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ORCIDGeorg Dorffner
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- affiliation: Medical University of Vienna
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2020 – today
- 2023
[i9]Amirreza Mahbod, Christine Polak, Katharina Feldmann, Rumsha Khan, Katharina Gelles, Georg Dorffner, Ramona Woitek, Sepideh Hatamikia, Isabella Ellinger:
NuInsSeg: A Fully Annotated Dataset for Nuclei Instance Segmentation in H&E-Stained Histological Images. CoRR abs/2308.01760 (2023)- [i8]Amirreza Mahbod, Georg Dorffner, Isabella Ellinger, Ramona Woitek, Sepideh Hatamikia:
Improving Generalization Capability of Deep Learning-Based Nuclei Instance Segmentation by Non-deterministic Train Time and Deterministic Test Time Stain Normalization. CoRR abs/2309.06143 (2023) - 2022
- [j25]Georg Brandmayr
, Manfred Martin Hartmann, Franz Fürbass, Gerald Matz, Matthias Samwald, Tilmann Kluge, Georg Dorffner:
Relational local electroencephalography representations for sleep scoring. Neural Networks 154: 310-322 (2022) - [i7]Kathrin Blagec, Georg Dorffner, Milad Moradi, Simon Ott, Matthias Samwald:
A global analysis of metrics used for measuring performance in natural language processing. CoRR abs/2204.11574 (2022) - 2021
- [j24]Amirreza Mahbod, Gerald Schaefer, Benjamin Bancher, Christine Löw, Georg Dorffner, Rupert Ecker, Isabella Ellinger:
CryoNuSeg: A dataset for nuclei instance segmentation of cryosectioned H&E-stained histological images. Comput. Biol. Medicine 132: 104349 (2021) - [c41]Benjamin Bancher, Amirreza Mahbod, Isabella Ellinger, Rupert Ecker, Georg Dorffner:
Improving Mask R-CNN for Nuclei Instance Segmentation in Hematoxylin & Eosin-Stained Histological Images. COMPAY@MICCAI 2021: 20-35 - [c40]Georg Brandmayr, Manfred Martin Hartmann, Franz Fürbass, Georg Dorffner:
Self-Attention Long-Term Dependency Modelling in Electroencephalography Sleep Stage Prediction. ICONIP (3) 2021: 379-390 - [i6]Amirreza Mahbod, Gerald Schaefer, Benjamin Bancher, Christine Löw, Georg Dorffner, Rupert Ecker, Isabella Ellinger:
CryoNuSeg: A Dataset for Nuclei Instance Segmentation of Cryosectioned H&E-Stained Histological Images. CoRR abs/2101.00442 (2021) - 2020
- [j23]Milad Moradi, Georg Dorffner, Matthias Samwald:
Deep contextualized embeddings for quantifying the informative content in biomedical text summarization. Comput. Methods Programs Biomed. 184: 105117 (2020) - [j22]Amirreza Mahbod, Gerald Schaefer, Chunliang Wang, Georg Dorffner, Rupert Ecker, Isabella Ellinger:
Transfer learning using a multi-scale and multi-network ensemble for skin lesion classification. Comput. Methods Programs Biomed. 193: 105475 (2020) - [c39]Amirreza Mahbod, Gerald Schaefer, Chunliang Wang, Rupert Ecker, Georg Dorffner, Isabella Ellinger:
Investigating and Exploiting Image Resolution for Transfer Learning-based Skin Lesion Classification. ICPR 2020: 4047-4053 - [i5]Amirreza Mahbod, Gerald Schaefer, Chunliang Wang, Rupert Ecker, Georg Dorffner, Isabella Ellinger:
Investigating and Exploiting Image Resolution for Transfer Learning-based Skin Lesion Classification. CoRR abs/2006.14715 (2020) - [i4]Kathrin Blagec, Georg Dorffner, Milad Moradi, Matthias Samwald:
A critical analysis of metrics used for measuring progress in artificial intelligence. CoRR abs/2008.02577 (2020)
2010 – 2019
- 2019
- [c38]Asan Agibetov, Georg Dorffner, Matthias Samwald:
Using hyperbolic large-margin classifiers for biological link prediction. SemDeep@IJCAI 2019: 26-30 - 2018
- [i3]Wolfgang Fruehwirt, Adam D. Cobb, Martin Mairhofer, Leonard Weydemann, Heinrich Garn, Reinhold Schmidt, Thomas Benke, Peter Dal-Bianco, Gerhard Ransmayr, Markus Waser, Dieter Grossegger, Pengfei Zhang, Georg Dorffner, Stephen J. Roberts:
Bayesian deep neural networks for low-cost neurophysiological markers of Alzheimer's disease severity. CoRR abs/1812.04994 (2018) - 2017
- [c37]Wolfgang Fruehwirt, Pengfei Zhang, Matthias Gerstgrasser, Dieter Grossegger, Reinhold Schmidt, Thomas Benke, Peter Dal-Bianco, Gerhard Ransmayr, Leonard Weydemann, Heinrich Garn, Markus Waser, Michael A. Osborne, Georg Dorffner:
Bayesian Gaussian Process Classification from Event-Related Brain Potentials in Alzheimer's Disease. AIME 2017: 65-75 - [c36]Zuzana Rost'áková, Georg Dorffner, Önder Aydemir, Roman Rosipal:
Estimation of Sleep Quality by Using Microstructure Profiles. AIME 2017: 105-115 - [c35]Cosima Prahm, Alexander Schulz, Benjamin Paaßen, Oskar Aszmann, Barbara Hammer, Georg Dorffner:
Echo State Networks as Novel Approach for Low-Cost Myoelectric Control. AIME 2017: 338-342 - 2012
- [j21]Achim Lewandowski, Roman Rosipal, Georg Dorffner:
Extracting more information from EEG recordings for a better description of sleep. Comput. Methods Programs Biomed. 108(3): 961-972 (2012)
2000 – 2009
- 2008
- [j20]Marcus-Christopher Ludl, Achim Lewandowski, Georg Dorffner:
Adaptive Machine Learning in Delayed Feedback Domains by Selective Relearning. Appl. Artif. Intell. 22(6): 543-557 (2008) - [j19]Tatiana Miazhynskaia, Sylvia Frühwirth-Schnatter, Georg Dorffner:
Neural Network Models for Conditional Distribution Under Bayesian Analysis. Neural Comput. 20(2): 504-522 (2008) - [e4]Erich Rome, Joachim Hertzberg, Georg Dorffner:
Towards Affordance-Based Robot Control - International Seminar, Dagstuhl Castle, Germany, June 5-9, 2006. Revised Papers. Lecture Notes in Computer Science 4760, Springer 2008, ISBN 978-3-540-77914-8 [contents] - 2007
- [c34]Roman Rosipal, Björn Peters, Göran Kecklund, Torbjörn Åkerstedt, Georg Gruber, Michael Woertz, Peter Anderer, Georg Dorffner:
EEG-Based Drivers' Drowsiness Monitoring Using a Hierarchical Gaussian Mixture Model. HCI (16) 2007: 294-303 - [c33]Lucas Paletta, Gerald Fritz, Florian Kintzler, Jörg Irran, Georg Dorffner:
Perception and Developmental Learning of Affordances in Autonomous Robots. KI 2007: 235-250 - 2006
- [j18]Tatiana Miazhynskaia, Sylvia Frühwirth-Schnatter, Georg Dorffner:
Bayesian testing for non-linearity in volatility modeling. Comput. Stat. Data Anal. 51(3): 2029-2042 (2006) - [c32]Erich Rome, Lucas Paletta, Erol Sahin, Georg Dorffner, Joachim Hertzberg, Ralph Breithaupt, Gerald Fritz, Jörg Irran, Florian Kintzler, Christopher Lörken, Stefan May, Emre Ugur:
The MACS Project: An Approach to Affordance-Inspired Robot Control. Towards Affordance-Based Robot Control 2006: 173-210 - [c31]Gerald Fritz, Lucas Paletta, Ralph Breithaupt, Erich Rome, Georg Dorffner:
Learning Predictive Features in Affordance based Robotic Perception Systems. IROS 2006: 3642-3647 - [c30]Gerald Fritz, Lucas Paletta, Manish Kumar, Georg Dorffner, Ralph Breithaupt, Erich Rome:
Visual Learning of Affordance Based Cues. SAB 2006: 52-64 - [e3]Erich Rome, Patrick Doherty, Georg Dorffner, Joachim Hertzberg:
Towards Affordance-Based Robot Control, 05.06. - 09.06.2006. Dagstuhl Seminar Proceedings 06231, Internationales Begegnungs- und Forschungszentrum für Informatik (IBFI), Schloss Dagstuhl, Germany 2006 [contents] - [i2]Erich Rome, Patrick Doherty, Georg Dorffner, Joachim Hertzberg:
06231 Abstracts Collection - Towards Affordance-Based Robot Control. Towards Affordance-Based Robot Control 2006 - [i1]Erich Rome, Joachim Hertzberg, Georg Dorffner, Patrick Doherty:
06231 Executive Summary - Towards Affordance-based Robot Control. Towards Affordance-Based Robot Control 2006 - 2005
- [j17]Arthur Flexer, Georg Gruber, Georg Dorffner:
A reliable probabilistic sleep stager based on a single EEG signal. Artif. Intell. Medicine 33(3): 199-207 (2005) - [j16]Arthur Flexer, Herbert Bauer, Jürgen Pripfl, Georg Dorffner:
Using ICA for removal of ocular artifacts in EEG recorded from blind subjects. Neural Networks 18(7): 998-1005 (2005) - 2003
- [j15]Brian Sallans, Alexander Pfister, Alexandros Karatzoglou, Georg Dorffner:
Simulation and Validation of an Integrated Markets Model. J. Artif. Soc. Soc. Simul. 6(4) (2003) - [c29]Tatiana Miazhynskaia, Georg Dorffner, Engelbert J. Dockner:
Risk Management Application of the Recurrent Mixture Density Network Models. ICANN 2003: 589-596 - 2002
- [j14]Arthur Flexer, Georg Dorffner, Peter Sykacek, Iead Rezek:
An Automatic, Continuous and Probabilistic Sleep Stager Based on a Hidden Markov Model. Appl. Artif. Intell. 16(3): 199-207 (2002) - [j13]Peter Sykacek, Georg Dorffner, Peter Rappelsberger, Josef Zeitlhofer:
Improving Biosignal Processing through Modeling Uncertainty: Bayes vs. Non-Bayes in Sleep Staging. Appl. Artif. Intell. 16(5): 395-421 (2002) - [c28]Arthur Flexer, Georg Gruber, Georg Dorffner:
Continuous Unsupervised Sleep Staging Based on a Single EEG Signal. ICANN 2002: 1013-1018 - [c27]Arthur Flexer, Georg Gruber, Georg Dorffner:
Improvements on continuous unsupervised sleep staging. NNSP 2002: 687-695 - 2001
- [j12]Martin Natter, Andreas Mild, Markus Feurstein, Georg Dorffner, Alfred Taudes:
The Effect of Incentive Schemes and Organizational Arrangements on the New Product Development Process. Manag. Sci. 47(8): 1029-1045 (2001) - [j11]Peter Tiño, Georg Dorffner:
Predicting the Future of Discrete Sequences from Fractal Representations of the Past. Mach. Learn. 45(2): 187-217 (2001) - [j10]Peter Tiño, Christian Schittenkopf, Georg Dorffner:
Volatility Trading ia Temporal Pattern Recognition in Quantised Financial Time Series. Pattern Anal. Appl. 4(4): 283-299 (2001) - [j9]Christian Schittenkopf, Georg Dorffner:
Risk-neutral density extraction from option prices: improved pricing with mixture density networks. IEEE Trans. Neural Networks 12(4): 716-725 (2001) - [j8]Peter Tiño, Christian Schittenkopf, Georg Dorffner:
Financial volatility trading using recurrent neural networks. IEEE Trans. Neural Networks 12(4): 865-874 (2001) - [c26]Arthur Flexer, Herbert Bauer, Claus Lamm, Georg Dorffner:
Single Trial Estimation of Evoked Potentials Using Gaussian Mixture Models with Integrated Noise Component. ICANN 2001: 609-616 - [c25]Peter Sykacek, Stephen J. Roberts, Iead Rezek, Arthur Flexer, Georg Dorffner:
A Probabilistic Approach to High-Resolution Sleep Analysis. ICANN 2001: 617-624 - [e2]Georg Dorffner, Horst Bischof, Kurt Hornik:
Artificial Neural Networks - ICANN 2001, International Conference Vienna, Austria, August 21-25, 2001 Proceedings. Lecture Notes in Computer Science 2130, Springer 2001, ISBN 3-540-42486-5 [contents] - 2000
- [c24]Georg Dorffner, Peter Sykacek, Christian Schittenkopf:
Modelling Uncertainty in Biomedical Applications of Neural Networks. ANNIMAB 2000: 18-25 - [c23]Allan Kardec Barros, Roman Rosipal, Mark A. Girolami, Georg Dorffner, Noboru Ohnishi:
Extraction of Sleep-Spindles from the Electroencephalogram (EEG). ANNIMAB 2000: 125-130 - [c22]Christian Schittenkopf, Peter Tiño, Georg Dorffner:
The profitability of trading volatility using real-valued and symbolic models. CIFEr 2000: 8-11 - [c21]Markus Feurstein, Martin Natter, Alfred Taudes, Georg Dorffner:
Hierarchical Coordination of Economic Agents. HICSS 2000 - [c20]Martin Natter, Markus Feurstein, Andreas Mild, Alfred Taudes, Michael Trcka, Georg Dorffner, Christian Merz:
Learning in the Artificial Factory. HICSS 2000 - [c19]Arthur Flexer, Peter Sykacek, Georg Dorffner, Iead Rezek:
Using Hidden Markov Models to Build an Automatic, Continuous and Probabilistic Sleep Stager. IJCNN (3) 2000: 627-631
1990 – 1999
- 1999
- [c18]Georg Dorffner, Ernst Leitgeb, Heinz Koller:
A Comparison of Linear and Non-linear Classifiers for the Detection of Coronary Artery Disease in Stress-ECG. AIMDM 1999: 227-231 - [c17]Christian Schittenkopf, Georg Dorffner, Engelbert J. Dockner:
Fat tails and non-linearity in volatility models: what is more important? CIFEr 1999: 259-266 - [c16]Shan Parfitt, Peter Tiño, Georg Dorffner:
Graded Grammaticality in Prediction Fractal Machines. NIPS 1999: 52-58 - [c15]Peter Tiño, Georg Dorffner:
Building Predictive Models from Fractal Representations of Symbolic Sequences. NIPS 1999: 645-651 - 1998
- [j7]Claudia Ulbricht, Georg Dorffner, Andreas Lee:
Neural networks for recognizing patterns in cardiotocograms. Artif. Intell. Medicine 12(3): 271-284 (1998) - [c14]Peter Tiño, Georg Dorffner, Christian Schittenkopf:
Understanding State Space Organization in Recurrent Neural Networks with Iterative Function Systems Dynamics. Hybrid Neural Systems 1998: 255-269 - [c13]Peter Tiño, Georg Dorffner:
Recurrent Neural Networks with Iterated Function Systems Dynamics. NC 1998: 526-532 - 1997
- [j6]Georg Dorffner, Christian Stöcklmayer, Christian Schmidt, Heinrich Schima:
Synergies between Statistical Data Analysis and Neural Networks in the Control of Rotary Blood Pumps. Cybern. Syst. 28(3): 215-224 (1997) - [c12]Peter Sykacek, Georg Dorffner, Peter Rappelsberger, Josef Zeitlhofer:
Experiences with Bayesian Learning in a Real World Application. NIPS 1997: 964-970 - 1994
- [j5]Georg Dorffner, Gerold Porenta:
On using feedforward neural networks for clinical diagnostic tasks. Artif. Intell. Medicine 6(5): 417-435 (1994) - [j4]Georg Dorffner:
Why Connectionism and Language Modelling Need DETE. Connect. Sci. 6(1): 115-118 (1994) - 1993
- [j3]Georg Dorffner:
How connectionism can change AI and the way we think about ourselves. Appl. Artif. Intell. 7(1): 59-85 (1993) - 1992
- [c11]Georg Dorffner:
An Introduction to Neurocomputing and its Possible Role in AI. Advanced Topics in Artificial Intelligence 1992: 440-464 - [c10]Georg Dorffner, Manfred Rotter:
On the Virtues of Functional Connectionist Compositionality. ECAI 1992: 203-205 - [c9]Erich Prem, Markus Mackinger, Georg Dorffner, Gerold Porenta, Heinz Sochor:
Concept Support as a Method for Programming Neural Networks with Symbolic Knowledge. GWAI 1992: 166-175 - 1991
- [b1]Georg Dorffner:
Konnektionismus - von neuronalen Netzwerken zu einer natürlichen KI. Leitfäden der angewandten Informatik, Teubner 1991, ISBN 978-3-519-02455-2, pp. I-XV, 1-448 - [c8]Georg Dorffner, Erich Prem, Claudia Ulbricht, Herbert Wiklicky:
Theory and Practice of Neural Networks. Wissensbasierte Systeme 1991: 476-485 - 1990
- [c7]Georg Dorffner, Ernst Buchberger, Markus Kommenda:
Integrating Stress and Intonation into a Concept-to-Speech System. COLING 1990: 89-94 - [c6]Manfred Rotter, Georg Dorffner:
Struktur und Konzeptrelationen in verteilten Netzwerken. ÖGAI 1990: 85-94 - [c5]Georg Dorffner:
A Radical View on Connectionist Language Modeling. ÖGAI 1990: 217-220 - [e1]Georg Dorffner:
Konnektionismus in Artificial Intelligence und Kognitionsforschung. Proceedings 6. Österreichische Artificial Intelligence-Tagung (KONNAI), Salzburg, Österreich, 18. bis 21. September 1990. Informatik-Fachberichte 252, Springer 1990, ISBN 3-540-53131-9 [contents]
1980 – 1989
- 1989
- [j2]Georg Dorffner:
Replacing symbolic rule systems with PDO Networks - Netzsprech: a German Example. Appl. Artif. Intell. 3(1): 45-67 (1989) - [j1]Harald Trost, Ernst Buchberger, Georg Dorffner:
An expert advising system with acoustic output. SIGART Newsl. 109: 33-35 (1989) - [c4]Georg Dorffner:
Konnektionismus in der AI. ÖGAI 1989: 212-217 - 1987
- [c3]Georg Dorffner, Stanley C. Kwasny, Robert F. Port:
Parsing Phonetic Segments into Syllables. ÖGAI 1987: 49-63 - 1985
- [c2]Georg Dorffner, Markus Kommenda, Gernot Kubin:
GRAPHON-the Vienna speech systhesis system for arbitrary German text. ICASSP 1985: 744-747 - [c1]Georg Dorffner, Harald Trost:
Morphologische Analyse und intelligente Fehlerkorrektur in VIE-LANG. ÖGAI 1985: 42-55
Coauthor Index
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