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. Udgivet

    High-school dropout prediction using machine learning: a Danish large-scale study

    Şara, N., Halland, R., Igel, Christian & Alstrup, Stephen, 2015, Proceedings. ESANN 2015: 23rd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning. Verleysen, M. (red.). i6doc.com, s. 319-324 6 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  2. Editorial: special issue on organic computing

    Würtz, R. P., Bellman, K. L., Schmeck, H. & Igel, Christian, 2010, I : A C M Transactions on Autonomous and Adaptive Systems. 5, 3, s. 1-3 3 s.

    Publikation: Bidrag til tidsskriftLederForskning

  3. Registration of bone structures in 3D ultrasound and CT data: comparison of different optimization strategies

    Winter, S., Brendel, B. & Igel, Christian, 2005, I : International Congress Series. 1281, s. 242-247 6 s.

    Publikation: Bidrag til tidsskriftKonferenceartikelForskningfagfællebedømt

  4. Registrierung von Knochen in 3D-Ultraschall-und CT-Daten: Vergleich verschiedener Optimierungsverfahren

    Winter, S., Brendel, B. & Igel, Christian, 2005, Bildverarbeitung für die Medizin 2005: Algorithmen — Systeme — Anwendungen Proceedings des Workshops vom 13. – 15. März 2005 in Heidelberg. Meinzer, H-P., Handels, H., Horsch, A. & Holxdorff, T. (red.). s. 345-349 5 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  5. Toward registration of 3D ultrasound and CT images of the spine in clinical praxis: design and evaluation of a data acquisition protocol

    Winter, S., Pechlivanis, I., Dekomien, C., Igel, Christian & Schmieder, K., 2009, I : Ultrasound in Medicine & Biology. 35, 11, s. 1773-1782 10 s.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  6. 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, 2008, I : IEEE Transactions on Evolutionary Computation. 12, 3, s. 284-296 13 s.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  7. Evolutionary optimization of neural networks for face detection

    Wiegand, S., Igel, Christian & Handmann, U., 2004, ESANN 2004: 12th European Symposium on Artificial Neural Networks. D-side Publications, s. 139-144 6 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  8. Evolutionary multi-objective optimization of neural networks for face detection

    Wiegand, S., Igel, Christian & Handmann, U., 2004, I : International Journal of Computational Intelligence and Applications. 4, 3, s. 237-253 17 s.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  9. Protein fold class prediction using neural networks with tailored early-stopping

    Wiebringhaus, T., Igel, Christian & Gebert, J., 2004, Proceedings of the 2004 IEEE International Joint Conference on Neural Networks. IEEE, s. 1693-1697 5 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  10. Protein fold class prediction using neural networks reconsidered

    Wiebringhaus, T., Faigle, U., Schomburg, D., Gebert, J. & Igel, Christian, 2003, Currents in Computational Molecular Biology, The Seventh Annual International Conference on Research in Computational Molecular Biology (RECOMB 2003). s. 225-226 2 s.

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskningfagfællebedømt

  11. Recombination for learning strategy parameters in the MO-CMA-ES

    Voß, T., Hansen, N. & Igel, Christian, 2009, Evolutionary Multi-Criterion Optimization: 5th International Conference, EMO 2009, Nantes, France, April 7-10, 2009. Proceedings. Ehrgott, M., Fonseca, C. M., Gandibleux, X., Hao, J-K. & Sevaux, M. (red.). Springer, s. 155-168 14 s. (Lecture notes in computer science, Bind 5467).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  12. Scalarization versus indicator-based selection in multi-objective CMA evolution strategies

    Voß, T., Beume, N., Rudolph, G. & Igel, Christian, 2008, IEEE Congress on Evolutionary Computation, 2008 CEC 2008.. IEEE, s. 3036-3043 8 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  13. New uncertainty handling strategies in multi-objective evolutionary optimization

    Voß, T., Trautmann, H. & Igel, Christian, 2010, Parallel Problem Solving from Nature, PPSN XI: 11th International Conference, Kraków, Poland, September 11-15, 2010. Proceedings, Part II. Schaefer, R., Cotta, C., Kołodziej, J. & Rudolph, G. (red.). Springer, s. 260-269 10 s. (Lecture notes in computer science, Bind 6239).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  14. Scaling up indicator-based MOEAs by approximating the least hypervolume contributor: a preliminary study

    Voß, T., Friedrich, T., Bringmann, K. & Igel, Christian, 2010, Proceedings of the 12th annual conference on Genetic and Evolutionary Computation: GECCO '10. Association for Computing Machinery, s. 1975-1978 4 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  15. Improved step size adaptation for the MO-CMA-ES

    Voß, T., Hansen, N. & Igel, Christian, 2010, Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2010). Association for Computing Machinery, s. 487-494 8 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  16. Udgivet

    Investigation of kernel-based machine learning techniques for infrasound signal classification

    Tuma, M. & Igel, Christian, 2013. 1 s.

    Publikation: KonferencebidragPosterForskning

  17. Udgivet

    Hydroacoustic signal classification using support vector machines

    Tuma, M., Igel, Christian & Prior, M., 2012, Signal and image processing for remote sensing: Second Edition. Chen, C. H. (red.). 2 udg. CRC Press, s. 37-56 20 s.

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

  18. Kernel-based machine learning techniques for hydroacoustic signal classification

    Tuma, M. & Igel, Christian, 2009, International Scientific Studies Conference (ISS09): book of abstracts. s. 25 1 s. DM-06/A

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskning

  19. Udgivet

    Joint optimization of a signal processing chain for hydroacoustic signal classification

    Tuma, M., Igel, Christian & Prior, M., 2013. 1 s.

    Publikation: KonferencebidragPosterForskning

  20. Udgivet

    Kernel-based machine learning techniques for infrasound signal classification

    Tuma, M., Igel, Christian & Mialle, P., 2014, I : Geophysical Research Abstracts. 16, 11th European Geosciences Union General Assembly, 1 s., EGU2014-7720.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskningfagfællebedømt

  21. Udgivet

    Integrated optimization of long-range underwater signal detection, feature extraction, and classification for nuclear treaty monitoring

    Tuma, M., Rørbech, V., Prior, M. K. & Igel, Christian, 2016, I : IEEE Transactions on Geoscience and Remote Sensing. 54, 6, s. 3649-3659 11 s.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  22. Udgivet

    Improved working set selection for LaRank

    Tuma, M. & Igel, Christian, 2011, Computer Analysis of Images and Patterns: 14th International Conference, CAIP 2011 Seville, Spain, August 29-31, 2011 Proceedings, Part I. Real, P., Diaz-Pernil, D., Molina-Abril, H., Berciano, A. & Kropatsch, W. (red.). Springer, s. 327-334 8 s. (Lecture notes in computer science, Bind 6854).

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

  23. Hydroacoustic signal classification using kernel functions for variable feature sets

    Tuma, M., Igel, Christian & Prior, M., 2010, Proceedings of the 2010 20th International Conference on Pattern Recognition: ICPR. IEEE Computer Society Press, s. 1011-1014 4 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  24. Automatic classification of hydroacoustic signals to support verification of the Comprehensive Nuclear-Test-Ban Treaty

    Tuma, M. & Igel, Christian, 2010, Second Joint Statistical Meeting Deutsche Arbeitsgemeinschaft Statistik "Statistics Under One Umbrella" (DAGStat 2010). s. 361 1 s.

    Publikation: Bidrag til bog/antologi/rapportKonferenceabstrakt i proceedingsForskningfagfællebedømt

  25. Neutrality: a necessity for self-adaptation

    Toussaint, M. & Igel, Christian, 2002, Proceedings of the 2002 Congress on Evolutionary Computation: CEC '02. IEEE, s. 1354-1359 6 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  26. Ontogenetic and phylogenetic reinforcement learning

    Togelius, J., Schaul, T., Wierstra, D., Igel, Christian, Gomez, F. & Schmidhuber, J., 2009, I : Kuenstliche Intelligenz. 09, 3, s. 30-33 4 s.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  27. Udgivet

    A strongly quasiconvex PAC-Bayesian bound

    Thiemann, N., Igel, Christian, Wintenberger, O. & Seldin, Yevgeny, 2017, Proceedings of International Conference on Algorithmic Learning Theory, 15-17 October 2017, Kyoto University, Kyoto, Japan . Hanneke, S. & Reyzin, L. (red.). Proceedings of Machine Learning Research, s. 466-492 (Proceedings of Machine Learning Research, Bind 76).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  28. Udgivet

    Validation of hippocampal texture for early Alzheimer’s disease detection: generalization to independent cohorts and extrapolation to very early signs of dementia

    xfj310, xfj310, Igel, Christian, Hansen, N. L., Lauritzen, Martin, Osler, Merete, Rostrup, E. & Nielsen, Mads, 2014, I : Alzheimer's & Dementia. 10, 4, Supplement, s. P133 1 s.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskningfagfællebedømt

  29. Udgivet

    Hippocampal texture provides volume independent information for Alzheimer's diagnosis

    xfj310, xfj310, Pai, Akshay Sadananda Uppinakudru, Darkner, Sune, Suhy, J., Oh, J., Chen, G., Igel, Christian & Nielsen, Mads, 2012, I : Alzheimer's & Dementia. 8, 4, Supplement, s. 15 1 s., IC-P-013.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskningfagfællebedømt

  30. Udgivet

    Hippocampal texture predicts conversion from MCI to Alzheimer's disease

    xfj310, xfj310, Igel, Christian & Nielsen, Mads, 2013, I : Alzheimer's & Dementia. 9, 4, Supplement, s. P52 1 s.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskningfagfællebedømt

  31. Udgivet

    Differential diagnosis of mild cognitive impairment and Alzheimer’s disease using structural MRI cortical thickness, hippocampal shape, hippocampal texture, and volumetry

    xfj310, xfj310, Igel, Christian, Pai, Akshay Sadananda Uppinakudru, Balas, I., Anker, C., Lillholm, Martin & Nielsen, Mads, 2017, I : NeuroImage: Clinical. 13, s. 470-482 13 s.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  32. Udgivet

    Improved Alzheimer's disease diagnostic performance using structural MRI: validation of the MRI combination biomarker that won the CADDementia challenge

    xfj310, xfj310, Lillholm, Martin, Pai, Akshay Sadananda Uppinakudru, Balas, I., Anker, C., Igel, Christian & Nielsen, Mads, 2015, I : Insights into Imaging. 6, Supplement 1, 1 s., B-0077.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskning

  33. Udgivet

    Hippocampal texture predicts one-year hippocampal atrophy in mild cognitively impaired subjects

    xfj310, xfj310, Pai, Akshay Sadananda Uppinakudru, Mysling, P., Darkner, Sune, Chen, G., Oh, J., Suhy, J., Igel, Christian & Nielsen, Mads, 2013. 1 s.

    Publikation: KonferencebidragPosterForskningfagfællebedømt

  34. Udgivet

    MCI trial enrichment using MRI hippocampus texture

    xfj310, xfj310, Igel, Christian & Nielsen, Mads, 2016, I : Alzheimer's & Dementia. 12, 7, Supplement, s. P108–P109 2 s., IC-P-146.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskningfagfællebedømt

  35. Udgivet

    Early detection of Alzheimer's disease using MRI hippocampal texture

    xfj310, xfj310, Igel, Christian, Hansen, N. L., Osler, Merete, Lauritzen, Martin, Rostrup, E. & Nielsen, Mads, 2016, I : Human Brain Mapping. 37, 3, s. 1148-1161 14 s.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  36. Udgivet

    Hippocampal texture predicts conversion from MCI to Alzheimer's disease

    xfj310, xfj310, Pai, Akshay Sadananda Uppinakudru, Igel, Christian & Nielsen, Mads, 2013, I : Alzheimer's & Dementia. 9, 4, Supplement, s. P581 1 s.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskningfagfællebedømt

  37. Udgivet

    Hippocampal MRI texture is related to hippocampal glucose metabolism

    xfj310, xfj310, Pai, Akshay Sadananda Uppinakudru, Igel, Christian & Nielsen, Mads, 2015, I : Alzheimer's & Dementia. 11, 7, Supplement, s. P55-P56 2 s., IC-P-077.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskningfagfællebedømt

  38. Udgivet

    Dementia diagnosis using MRI cortical thickness, shape, texture, and volumetry

    xfj310, xfj310, Pai, Akshay Sadananda Uppinakudru, Anker, C., Balas, I., Lillholm, Martin, Igel, Christian & Nielsen, Mads, 2014, MICCAI 2014 Workshop Proceedings: Challenge on Computer-Aided Diagnosis of Dementia Based on Structural MRI Data. Bron, E. E., Smits, M., van Swieten, J. C., Niessen, W. J. & Klein, S. (red.). Erasmus Universiteit Rotterdam, s. 111-118 8 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  39. Udgivet

    Hippocampal texture provides volume-independent information for Alzheimer's disease diagnosis

    xfj310, xfj310, Pai, Akshay Sadananda Uppinakudru, Darkner, Sune, Suhy, J., Oh, J., Chen, G., Igel, Christian & Nielsen, M., 2012, I : Alzheimer's & Dementia. 8, 4, Supplement, s. P162–P163 2 s.

    Publikation: Bidrag til tidsskriftKonferenceabstrakt i tidsskriftForskning

  40. Efficient covariance matrix update for variable metric evolution strategies

    Suttorp, T., Hansen, N. & Igel, Christian, 2009, I : Machine Learning. 75, 2, s. 167-197 31 s.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  41. Resilient approximation of kernel classifiers

    Suttorp, T. & Igel, Christian, 2007, Artificial Neural Networks – ICANN 2007: 17th International Conference, Porto, Portugal, September 9-13, 2007, Proceedings, Part I. de Sá, J. M., Alexandre, L. A., Duch, W. & Mandic, D. (red.). Springer, Bind Part I. s. 139-148 10 s. (Lecture notes in computer science, Bind 4668).

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  42. Approximation of Gaussian process regression models after training

    Suttorp, T. & Igel, Christian, 2008, ESANN 2008: 16th European Symposium on Artificial Neural Networks. D-side Publications, s. 427-432 6 s. ES2008-84

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  43. Multi-objective optimization of support vector machines

    Suttorp, T. & Igel, Christian, 2006, Multi-objective machine learning. Jin, Y. (red.). Springer, s. 199-220 22 s. (Studies in Computational Intelligence, Bind 16).

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

  44. Udgivet

    Nearest neighbour regression outperforms model-based prediction of specific star formation rate

    Stensbo-Smidt, K., Igel, Christian, Zirm, A. W. & Pedersen, Kim Steenstrup, 2013, 2013 IEEE International Conference on Big Data. IEEE, s. 141-144 4 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  45. Udgivet

    Sacrificing information for the greater good: how to select photometric bands for optimal accuracy

    Stensbo-Smidt, K., Gieseke, Fabian Cristian, Igel, Christian, Zirm, A. W. & Pedersen, Kim Steenstrup, 2017, I : Monthly Notices of the Royal Astronomical Society. 464, 3, s. 2577-2596 20 s.

    Publikation: Bidrag til tidsskriftTidsskriftartikelForskningfagfællebedømt

  46. Udgivet

    The German traffic sign recognition benchmark: a multi-class classification competition

    Stallkamp, J., Schlipsing, M., Salmen, J. & Igel, Christian, 2011, Proceedings of the 2011 International Joint Conference on Neural Networks (IJCNN). IEEE, s. 1453-1460 8 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  47. Udgivet

    Introduction to the special issue on machine learning for traffic sign recognition

    Stallkamp, J., Schlipsing, M., Salmen, J. & Igel, Christian, 2012, I : I E E E Transactions on Intelligent Transportation Systems. 13, 4, s. 1481-1483 3 s.

    Publikation: Bidrag til tidsskriftLederForskning

  48. Udgivet

    Man vs. computer: benchmarking machine learning algorithms for traffic sign recognition

    Stallkamp, J., Schlipsing, M., Salmen, J. & Igel, Christian, 2012, I : Neural Networks. 32, s. 323-332 10 s.

    Publikation: Bidrag til tidsskriftKonferenceartikelForskningfagfællebedømt

  49. Neural network structures and isomorphisms: random walk characteristics of the search space

    Stagge, P. & Igel, Christian, 2000, 2000 IEEE Symposium on Combinations of Evolutionary Computation and Neural Networks. IEEE, s. 82-90 9 s.

    Publikation: Bidrag til bog/antologi/rapportKonferencebidrag i proceedingsForskningfagfællebedømt

  50. Structure optimization and isomorphisms

    Stagge, P. & Igel, Christian, 2001, Theoretical aspects of evolutionary computing. Kallel, L., Naudts, B. & Rogers, A. (red.). Springer, Bind Part II. s. 409-422 14 s. (Natural Computing Series).

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

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