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. A No-Free-Lunch theorem for non-uniform distributions of target functions. / Igel, Christian; Toussaint, M.

    I: Journal of Mathematical Modelling and Algorithms, Bind 3, Nr. 4, 2004, s. 313-322.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  2. Udgivet

    A bound for the convergence rate of parallel tempering for sampling restricted Boltzmann machines. / Fischer, Asja; Igel, Christian.

    I: Theoretical Computer Science, Bind 598, 2015, s. 102-117.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  3. A computational efficient covariance matrix update and a (1+1)-CMA for evolution strategies. / Igel, Christian; Suttorp, Thorsten; Hansen, Nikolaus.

    Proceedings of the 8th annual Conference on Genetic and Evolutionary Computation: GECCO '06. Association for Computing Machinery, 2006. s. 453-460.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  4. 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

  5. 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

  6. Udgivet

    A more efficient rank-one covariance matrix update for evolution strategies. / Krause, Oswin; Igel, Christian.

    Proceedings of the 2015 ACM Conference on Foundations of Genetic Algorithms XIII. Association for Computing Machinery, 2015. s. 129-136.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  7. Udgivet

    A note on extending generalization bounds for binary large-margin classifiers to multiple classes. / Dogan, Ürün; Glasmachers, Tobias; Igel, Christian.

    Machine learning and knowledge discovery in databases: European Conference, ECML PKDD 2012, Bristol, UK, September 24-28, 2012. Proceedings, Part I. red. / Peter A. Flach; Tijl De Bie; Nello Cristianini. Springer, 2012. s. 122-129 (Lecture notes in computer science, Bind 7523).

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

  8. Udgivet

    A note on generalization loss when evolving adaptive pattern recognition systems. / Igel, Christian.

    I: I E E E Transactions on Evolutionary Computation, Bind 17, Nr. 3, 2013, s. 345-352.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  9. Udgivet

    A strongly quasiconvex PAC-Bayesian bound. / Thiemann, Niklas; Igel, Christian; Wintenberger, Olivier; Seldin, Yevgeny.

    Proceedings of International Conference on Algorithmic Learning Theory, 15-17 October 2017, Kyoto University, Kyoto, Japan . red. / Steve Hanneke; Lev Reyzin. Proceedings of Machine Learning Research, 2017. s. 466-492 (Proceedings of Machine Learning Research, Bind 76).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  10. Udgivet

    A unified view on multi-class support vector classification. / Doğan, Ürün; Glasmachers, Tobias; Igel, Christian.

    I: Journal of Machine Learning Research, Bind 17, 45, 2016.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  11. Udgivet

    Active learning with support vector machines. / Kremer, Jan; Pedersen, Kim Steenstrup; Igel, Christian.

    I: Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, Bind 4, Nr. 4, 2014, s. 313-326.

    Publikation: Bidrag til tidsskriftReviewForskningfagfællebedømt

  12. Udgivet

    Adaptive pattern recognition in real-time video-based soccer analysis. / Schlipsing, Marc; Salmen, Jan; Tschentscher, Marc; Igel, Christian.

    I: Journal of Real-Time Image Processing, Bind 13, Nr. 2, 06.2017, s. 345–361.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  13. Udgivet

    An introduction to restricted Boltzmann machines. / Fischer, Asja; Igel, Christian.

    Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications: 17th Iberoamerican Congress, CIARP 2012, Buenos Aires, Argentina, September 3-6, 2012. Proceedings. red. / Luis Alvarez; Marta Mejail ; Luis Gomez; Julio Jacobo . Springer, 2012. s. 14-36 (Lecture notes in computer science, Bind 7441).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  14. Application and optimization of neural field dynamics for driver assistance. / Edelbrunner, H.; Handmann, U.; Igel, Christian; Leefken, I.; von Seelen, W.

    Proceedings of the 2001 IEEE Intelligent Transportation Systems. IEEE, 2001. s. 309-314.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  15. 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

  16. Udgivet

    Approximation properties of DBNs with binary hidden units and real-valued visible units. / Krause, Oswin; Fischer, Asja; Glasmachers, Tobias; Igel, Christian.

    Proceedings of the 30th International Conference on Machine Learning. red. / Sanjoy Dasgupta; David McAllester. 2013. s. 419-426 (JMLR: Workshop and Conference Proceedings, Bind 28).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  17. Udgivet

    Assessing breast cancer masking risk in full field digital mammography with automated texture analysis. / Kallenberg, Michiel Gijsbertus J; Lillholm, Martin; Diao, Pengfei; Holland, Katharina; Karssemeijer, Nico; Igel, Christian; Nielsen, Mads.

    7th International Workshop on Breast Densitometry and Cancer Risk Assessment (Non-CME). University of California, 2015. s. 109.

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskningfagfællebedømt

  18. Udgivet

    Assessing breast cancer masking risk with automated texture analysis in full field digital mammography. / Kallenberg, Michiel Gijsbertus J; Lillholm, Martin; Diao, Pengfei; Petersen, Kersten; Holland, Katharina; Karssemeijer, Nico; Igel, Christian; Nielsen, Mads.

    Breast Imaging and Interventional. Radiological Society of North America, Inc, 2015. s. 218.

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskningfagfællebedømt

  19. Udgivet

    Automated texture scoring for assessing breast cancer masking risk in full field digital mammography. / Kallenberg, Michiel Gijsbertus J; Petersen, Peter Kersten; Lillholm, Martin; Jørgensen, Dan Richter; Diao, Pengfei; Holland, Katharina; Karssemeijer, Nico; Igel, Christian; Nielsen, Mads.

    I: Insights into Imaging, Bind 6, Nr. 1, Supplement, B-0212, 2015.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskningfagfællebedømt

  20. Udgivet

    Automatic FDG-PET-based tumor and metastatic lymph node segmentation in cervical cancer. / Rodríguez Arbonès, Dídac; Jensen, Henrik Grønholt; Loft, Annika; af Rosenschöld, Per Munck; Hansen, Anders Elias; Igel, Christian; Darkner, Sune.

    Medical Imaging 2014: Image Processing. red. / Sebastian Ourselin; Martin A. Styner. SPIE - International Society for Optical Engineering, 2014. 903441 (Progress in Biomedical Optics and Imaging; Nr. 35, Bind 15).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  21. 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

  22. Udgivet

    Automatic galaxy classification via machine learning techniques : Parallelized rotation/flipping INvariant Kohonen maps (PINK). / Polsterer, Kai Lars; Gieseke, Fabian Cristian; Igel, Christian.

    Astronomical Data Analysis Software and Systems: Proceedings of a meeting held at Calgary, Alberta, Canada 5-9 October 2014. red. / A.R. Taylor; E. Rosolowsky. Bind 24 Astronomical Society of the Pacific, 2015. s. 81-86 (ASP Conference Series, Bind 495).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  23. Balancing learning and evolution. / Hüsken, Michael; Igel, Christian.

    Proceedings of the Genetic and Evolutionary Computation Conference 2002: GECCO '02. red. / William B. Langdon; Erick Cantú-Paz; Keith E. Mathias; Rajkumar Roy; David Davis; Riccardo Poli; Karthik Balakrishnan; Vasant G. Honovar; Günter Rudolph; Joachim Wegener; Larry Bull; Mitchell A. Potter; Alan C. Schultz; J. F. Miller; E. Burke; Natasa Jonoska. Morgan Kaufmann, 2002. s. 391-398.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  24. Udgivet

    Big universe, big data : machine learning and image analysis for astronomy. / Kremer, Jan; Stensbo-Smidt, Kristoffer; Gieseke, Fabian Cristian; Pedersen, Kim Steenstrup; Igel, Christian.

    I: IEEE Intelligent Systems, Bind 32, Nr. 2, 2017, s. 16-22.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  25. Udgivet

    Bigger buffer k-d trees on multi-many-core systems. / Gieseke, Fabian Cristian; Oancea, Cosmin Eugen; Mahabal, Ashish; Igel, Christian; Heskes, Tom.

    High Performance Computing for Computational Science – VECPAR 2018: 13th International Conference, São Pedro, Brazil, September 17–19, 2018, Revised Selected Papers. Springer, 2019. s. 202-214 (Lecture Notes in Computer Science, Bind 11333).

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

  26. Udgivet

    Bounding the bias of contrastive divergence learning. / Fischer, Anja; Igel, Christian.

    I: Neural Computation, Bind 23, Nr. 3, 2011, s. 664-673.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  27. 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

  28. Udgivet

    Buffer k-d trees : processing massive nearest neighbor queries on GPUs. / Gieseke, Fabian Cristian; Heinermann, Justin; Oancea, Cosmin Eugen; Igel, Christian.

    Proceedings of the 31st International Conference on Machine Learning, Beijing, China, 2014. 2014. (JMLR: Workshop and Conference Proceedings, Bind 32).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  29. Udgivet

    CMA-ES with optimal covariance update and storage complexity. / Krause, Oswin; Rodríguez Arbonès, Dídac; Igel, Christian.

    Advances in Neural Information Processing Systems 29 (NIPS 2016). red. / D. D. Lee; M. Sugiyama; U. V. Luxburg; I. Guyon; R. Garnett. Curran Associates, Inc., 2016. s. 370-378.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  30. Udgivet

    Cascaded classifier for large-scale data applied to automatic segmentation of articular cartilage. / Prasoon, Adhish; Igel, Christian; Loog, Marco; Lauze, Francois Bernard; Dam, Erik; Nielsen, Mads.

    Medical Imaging 2012: Image Processing. red. / David R. Haynor; Sébastien Ourselin. Bind 8314 SPIE - International Society for Optical Engineering, 2012. 83144V (SPIE Proceedings, Bind 8314).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  31. Causality of hierarchical variable length representations. / Igel, Christian.

    The 1998 IEEE International Conference on Evolutionary Computation Proceedings. IEEE, 1998. s. 324-329.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  32. Chaining syllogism applied to fuzzy IF-THEN rules and rule bases. / Igel, Christian; Temme, Karl-Heinz.

    Computational Intelligence Theory and Applications: International Conference, 5th Fuzzy Days Dortmund, Germany, April 28–30, 1997 Proceedings. red. / Bernd Reusch. Springer, 1997. s. 179-188 (Lecture notes in computer science, Bind 1226).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  33. 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

  34. Udgivet

    Characterization of errors in deep learning-based brain MRI segmentation. / Pai, Akshay Sadananda Uppinakudru; Teng, Yuan-Ching; Blair, Joseph Patrick Michele; Kallenberg, Michiel Gijsbertus J.; Dam, Erik Bjørnager; Sommer, Stefan Horst; Igel, Christian; Nielsen, Mads.

    Deep learning for medical image analysis. red. / S. Kevin Zhou; Hayit Greenspan; Dinggang Shen. Academic Press, 2017. s. 223–242.

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

  35. Udgivet

    Computational complexity of linear large margin classification with ramp loss. / Maibing, Søren Frejstrup; Igel, Christian.

    Proceedings of the 18th International Conference on Artificial Intelligence and Statistics (AISTATS) 2015. red. / Guy Lebanon; S. V. N. Vishwanathan. 2015. s. 259-267 (JMLR: Workshop and Conference Proceedings, Bind 38).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  36. Computational efficient covariance matrix update and the multi-objective variable metric evolution strategy. / Igel, Christian.

    Theory of Evolutionary Algorithms. red. / Dirk V. Arnold; Thomas Jansen; Jonathan E. Rowe; Michael D. Vose. Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 2006. s. 7 (Dagstuhl Seminar Proceedings, Bind 06061).

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskning

  37. 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

  38. 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

  39. Cross-reactive metal ion sensor array in a micro titer plate format. / Mayr, Torsten; Igel, Christian; Liebsch, Gregor; Klimant, Ingo; Wolfbeis, Otto S.

    I: Analytical Chemistry, Bind 75, Nr. 17, 2003, s. 4389-4396.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  40. Udgivet

    Deep feature learning for knee cartilage segmentation using a triplanar convolutional neural network. / Prasoon, Adhish; Petersen, Peter Kersten; Igel, Christian; Lauze, Francois Bernard; Dam, Erik Bjørnager; Nielsen, Mads.

    Medical Image Computing and Computer-Assisted Intervention – MICCAI 2013: 16th International Conference, Nagoya, Japan, September 22-26, 2013, Proceedings, Part II. red. / Kensaku Mori; Ichiro Sakuma; Yoshinobu Sato; Christian Barillot; Nassir Navab. Springer, 2013. s. 246-253 (Lecture notes in computer science, Bind 8150).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  41. Udgivet

    Dementia diagnosis using MRI cortical thickness, shape, texture, and volumetry. / Sørensen, Lauge; Pai, Akshay Sadananda Uppinakudru; Anker, Cecilie; Balas, Ioana; Lillholm, Martin; Igel, Christian; Nielsen, Mads.

    MICCAI 2014 Workshop Proceedings: Challenge on Computer-Aided Diagnosis of Dementia Based on Structural MRI Data. red. / Esther E. Bron; Marion Smits; John C. van Swieten; Wiro J. Niessen; Stefan Klein. Erasmus Universiteit Rotterdam, 2014. s. 111-118.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  42. Derandomized evolution strategies in computational neuroscience. / Dinse, Hubert R.; Hüsken, Michael; Igel, Christian; Klaes, Christian; Nunkesser, Marc; Schneider, Stefan; Wiemer, Jan.

    Genetic and Evolutionary Computation Conference Workshop Program (GECCO 2002): Biological Applications of Genetic and Evolutionary Computation (BioGEC 2002). 2002. s. 35-37.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  43. Design of a field model for early vision : a case study of evolutionary algorithms in neuroscience. / Igel, Christian; von Seelen, Werner.

    Göttingen Neurobiology Report 2001: Proceedings of the 4th Meeting of the German Neuroscience Society 2001; Volume II. 28th Göttingen Neurobiology Conference. red. / Norbert Elsner; Georg W. Kreutzberg. Bind 2 Thieme Medical Publishers, 2001. s. 1034.

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskning

  44. Udgivet

    Detection of traffic signs in real-world images : the German traffic sign detection benchmark. / Houben, Sebastian; Stallkamp, Johannes; Salmen, Jan; Schlipsing, Marc; Igel, Christian.

    Proceedings of International Joint Conference on Neural Networks. IEEE Computer Society Press, 2013. s. 715-722.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  45. Udgivet
  46. 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

  47. Udgivet

    Early detection of Alzheimer's disease using MRI hippocampal texture. / Sørensen, Lauge; Igel, Christian; Hansen, Naja Liv; Osler, Merete; Lauritzen, Martin; Rostrup, Egill; Nielsen, Mads.

    I: Human Brain Mapping, Bind 37, Nr. 3, 2016, s. 1148-1161.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  48. Udgivet

    Echtzeit-Videoanalyse im Fußball. / Schlipsing, Marc; Salmen, Jan; Igel, Christian.

    I: Kuenstliche Intelligenz, Bind 27, Nr. 3, 2013, s. 235-240.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  49. 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

  50. Udgivet

    Editorial : project reports. / Igel, Christian.

    I: Kuenstliche Intelligenz, Bind 31, Nr. 1, 03.2017, s. 1-1.

    Publikation: Bidrag til tidsskriftLederForskning

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