Research output per year
Research output per year
Personal profile
Introductory remarks on publicationslist
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
CV
Christian Igel studied Computer Science at the Technical University of Dortmund, Germany. In 2002, he received his Doctoral degree from the Faculty of Technology, Bielefeld University, Germany, and in 2010 his Habilitation degree from the Department of Electrical Engineering and Information Sciences, Ruhr-University Bochum, Germany.
From 2002 to 2010, Christian Igel was a Juniorprofessor for Optimization of Adaptive Systems at the Institut für Neuroinformatik, Ruhr-University Bochum. In October 2010, he has been appointed professor with special responsibilities in machine learning at DIKU. Since December 2014 he is a full professor at DIKU.
Christian Igel is director of the SCIENCE AI Centre opened in February 2018.
Primary fields of research
My main research area is Machine Learning.
Currently I am particularly interested in
- support vector machines and other kernel-based methods,
- evolution strategies for single- & multi-objective optimization and reinforcement learning,
- deep neural networks and stochastic neural networks,
- PAC-Bayesian analysis of ensemble methods,
and applications of these methods.
Keywords
- Faculty of Science
- Computer Science
- Machine Learning
- Pattern Recognition
- Classification
- Optimization
- Computational Neuroscience
- Big Data
- Artificial Intelligence
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
Research output
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Algorithms for estimating the partition function of restricted Boltzmann machines
Krause, O., Fischer, A. & Igel, C., Jan 2020, In: Artificial Intelligence. 278, 103195.Research output: Contribution to journal › Journal article › Research › peer-review
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Accurate segmentation of dental panoramic radiographs with u-NETS
Koch, T. L., Perslev, M., Igel, C. & Brandt, S. S., 2019, ISBI 2019 - 2019 IEEE International Symposium on Biomedical Imaging. IEEE, p. 15-19Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review
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Bigger buffer k-d trees on multi-many-core systems
Gieseke, F. C., Oancea, C. E., Mahabal, A., Igel, C. & Heskes, T., 2019, High Performance Computing for Computational Science – VECPAR 2018: 13th International Conference, São Pedro, Brazil, September 17–19, 2018, Revised Selected Papers. Springer, p. 202-214 (Lecture Notes in Computer Science, Vol. 11333).Research output: Chapter in Book/Report/Conference proceeding › Book chapter › Research › peer-review
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Impact of device programming on the success of the first anti-tachycardia pacing therapy: An anonymized large-scale study
Shakibfar, S., Krause, O., Lund-Andersen, C., Strycko, F., Moll, J., Osman Andersen, T., Høgh Petersen, H., Hastrup Svendsen, J. & Igel, C., 1 Aug 2019, In: PLoS ONE. 14, 8, e0219533.Research output: Contribution to journal › Journal article › Research › peer-review
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Knowledge Distillation for Semi-supervised Domain Adaptation
Orbes-Arteaga, M., Cardoso, J., Sørensen, L., Igel, C., Ourselin, S., Modat, M., Nielsen, M. & Pai, A., 1 Jan 2019, OR 2.0 Context-Aware Operating Theaters and Machine Learning in Clinical Neuroimaging - 2nd International Workshop, OR 2.0 2019, and 2nd International Workshop, MLCN 2019, Held in Conjunction with MICCAI 2019, Proceedings. Zhou, L., Sarikaya, D., Kia, S. M., Speidel, S., Malpani, A., Hashimoto, D., Habes, M., Löfstedt, T., Ritter, K. & Wang, H. (eds.). Springer VS, p. 68-76 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Vol. 11796 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review
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On PAC-Bayesian bounds for random forests
Lorenzen, S. S., Igel, C. & Seldin, Y., 15 Sept 2019, In: Machine Learning. 108, 8-9, p. 1503-1522Research output: Contribution to journal › Journal article › Research › peer-review
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PADDIT: Probabilistic Augmentation of Data using Diffeomorphic Image Transformation
Orbes-Arteaga, M., Sørensen, L., Cardoso, J., Modat, M., Ourselin, S., Sommer, S. H., Nielsen, M., Igel, C. & Pai, A. S. U., 2019, Proceedings, SPIE 10949, Medical Imaging 2019: Image Processing . SPIE - International Society for Optical Engineering, 6 p.Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review
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Predicting electrical storms by remote monitoring of implantable cardioverter-defibrillator patients using machine learning
Shakibfar, S., Krause, O., Lund-Andersen, C., Aranda, A., Moll, J., Andersen, T. O., Svendsen, J. H., Petersen, H. H. & Igel, C., 1 Feb 2019, In: Europace. 21, 2, p. 268–274Research output: Contribution to journal › Journal article › Research › peer-review
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14th ACM/SIGEVO Conference on Foundations of Genetic Algorithms (Event)
Christian Igel (Member)
2017Activity: Membership types › Membership in committee, council, board
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Artificial Intelligence (Journal)
Christian Igel (Editor)
2017 → …Activity: Publication peer-review and editorial work types › Editor of Research journal › Research
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Advances in Neural Processing Systems (Event)
Christian Igel (Member)
2014Activity: Membership types › Membership in committee, council, board
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2014 Annual Conference on Genetic and Evolutionary Computation (Event)
Christian Igel (Member)
2014Activity: Membership types › Membership in committee, council, board
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Neural Computing and Applications (Journal)
Christian Igel (Member of Editorial Board)
Jan 2011 → Jan 2019Activity: Publication peer-review and editorial work types › Editor of Research journal › Research
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Kuenstliche Intelligenz (Journal)
Christian Igel (Editor)
2011 → …Activity: Publication peer-review and editorial work types › Editor of Research journal › Research
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Evolutionary Computation (Journal)
Christian Igel (Editor)
2010 → …Activity: Publication peer-review and editorial work types › Editor of Research journal › Research
Datasets
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Dataset: Rwanda's pathway to net zero empowering smallholder farmers and forest restoration
Mugabowindekwe, M. (Creator), Brandt, M. S. (Creator), Fensholt, R. (Creator), Mukuralinda, A. (Contributor), Ciais, P. (Contributor), Reiner, F. (Contributor), Kariryaa, A. (Contributor), Igel, C. (Contributor), Chave, J. (Contributor), Mertz, O. (Contributor), Hiernaux, P. (Contributor), Tong, X. (Contributor), Rwanyiziri, G. (Contributor), Gominski, D. (Contributor), Li, S. (Contributor), Gasangwa, I. (Contributor), Hategekimana, Y. (Contributor), Ndoli, A. (Contributor), Nduwamungu, J. (Contributor) & Saatchi, S. (Contributor), Zenodo, 2024
DOI: 10.5281/zenodo.10527097, https://zenodo.org10527097
Dataset