Christian Igel

Christian Igel

Professor

Kommentarer til publikationsliste

This list of pubications is not fully complete.

For a complete list of older publications as well as papers and software available online please vist my old homepage: http://image.diku.dk/igel

I also maintain a Google Scholar profile: https://scholar.google.dk/citations?user=d-jF4zIAAAAJ


  1. 2011
  2. Udgivet

    The logarithmic hypervolume indicator. / Friedrich, Tobias; Bringmann, Karl; Voß, Thomas; Igel, Christian.

    Proceedings of the 11th Workshop on Foundations of genetic algorithms : FOGA '11. red. / Hans-Georg Beyer; W. B. Langdon. Association for Computing Machinery, 2011. s. 81-91.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  3. Udgivet

    Towards exaggerated image stereotypes. / Chen, Chen; Lauze, Francois Bernard; Igel, Christian; Feragen, Aasa; Loog, Marco; Nielsen, Mads.

    Proceedings of The First Asian Conference on Pattern Recognition 2011, . 2011. s. 422-426.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  4. Udgivet

    Training RBMs based on the signs of the CD approximation of the log-likelihood derivatives. / Fischer, Asja; Igel, Christian.

    19th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2011). red. / M. Verleysen. ESANN , 2011. s. 495-500.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  5. 2010
  6. A dynamic neural field model of mesoscopic cortical activity captured with voltage-sensitive dye imaging. / Markounikau, Valentin; Igel, Christian; Grinvald, Amiram; Jancke, Dirk.

    I: P L o S Computational Biology, Bind 6, Nr. 9, e1000919, 2010.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  7. Automatic classification of hydroacoustic signals to support verification of the Comprehensive Nuclear-Test-Ban Treaty. / Tuma, M.; Igel, Christian.

    Second Joint Statistical Meeting Deutsche Arbeitsgemeinschaft Statistik "Statistics Under One Umbrella" (DAGStat 2010). 2010. s. 361.

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskningfagfællebedømt

  8. Bounding the bias of contrastive divergence used for maximum likelihood learning in restricted Boltzmann machines. / Fischer, A.; Igel, Christian.

    2010. Abstract fra Dagstat 2010, Dortmund, Tyskland.

    Publikation: KonferencebidragKonferenceabstrakt til konferenceForskningfagfællebedømt

  9. Challenges in training restricted Boltzmann machines. / Fischer, Asja; Igel, Christian.

    Workshop New Challenges in Neural Computation 2010. red. / B. Hammer; T. Villmann. 2010. s. 11-24 (Machine Learning Reports; Nr. 04/2010).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  10. Direct policy search : intrinsic vs. extrinsic perturbations. / Heidrich-Meisner, V.; Igel, Christian.

    Workshop New Challenges in Neural Computation . red. / B. Hammer; T. Villmann. 2010. s. 33-39 (Machine Learning Reports, Bind 04/2010).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  11. Editorial : special issue on organic computing. / Würtz, R. P.; Bellman, K. L.; Schmeck, H.; Igel, Christian.

    I: A C M Transactions on Autonomous and Adaptive Systems, Bind 5, Nr. 3, 2010, s. 1-3.

    Publikation: Bidrag til tidsskriftLederForskning

  12. Efficient update of the covariance matrix inverse in iterated linear discriminant analysis. / Salmen, Jan; Schlipsing, Marc; Igel, Christian.

    I: Pattern Recognition Letters, Bind 31, Nr. 1, 2010, s. 1903.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  13. Empirical analysis of the divergence of Gibbs sampling based learning algorithms for restricted Boltzmann machines. / Fischer, Asja; Igel, Christian.

    Artificial Neural Networks – ICANN 201: 20th International Conference, Thessaloniki, Greece, September 15-18, 2010, Proceedings, Part III. red. / K. Diamantaras; W. Duch; L. S. Iliadis. Springer, 2010. s. 208-217 (Lecture notes in computer science, Bind 6354).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  14. Evolutionary kernel learning. / Igel, Christian.

    Encyclopedia of machine learning. red. / Claude Sammut; Georffrey I. Webb. Springer, 2010.

    Publikation: Bidrag til bog/antologi/rapportEncyclopædiartikelForskningfagfællebedømt

  15. Hydroacoustic signal classification using kernel functions for variable feature sets. / Tuma, M.; Igel, Christian; Prior, M.

    Proceedings of the 2010 20th International Conference on Pattern Recognition: ICPR. IEEE Computer Society Press, 2010. s. 1011-1014.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  16. Improved step size adaptation for the MO-CMA-ES. / Voß, T.; Hansen, N.; Igel, Christian.

    Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2010). Association for Computing Machinery, 2010. s. 487-494.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  17. Maximum likelihood model selection for 1-norm soft margin SVMs with multiple parameters. / Glasmachers, T.; Igel, Christian.

    I: IEEE Transactions on Pattern Analysis and Machine Intelligence, Bind 32, Nr. 8, 2010, s. 1522-1528.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  18. Neuroevolution strategies. / Igel, Christian.

    Learning paradigms in dynamic environments. red. / B. Hammer; P. Hitzler; W. Maass; M. Toussaint. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2010. s. 6 (Dagstuhl Seminar Proceedings, Bind 10302).

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskning

  19. New uncertainty handling strategies in multi-objective evolutionary optimization. / Voß, T.; Trautmann, H.; Igel, Christian.

    Parallel Problem Solving from Nature, PPSN XI: 11th International Conference, Kraków, Poland, September 11-15, 2010. Proceedings, Part II. red. / R. Schaefer; C. Cotta; J. Kołodziej; G. Rudolph. Springer, 2010. s. 260-269 (Lecture notes in computer science, Bind 6239).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  20. Scaling up indicator-based MOEAs by approximating the least hypervolume contributor : a preliminary study. / Voß, T.; Friedrich, T.; Bringmann, K.; Igel, Christian.

    Proceedings of the 12th annual conference on Genetic and Evolutionary Computation: GECCO '10. Association for Computing Machinery, 2010. s. 1975-1978.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  21. Second-order SMO for SVM online learning. / Igel, Christian.

    Learning paradigms in dynamic environments. red. / B. Hammer; P. Hitzler; W. Maass; M. Toussaint. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2010. s. 5-6 (Dagstuhl Seminar Proceedings, Bind 10302).

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskning

  22. Structure optimization of reservoir networks. / Roeschies, Benjamin; Igel, Christian.

    I: Logic Journal of the IGPL, Bind 18, Nr. 5, 2010, s. 635-669.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  23. 2009
  24. A mesoscopic model of VSD dynamics observed in visual cortex induced by flashed and moving stimuli. / Markounikau, Valentin; Igel, Christian; Jancke, Dirk.

    I: Frontiers in Computational Neuroscience, 2009.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskningfagfællebedømt

  25. Contrastive divergence learning may diverge when training restricted Boltzmann machines. / Fischer, Asja; Igel, Christian.

    I: Frontiers in Computational Neuroscience, 2009.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskningfagfællebedømt

  26. Efficient covariance matrix update for variable metric evolution strategies. / Suttorp, Thorsten; Hansen, Nikolaus; Igel, Christian.

    I: Machine Learning, Bind 75, Nr. 2, 2009, s. 167-197.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  27. Hoeffding and Bernstein races for selecting policies in evolutionary direct policy search. / Heidrich-Meisner, V.; Igel, Christian.

    Proceedings of the 26th International Conference on Machine Learning (ICML 2009). Association for Computing Machinery, 2009. s. 401-408.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  28. Kernel-based machine learning techniques for hydroacoustic signal classification. / Tuma, Matthias; Igel, Christian.

    International Scientific Studies Conference (ISS09): book of abstracts. 2009. s. 25 DM-06/A.

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskning

  29. Neuroevolution strategies for episodic reinforcement learning. / Heidrich-Meisner, Verena; Igel, Christian.

    I: Journal of Algorithms, Bind 64, Nr. 4, 2009, s. 152-168.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  30. Ontogenetic and phylogenetic reinforcement learning. / Togelius, Julian; Schaul, T.; Wierstra, D.; Igel, Christian; Gomez, F.; Schmidhuber, J.

    I: Kuenstliche Intelligenz, Bind 09, Nr. 3, 2009, s. 30-33.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  31. Recombination for learning strategy parameters in the MO-CMA-ES. / Voß, Thomas; Hansen, Nikolaus; Igel, Christian.

    Evolutionary Multi-Criterion Optimization: 5th International Conference, EMO 2009, Nantes, France, April 7-10, 2009. Proceedings. red. / Matthias Ehrgott; Carlos M. Fonseca; Xavier Gandibleux; Jin-Kao Hao; Marc Sevaux. Springer, 2009. s. 155-168 (Lecture notes in computer science, Bind 5467).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  32. Second-order SMO for SVM online and active learning. / Igel, Christian.

    23rd European Conference on Operational Research: book of abstracts. 2009. s. 162 TD-31.

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskning

  33. Service : reinforcement learning. / Igel, Christian.

    I: Kuenstliche Intelligenz, Bind 24, Nr. 3, 2009, s. 44 pp.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  34. Toward registration of 3D ultrasound and CT images of the spine in clinical praxis : design and evaluation of a data acquisition protocol. / Winter, Susanne; Pechlivanis, Ioannis; Dekomien, Claudia; Igel, Christian; Schmieder, Kirsten.

    I: Ultrasound in Medicine & Biology, Bind 35, Nr. 11, 2009, s. 1773-1782.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  35. Uncertainty handling CMA-ES for reinforcement learning. / Heidrich-Meisner, Verena; Igel, Christian.

    Proceedings of the 11th Annual conference on Genetic and evolutionary computation: GECCO '09. Association for Computing Machinery, 2009. s. 1211-1218.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  36. Variable-metric evolution strategies for direct policy search. / Heidrich-Meisner, Verena; Igel, Christian.

    2009. Abstract fra Multidisciplinary Symposium on Reinforcement Learning, Montreal, Canada.

    Publikation: KonferencebidragKonferenceabstrakt til konferenceForskningfagfællebedømt

  37. 2008
  38. Approximation of Gaussian process regression models after training. / Suttorp, Thorsten; Igel, Christian.

    ESANN 2008: 16th European Symposium on Artificial Neural Networks. D-side Publications, 2008. s. 427-432 ES2008-84.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  39. Efficient covariance matrix update for evolution strategies. / Igel, Christian.

    Theory of Evolutionary Algorithms. red. / Dirk V. Arnold; Anne Auger; Jonathan E. Rowe; Carsten Witt. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2008. s. 6 (Dagstuhl Seminar Proceedings, Bind 08051).

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskning

  40. Evolution strategies for direct policy search. / Heidrich-Meisner, Verena; Igel, Christian.

    Parallel Problem Solving from Nature – PPSN X: 10th International Conference, Dortmund, Germany, September 13-17, 2008. Proceedings. red. / Günter Rudolph; Thomas Jansen; Nicola Beume; Simon Lucas; Carlo Poloni. Springer, 2008. s. 428-437 (Lecture notes in computer science, Bind 5199).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  41. Genesis of organic computing systems : coupling evolution and learning. / Igel, Christian; Sendhoff, Bernhard.

    Organic computing. 2008. s. 141-166 (Understanding Complex Systems).

    Publikation: Bidrag til bog/antologi/rapportBidrag til bog/antologiForskningfagfællebedømt

  42. Learning behavioral policies using extrinsic perturbations on the level of synapses. / Heidrich-Meisner, Verena; Igel, Christian.

    I: Frontiers in Computational Neuroscience, 2008.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskningfagfællebedømt

  43. Registration of CT and intraoperative 3-D ultrasound images of the spine using evolutionary and gradient-based methods. / Winter, S.; Brendel, B.; Pechlivanis, I.; Schmieder, K.; Igel, Christian.

    I: IEEE Transactions on Evolutionary Computation, Bind 12, Nr. 3, 2008, s. 284-296.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  44. Scalarization versus indicator-based selection in multi-objective CMA evolution strategies. / Voß, Thomas; Beume, Nicola; Rudolph, Günter; Igel, Christian.

    IEEE Congress on Evolutionary Computation, 2008 CEC 2008.. IEEE, 2008. s. 3036-3043.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  45. Second-order SMO improves SVM online and active learning. / Glasmachers, Tobias; Igel, Christian.

    I: Neural Computation, Bind 20, Nr. 2, 2008, s. 374-382.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  46. Shark. / Igel, Christian; Glasmachers, T.; Heidrich-Meisner, V.

    I: Journal of Machine Learning Research, Bind 9, 2008, s. 993-996.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  47. Similarities and differences between policy gradient methods and evolution strategies. / Heidrich-Meisner, Verena; Igel, Christian.

    ESANN 2008: 16th European Symposium on Artificial Neural Networks. D-side Publications, 2008. s. 149-154 ES2008-47.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  48. Uncertainty handling in evolutionary direct policy search. / Heidrich-Meisner, Verena; Igel, Christian.

    2008. Paper præsenteret ved Twenty-Second Annual Conference on Neural Information Processing Systems, Vancouver, Canada.

    Publikation: KonferencebidragPaperForskningfagfællebedømt

  49. Uncertainty handling in model selection for support vector machines. / Glasmachers, Tobias; Igel, Christian.

    Parallel Problem Solving from Nature – PPSN X: 10th International Conference, Dortmund, Germany, September 13-17, 2008. Proceedings. red. / Günter Rudolph; Thomas Jansen; Nicola Beume; Simon Lucas; Carlo Poloni. Springer, 2008. s. 185-194 (Lecture notes in computer science, Bind 5199).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  50. Variable metric reinforcement learning methods applied to the noisy mountain car problem. / Heidrich-Meisner, Verena; Igel, Christian.

    Recent Advances in Reinforcement Learning: 8th European Workshop, EWRL 2008, Villeneuve d’Ascq, France, June 30-July 3, 2008, Revised and Selected Papers. red. / Sertan Girgin; Manuel Loth; Rémi Munos; Philippe Preux; Daniil Ryabko. Springer, 2008. s. 136-150 (Lecture notes in computer science, Bind 5323).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  51. 2007
  52. Covariance matrix adaptation for multi-objective optimization. / Igel, Christian; Hansen, Nikolaus; Roth, Stefan.

    I: Evolutionary Computation, Bind 15, Nr. 1, 2007, s. 1-28.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  53. Evolutionary optimization of sequence kernels for detection of bacterial gene starts. / Mersch, Britta; Glasmachers, Tobias; Meinicke, Peter; Igel, Christian.

    I: International Journal of Neural Systems, Bind 17, Nr. 5, 2007, s. 369-381.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  54. Evolutionary optimization of wavelet feature sets for real-time pedestrian classification. / Salmen, Jan; Suttorp, Thorsten; Edelbrunner, Johann; Igel, Christian.

    7th International Conference on Hybrid Intelligent Systems: HIS 2007. IEEE, 2007. s. 222-227.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  55. Gradient-based optimization of kernel-target alignment for sequence kernels applied to bacterial gene start detection. / Igel, Christian; Glasmachers, T.; Mersch, B.; Pfeifer, N.; Meinicke, P.

    I: IEEE/ACM Transactions on Computational Biology and Bioinformatics, Bind 4, Nr. 2, 2007, s. 216-226.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

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