Georg Dorffner

Publication Activity (10 Years)

Years Active: 1985-2023
Publications (10 Years): 18

Top Topics

Histological Images

Transfer Learning

Gaussian Process

Top Venues

Comput. Methods Programs Biomed.

Comput. Biol. Medicine

Publications

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 (2023)
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 (2023)
Kathrin Blagec, Georg Dorffner, Milad Moradi, Simon Ott, Matthias Samwald
A global analysis of metrics used for measuring performance in natural language processing. CoRR (2022)
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 (2022)
Georg Brandmayr, Manfred Martin Hartmann, Franz Fürbass, Georg Dorffner
Self-Attention Long-Term Dependency Modelling in Electroencephalography Sleep Stage Prediction. ICONIP (3) (2021)
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 (2021)
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)
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 (2021)
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 (2020)
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 (2020)
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)
Milad Moradi, Georg Dorffner, Matthias Samwald
Deep contextualized embeddings for quantifying the informative content in biomedical text summarization. Comput. Methods Programs Biomed. 184 (2020)
Kathrin Blagec, Georg Dorffner, Milad Moradi, Matthias Samwald
A critical analysis of metrics used for measuring progress in artificial intelligence. CoRR (2020)
Asan Agibetov, Georg Dorffner, Matthias Samwald
Using hyperbolic large-margin classifiers for biological link prediction. SemDeep@IJCAI (2019)
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 (2018)
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)
Zuzana Rost'áková, Georg Dorffner, Önder Aydemir, Roman Rosipal
Estimation of Sleep Quality by Using Microstructure Profiles. AIME (2017)
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)
Achim Lewandowski, Roman Rosipal, Georg Dorffner
Extracting more information from EEG recordings for a better description of sleep. Comput. Methods Programs Biomed. 108 (3) (2012)
Tatiana Miazhynskaia, Sylvia Frühwirth-Schnatter, Georg Dorffner
Neural Network Models for Conditional Distribution Under Bayesian Analysis. Neural Comput. 20 (2) (2008)
Marcus-Christopher Ludl, Achim Lewandowski, Georg Dorffner
Adaptive Machine Learning in Delayed Feedback Domains by Selective Relearning. Appl. Artif. Intell. 22 (6) (2008)
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)
Lucas Paletta, Gerald Fritz, Florian Kintzler, Jörg Irran, Georg Dorffner
Perception and Developmental Learning of Affordances in Autonomous Robots. KI (2007)
Erich Rome, Joachim Hertzberg, Georg Dorffner, Patrick Doherty
06231 Executive Summary - Towards Affordance-based Robot Control. Towards Affordance-Based Robot Control (2006)
Erich Rome, Patrick Doherty, Georg Dorffner, Joachim Hertzberg
06231 Abstracts Collection - Towards Affordance-Based Robot Control. Towards Affordance-Based Robot Control (2006)
Tatiana Miazhynskaia, Sylvia Frühwirth-Schnatter, Georg Dorffner
Bayesian testing for non-linearity in volatility modeling. Comput. Stat. Data Anal. 51 (3) (2006)
Gerald Fritz, Lucas Paletta, Manish Kumar, Georg Dorffner, Ralph Breithaupt, Erich Rome
Visual Learning of Affordance Based Cues. SAB (2006)
Gerald Fritz, Lucas Paletta, Ralph Breithaupt, Erich Rome, Georg Dorffner
Learning Predictive Features in Affordance based Robotic Perception Systems. IROS (2006)
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)
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) (2005)
Arthur Flexer, Georg Gruber, Georg Dorffner
A reliable probabilistic sleep stager based on a single EEG signal. Artif. Intell. Medicine 33 (3) (2005)
Brian Sallans, Alexander Pfister, Alexandros Karatzoglou, Georg Dorffner
Simulation and Validation of an Integrated Markets Model. J. Artif. Soc. Soc. Simul. 6 (4) (2003)
Tatiana Miazhynskaia, Georg Dorffner, Engelbert J. Dockner
Risk Management Application of the Recurrent Mixture Density Network Models. ICANN (2003)
Arthur Flexer, Georg Gruber, Georg Dorffner
Continuous Unsupervised Sleep Staging Based on a Single EEG Signal. ICANN (2002)
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) (2002)
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) (2002)
Arthur Flexer, Georg Gruber, Georg Dorffner
Improvements on continuous unsupervised sleep staging. NNSP (2002)
Peter Tiño, Christian Schittenkopf, Georg Dorffner
Financial volatility trading using recurrent neural networks. IEEE Trans. Neural Networks 12 (4) (2001)
Christian Schittenkopf, Georg Dorffner
Risk-neutral density extraction from option prices: improved pricing with mixture density networks. IEEE Trans. Neural Networks 12 (4) (2001)
Peter Tiño, Christian Schittenkopf, Georg Dorffner
Volatility Trading ia Temporal Pattern Recognition in Quantised Financial Time Series. Pattern Anal. Appl. 4 (4) (2001)
Peter Tiño, Georg Dorffner
Predicting the Future of Discrete Sequences from Fractal Representations of the Past. Mach. Learn. 45 (2) (2001)
Arthur Flexer, Herbert Bauer, Claus Lamm, Georg Dorffner
Single Trial Estimation of Evoked Potentials Using Gaussian Mixture Models with Integrated Noise Component. ICANN (2001)
Peter Sykacek, Stephen J. Roberts, Iead Rezek, Arthur Flexer, Georg Dorffner
A Probabilistic Approach to High-Resolution Sleep Analysis. ICANN (2001)
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) (2001)
Georg Dorffner, Peter Sykacek, Christian Schittenkopf
Modelling Uncertainty in Biomedical Applications of Neural Networks. ANNIMAB (2000)
Markus Feurstein, Martin Natter, Alfred Taudes, Georg Dorffner
Hierarchical Coordination of Economic Agents. HICSS (2000)
Christian Schittenkopf, Peter Tiño, Georg Dorffner
The profitability of trading volatility using real-valued and symbolic models. CIFEr (2000)
Allan Kardec Barros, Roman Rosipal, Mark A. Girolami, Georg Dorffner, Noboru Ohnishi
Extraction of Sleep-Spindles from the Electroencephalogram (EEG). ANNIMAB (2000)
Arthur Flexer, Peter Sykacek, Georg Dorffner, Iead Rezek
Using Hidden Markov Models to Build an Automatic, Continuous and Probabilistic Sleep Stager. IJCNN (3) (2000)
Martin Natter, Markus Feurstein, Andreas Mild, Alfred Taudes, Michael Trcka, Georg Dorffner, Christian Merz
Learning in the Artificial Factory. HICSS (2000)
Peter Tiño, Georg Dorffner
Building Predictive Models from Fractal Representations of Symbolic Sequences. NIPS (1999)
Shan Parfitt, Peter Tiño, Georg Dorffner
Graded Grammaticality in Prediction Fractal Machines. NIPS (1999)
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)
Christian Schittenkopf, Georg Dorffner, Engelbert J. Dockner
Fat tails and non-linearity in volatility models: what is more important? CIFEr (1999)
Peter Tiño, Georg Dorffner, Christian Schittenkopf
Understanding State Space Organization in Recurrent Neural Networks with Iterative Function Systems Dynamics. Hybrid Neural Systems (1998)
Claudia Ulbricht, Georg Dorffner, Andreas Lee
Neural networks for recognizing patterns in cardiotocograms. Artif. Intell. Medicine 12 (3) (1998)
Peter Tiño, Georg Dorffner
Recurrent Neural Networks with Iterated Function Systems Dynamics. NC (1998)
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) (1997)
Peter Sykacek, Georg Dorffner, Peter Rappelsberger, Josef Zeitlhofer
Experiences with Bayesian Learning in a Real World Application. NIPS (1997)
Georg Dorffner
Why Connectionism and Language Modelling Need DETE. Connect. Sci. 6 (1) (1994)
Georg Dorffner, Gerold Porenta
On using feedforward neural networks for clinical diagnostic tasks. Artif. Intell. Medicine 6 (5) (1994)
Georg Dorffner
How connectionism can change AI and the way we think about ourselves. Appl. Artif. Intell. 7 (1) (1993)
Erich Prem, Markus Mackinger, Georg Dorffner, Gerold Porenta, Heinz Sochor
Concept Support as a Method for Programming Neural Networks with Symbolic Knowledge. GWAI (1992)
Georg Dorffner
An Introduction to Neurocomputing and its Possible Role in AI. Advanced Topics in Artificial Intelligence (1992)
Georg Dorffner, Manfred Rotter
On the Virtues of Functional Connectionist Compositionality. ECAI (1992)
Georg Dorffner, Erich Prem, Claudia Ulbricht, Herbert Wiklicky
Theory and Practice of Neural Networks. Wissensbasierte Systeme (1991)
Manfred Rotter, Georg Dorffner
Struktur und Konzeptrelationen in verteilten Netzwerken. ÖGAI (1990)
Georg Dorffner
A Radical View on Connectionist Language Modeling. ÖGAI (1990)
Georg Dorffner, Ernst Buchberger, Markus Kommenda
Integrating Stress and Intonation into a Concept-to-Speech System. COLING (1990)
Georg Dorffner
Replacing symbolic rule systems with PDO Networks - Netzsprech: a German Example. Appl. Artif. Intell. 3 (1) (1989)
Harald Trost, Ernst Buchberger, Georg Dorffner
An expert advising system with acoustic output. SIGART Newsl. 109 (1989)
Georg Dorffner
Konnektionismus in der AI. ÖGAI (1989)
Georg Dorffner, Stanley C. Kwasny, Robert F. Port
Parsing Phonetic Segments into Syllables. ÖGAI (1987)
Georg Dorffner, Harald Trost
Morphologische Analyse und intelligente Fehlerkorrektur in VIE-LANG. ÖGAI (1985)
Georg Dorffner, Markus Kommenda, Gernot Kubin
GRAPHON-the Vienna speech systhesis system for arbitrary German text. ICASSP (1985)