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Department: Center for Medical Biotechnology, Department of Bioinformatics
Address: Universitaetsstr. 1-5, 45117 Essen, Germany
Room: S03 S03 A41
Phone: +49 201 183-3975
Fax: +49 201 183-3437
E-mail: dominik.heider@uni-due.de
Bioinformatics research group
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Professional Experience:
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Mar 2011 - present |
Member of the Executive Board, Center for Medical Biotechnology, Essen, Germany |
| Sep 2009 + Mar 2011 |
Visiting Professor, Department of Electrical and Electronic Engineering, Universita di Cagliari, Cagliari, Italy |
| Apr 2009 - present |
Visiting Lecturer, Department of Experimental Tumorbiology, University of Muenster, Muenster, Germany |
| Nov 2008 - present |
Postdoctoral Research Associate, Department of Bioinformatics, Center for Medical Biotechnology, University of Duisburg-Essen, Essen, Germany |
| Oct 2008 - Mar 2009 |
Adjunct Professor, Institute of Computer Science, University of Muenster, Muenster, Germany |
| Oct 2006 - Sep 2008 |
Research Assistant, Department of Experimental Tumorbiology, University of Muenster, Muenster, Germany |
| Education: |
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| Oct 2006 - Oct 2008 |
Dr. rer. nat. (eq. Ph.D.), Department of Experimental Tumorbiology, University of Muenster, Muenster, Germany |
| Oct 2002 - Sep 2006 |
Diploma in Computer Science (eq. M.C.S.), Institute of Computer Science, University of Muenster, Muenster, Germany |
Projects:
DNA-Crypt
GTPasePred
JACVANN
GeneFinder
Interpol
Papers:
- Dybowski J.N., Riemenschneider M., Hauke S., Pyka M., Verheyen J., Hoffmann D., Heider D.: Improved Bevirimat resistance prediction by combination of structural and sequence-based classifiers, BioData Mining 2011, 4:26
- Driver J., Heider D., Hauke S., Borschbach M., Pyka M.: Hierarchical Text Clustering Based on Independent Component Analysis, Proceedings of the Computational Linguistics-Applications Conference 2011, Warsaw, Poland, ISBN: 978-83-60810-47-7, 17-21.
- Winkler J., Armano G., Dybowski J. N., Kuhn O., Ledda F., Heider D.: Computational Design of a DNA- and Fc-binding Fusion Protein, Advances in Bioinformatics 2011, 2011:457578
- Lederer C., Heider D., van den Boom J., Hoffmann D., Mueller J.W., Bayer P.: Single-domain parvulins constitute a specific marker for recently proposed deep-branching archaeal subgroups, Evolutionary Bioinformatics 2011, 7:135-148.
- Heider D., Barnekow A.: DNA Watermarking: Challenging Perspectives for Biotechnological Applications, Current Bioinformatics 2011, 6(3):375-382.
- Hauke S., Pyka M., Heider D.: Group-Agreement as a Reliability Measure for Witness Recommendations in Reputation-Based Trust Protocols, Transactions on Computational Science XII, Lecture Notes in Computer Science 2011, 6670:231-255.
- Heider D., Hoffmann D.: Interpol: An R package for preprocessing of protein sequences, BioData Mining 2011, 4:16
- Heider D., Verheyen J., Hoffmann D.: Machine learning on normalized protein sequences, BMC Research Notes 2011, 4:94
- Pyka M.*, Heider D.*, Hauke S., Kircher T., Jansen A.: Dynamic Causal Modeling with Genetic Algorithms, Journal of Neuroscience Methods 2011, 194(2):402-406. * contributed equally
- Dybowski J. N., Heider D., Hoffmann D.: Structure of HIV-1 quasi-species as early indicator for switches of co-receptor tropism, AIDS Research and Therapy 2010, 7:41
- Hauke S., Pyka M., Borschbach M., Heider D.: Reputation-Based Trust Diffusion in Complex Socio-Economic Networks, Information Retrieval and Mining in Distributed Environments, Studies in Computational Intelligence 2010, Springer-Verlag, ISBN 978-3-642-16088-2, 21-40.
- Hauke S., Pyka M., Heider D.: Towards Improved Trust Diffusion Through Active Recommender Propagation, Systemics and Informatics World Network 2010, 10:121-129
- Winkler J., Hauke S., Pyka M., Heider D.: JACVANN: A Java Framework For Complex Valued Artificial Neural Networks, Systemics and Informatics World Network 2010, 10:48-55
- Hauke S., Pyka M., Borschbach M., Heider D.: Augmenting Reputation-based Trust Metrics with Rumor-like Dissemination of Reputation Information, IFIP Advances in Information and Communication Technology 2010, 330:136-147
- Heider D., Hauke S., Pyka M., Kessler D.: Insights into the classification of small GTPases, Advances and Applications in Bioinformatics and Chemistry 2010, 3:15-24
- Dybowski J. N.*, Heider D.*, Hoffmann D.: Prediction of co-receptor usage of HIV-1 from genotype, PLoS Comp Biol 2010, 6(4): e1000743. * contributed equally
- Heider D., Verheyen J., Hoffmann D.: Predicting Bevirimat resistance of HIV-1 from genotype, BMC Bioinformatics 2010, 11:37
- Pyka M., Hertog M., Fernandez R., Hauke S., Heider D., Dannlowski U. and Konrad C.: fMRI data visualization with BrainBlend and Blender, Neuroinformatics 2010, 8(1): 21-31
- Pyka M., Beckmann C. F., Schöning S., Hauke S., Heider D., Kugel H., Arolt V., Konrad C.: Impact of working memory load on fMRI resting state pattern in subsequent resting phase, PLoS ONE 2009, 4(9): e7198
- Heider D., Appelmann J., Bayro T., Dreckmann W., Held A., Winkler J., Barnekow A., Borschbach M.: A computational approach for the identification of small GTPases based on preprocessed amino acid sequences, Technology in Cancer Research and Treatment 2009, 8(5):333-342
- Heider D., Pyka M., Barnekow A.: DNA watermarks in non-coding regulatory sequences, BMC Research Notes 2009, 2:125
- Hauke S., Pyka M., Heider D., M. Borschbach: A reputation-based trust framework leveraging the dynamics of complex socio-economic networks for information dissemination, Communications of SIWN 2009, 7:53-58
- Borschbach M., Hauke S., Pyka M., Heider D.: Opportunities and limitations of a principal component analysis optimized machine learning approach for the identification and classification of cancer involved proteins, Communications of SIWN 2009, 6:85-89
- Heider D., Kessler D., Barnekow A.: Watermarking sexually reproducing diploid organisms, Bioinformatics 2008, 24(17):1961-1962
- Heider D., Barnekow A.: DNA watermarks: A proof of concept, BMC Molecular Biology 2008, 9:40
- Heider D.: A genetic algorithm for producing analogous proteins, Proceedings of the 1st Interdisciplinary Conference on Applied Soft-Computing (ICASC 2008), Muenster, Germany, no pp. given
- Heider D., Barnekow A.: DNA-based watermarks using the DNA-Crypt algorithm, BMC Bioinformatics 2007, 8:176
- Braeuning R., Heider D., Jabs S., Kegel P.: YaLiS - Yet another Life Simulation, Technical Report 2006, Institute of Computer Science, University of Muenster, Germany
Posters and Abstracts:
- Winkler J., Heider D.: ProteinReactor: A novel algorithm for designing chimeric proteins, Proc. 25th German Conference on Bioinformatics 2010, Braunschweig, Germany
- Dybowski J.N., Heider D., Hoffmann D.: Prediction of coreceptor usage from HIV-1 genotype and application to deep sequencing, 18th International AIDS Conference (AIDS 2010), Vienna, Austria
- Winkler J., Heider D.: ProteinReactor: A Genetic Algorithm to Generate Protein Sequences, 6th NanoBio-Europe 2010, Muenster, Germany
- Dybowski J. N., Heider D., Hoffmann D.: Genotypic Prediction of HIV-1 Coreceptor Usage and Application to Deep Sequencing, RIBS Forum, Essen, Germany
- Pyka M., Hauke S., Heider D., Dannlowski U., Konrad C.: Modelling effective connectivity in fMRI data with artificial neural networks, Frontiers in Neuroinformatics, 2nd INCF Congress of Neuroinformatics 2009, Pilsen, Czech Republic
- Borschbach M., Hauke S., Pyka M., Heider D.: A preprocessing scheme to reduce the computational complexity of prediction, identification and classification of cancer involved proteins based on machine learning, 17th International Conference on Computing (CIC 2008), Mexico City, Mexico
- Heider D., Barnekow A.: DNA watermarks and sexual transmission, Europ. J. Cell Biol. 2008, 87S1, 58
- Heider D., Barnekow A.: DNA watermarks in living organisms, Proceedings of the GBM Fall Meeting 2007, Hamburg, Germany
Teaching (since 2006):
Winter term 2011/2012
Lecture: Einführung in die biomedizinische Mustererkennung
Summer term 2011
Seminar: "Biomedical Pattern Recognition"
Seminar: "Molekularbiologie für Informatiker" (University of Münster)
Winter term 2010/2011
Lecture: Einführung in die biomedizinische Mustererkennung
Seminar: "Molekularbiologie für Informatiker" (University of Münster)
Seminar: "Application of Machine Learning Techniques to Biomedical Problems" (Universitá di Cagliari)
Summer term 2010
Seminar: "Maschinelles Lernen in der biomedizinischen Forschung"
Lecture: "Bioinformatik"
Lecture: "Biomolecular Modelling"
Seminar: "Molekularbiologie für Informatiker" (University of Münster)
Winter term 2009/2010
Practical: "Datamining in Biomedicine"
Seminar: "Molekularbiologie für Informatiker" (University of Münster)
Summer term 2009
Seminar: "Intelligente Systeme"
Lecture: "Biomolecular Modelling"
Lecture: "Machine learning in Biology" (Universitá di Cagliari)
Seminar: "Molekularbiologie für Informatiker" (University of Münster)
Winter term 2008/2009
Practical: "Mathematische Modelle in der Biologie"
Lecture: "Vorkurs Informatik" (University of Münster)
Summer term 2008
Seminar: "Soft-Computing in systembiologischer Anwendung" (University of Münster)
Seminar: "SoftComputing AG" (University of Münster)
Practical: "Struktur und Interpretation von Programmiersprachen" (University of Münster)
Winter term 2007/2008
Lecture: "IT-Skills für Biologen" (University of Münster)
Seminar: "Neuronale Netze zur Identifizierung kleiner GTPasen" (University of Münster)
Practical: "Einführung in die Molekulargenetik" (University of Münster)
Summer term 2007
Practical: "Informatik 2 - Datenstrukturen und Algorithmen" (University of Münster)
Seminar: "Biologische Metaphern in der Informatik" (University of Münster)
Winter term 2006/2007
Practical: "Informatik 1 - Grundlagen der Programmierung" (University of Münster)
Practical: "Einführung in die Molekulargenetik" (University of Münster)
Summer term 2006
Practical: "Informatik 4 - Rechnerstrukturen" (University of Münster)
Collaborators:
Martin Pyka, Department of Psychiatry, Philipps-University Marburg
Sascha Hauke, Institute of Computer Science, University of Münster
Jens Verheyen, Institute of Virology, University of Cologne
Giuliano Armano, Department of Electrical and Electronic Engineering, University of Cagliari
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