artificial Intelligence. Preface
Jaeger, M.; Getoor, L.; Kersting, K.
Zeitschriftenaufsatz
2008Boosting relational sequence alignments
Karwath, A.; Kersting, K.; Landwehr, N.
Konferenzbeitrag
2008Compressing probabilistic Prolog programs
Raedt, L. de; Kersting, K.; Kimmig, A.; Revoredo, K.; Toivonen, H.
Zeitschriftenaufsatz
2008Learning predictive terrain models for legged robot locomotion
Plagemann, C.; Mischke, S.; Prentice, S.; Kersting, K.; Roy, N.; Burgard, W.
Konferenzbeitrag
2008Lifted probabilistic inference with counting formulas
Milch, B.; Zettlemoyer, L.S.; Kersting, K.; Haimes, M.; Pack Kaelbling, L.
Konferenzbeitrag
2008Logical hierarchical hidden Markov models for modeling user activities
Natarajan, S.; Bui, H.H.; Tadepalli, P.; Kersting, K.; Wong, W.-K.
Konferenzbeitrag
2008Non-parametric policy gradients
Kersting, K.; Driessens, K.
Konferenzbeitrag
2008Nonstationary Gaussian process regression using point estimates of local smoothness
Plagemann, C.; Kersting, K.; Burgard, W.
Konferenzbeitrag
2008Parameter learning on probabilistic databases
Gutmann, B.; Kimmig, A.; Kersting, K.; Raedt, L. de
Konferenzbeitrag
2008SRL without tears: An ILP perspektive
Kersting, K.
Abstract
2008Towards engaging games
Missura, O.; Kersting, K.; Gärtner, T.
Konferenzbeitrag
2008Towards engaging MDPs
Missura, O.; Kersting, K.; Gärtner, T.
Konferenzbeitrag
2004Fisher Kernels for logical sequences
Kersting, K.; Gärtner, T.
Konferenzbeitrag