Stephan M. Winkler
Orcid: 0000-0002-5196-4294Affiliations:
- University of Applied Sciences Upper Austria, Hagenberg im Muehlkreis, Austria
According to our database1,
Stephan M. Winkler
authored at least 111 papers
between 2005 and 2024.
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Bibliography
2024
CoRR, 2024
2023
Nuclear Morphometry using a Deep Learning-based Algorithm has Prognostic Relevance for Canine Cutaneous Mast Cell Tumors.
CoRR, 2023
CoRR, 2023
Identification of Surrogate Models for the Prediction of Degrees of Freedom within a Tolerance Chain.
Proceedings of the 4th International Conference on Industry 4.0 and Smart Manufacturing (ISM 2023), 2023
Proceedings of the Companion Proceedings of the Conference on Genetic and Evolutionary Computation, 2023
Proceedings of the 16th International Joint Conference on Biomedical Engineering Systems and Technologies, 2023
2022
Identifying Differential Equations to predict Blood Glucose using Sparse Identification of Nonlinear Systems.
CoRR, 2022
ImmunoDataAnalyzer: a bioinformatics pipeline for processing barcoded and UMI tagged immunological NGS data.
BMC Bioinform., 2022
Symbolic Regression in Materials Science: Discovering Interatomic Potentials from Data.
Proceedings of the Genetic Programming Theory and Practice XIX [GPTP 2022], 2022
Proceedings of the Computer Aided Systems Theory - EUROCAST 2022, 2022
Using Explainable Artificial Intelligence for Data Based Detection of Complications in Records of Patient Treatments.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2022, 2022
Identifying Differential Equations for the Prediction of Blood Glucose using Sparse Identification of Nonlinear Systems.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2022, 2022
Proceedings of the Biomedical Engineering Systems and Technologies, 2022
Analysis of Extracellular Vesicle Data on Fluorescence and Atomic Force Microscopy Images.
Proceedings of the Biomedical Engineering Systems and Technologies, 2022
Proceedings of the Biomedical Engineering Systems and Technologies, 2022
2021
Using Heterogeneous Model Ensembles to Improve the Prediction of Yeast Contamination in Peppermint.
Proceedings of the 3rd International Conference on Industry 4.0 and Smart Manufacturing (ISM 2022), Virtual Event / Upper Austria University of Applied Sciences - Hagenberg Campus, 2021
Proceedings of the Genetic Programming Theory and Practice XVIII [GPTP 2021]., 2021
Multi tree operators for genetic programming to identify optimal energy flow controllers.
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021
Proceedings of the GECCO '21: Genetic and Evolutionary Computation Conference, 2021
2020
Multilayer analysis of population diversity in grammatical evolution for symbolic regression.
Soft Comput., 2020
Evolutionary optimization of image processing for cell detection in microscopy images.
Soft Comput., 2020
Analysis of the performance of Genetic Programming on the Blood Glucose Level Prediction Challenge 2020.
Proceedings of the 5th International Workshop on Knowledge Discovery in Healthcare Data co-located with 24th European Conference on Artificial Intelligence, 2020
PySpot: A Python based Framework for the Assessment of Laser-modified 3D Microstructures for Windows and Raspbian.
Proceedings of the 13th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2020), 2020
2019
Symbolic Regression by Exhaustive Search: Reducing the Search Space Using Syntactical Constraints and Efficient Semantic Structure Deduplication.
Proceedings of the Genetic Programming Theory and Practice XVII [GPTP 2019, 2019
A Model-Based Learning Approach for Controlling the Energy Flows of a Residential Household Using Genetic Programming to Perform Symbolic Regression.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2019, 2019
White Box vs. Black Box Modeling: On the Performance of Deep Learning, Random Forests, and Symbolic Regression in Solving Regression Problems.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2019, 2019
2018
Using robust generalized fuzzy modeling and enhanced symbolic regression to model tribological systems.
Appl. Soft Comput., 2018
Proceedings of the Genetic Programming Theory and Practice XVI, 2018
Identification of Models for Glucose Blood Values in Diabetics by Grammatical Evolution.
Proceedings of the Handbook of Grammatical Evolution, 2018
2017
J. Medical Syst., 2017
Proceedings of the Genetic Programming Theory and Practice XV, 2017
Dynamic observation of genotypic and phenotypic diversity for different symbolic regression GP variants.
Proceedings of the Genetic and Evolutionary Computation Conference, 2017
Fitness Landscape Analysis in the Optimization of Coefficients of Curve Parametrizations.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2017, 2017
Proceedings of the Computer Aided Systems Theory - EUROCAST 2017, 2017
Proceedings of the Computer Aided Systems Theory - EUROCAST 2017, 2017
Proceedings of the Computer Aided Systems Theory - EUROCAST 2017, 2017
Offspring Selection Genetic Algorithm Revisited: Improvements in Efficiency by Early Stopping Criteria in the Evaluation of Unsuccessful Individuals.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2017, 2017
2016
Corrigendum to: A heuristic and evolutionary algorithm to optimize the coefficients of curve parametrizations [J. Comput. Appl. Math. 305 (2016) 18-35].
J. Comput. Appl. Math., 2016
A heuristic and evolutionary algorithm to optimize the coefficients of curve parametrizations.
J. Comput. Appl. Math., 2016
Int. J. Simul. Process. Model., 2016
Robust Fuzzy Modeling and Symbolic Regression for Establishing Accurate and Interpretable Prediction Models in Supervising Tribological Systems.
Proceedings of the 8th International Joint Conference on Computational Intelligence, 2016
Similarity-Based Analysis of Population Dynamics in Genetic Programming Performing Symbolic Regression.
Proceedings of the Genetic Programming Theory and Practice XIV, 2016
Predicting Glycemia in Diabetic Patients By Evolutionary Computation and Continuous Glucose Monitoring.
Proceedings of the Genetic and Evolutionary Computation Conference, 2016
2015
Identification and Classification of Objects and Motions in Microscopy Images of Biological Samples Using Heuristic Algorithms.
Proceedings of the Computational Intelligence and Efficiency in Engineering Systems, 2015
Proceedings of the Computational Intelligence and Efficiency in Engineering Systems, 2015
Proceedings of the Computational Intelligence and Efficiency in Engineering Systems, 2015
Soft Comput., 2015
ImmunExplorer (IMEX): a software framework for diversity and clonality analyses of immunoglobulins and T cell receptors on the basis of IMGT/HighV-QUEST preprocessed NGS data.
BMC Bioinform., 2015
Proceedings of the Current Approaches in Applied Artificial Intelligence, 2015
Proceedings of the Genetic Programming Theory and Practice XIII [GPTP 2015]., 2015
Proceedings of the Genetic and Evolutionary Computation Conference, 2015
A Symbolic Regression Based Scoring System Improving Peptide Identifications for MS Amanda.
Proceedings of the Genetic and Evolutionary Computation Conference, 2015
Dynamics of Predictability and Variable Influences Identified in Financial Data Using Sliding Window Machine Learning.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2015, 2015
Classification of the States of Human Adaptive Immune Systems by Analyzing Immunoglobulin and T Cell Receptors Using ImmunExplorer.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2015, 2015
Prediction of Stem Cell Differentiation in Human Amniotic Membrane Images Using Machine Learning.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2015, 2015
Using Contextual Information in Sequential Search for Grammatical Optimization Problems.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2015, 2015
Classifying Human Blood Samples Using Characteristics of Single Molecules and Cell Structures on Microscopy Images.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2015, 2015
Proceedings of the Computer Aided Systems Theory - EUROCAST 2015, 2015
Increasing the Sensitivity of Cancer Predictors Using Confidence Based Ensemble Modeling.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2015, 2015
2014
Using FE Calculations and Data-Based System Identification Techniques to Model the Nonlinear Behavior of PMSMs.
IEEE Trans. Ind. Electron., 2014
Identification of a nonlinear PMSM model using symbolic regression and its application to current optimization scenarios.
Proceedings of the IECON 2014 - 40th Annual Conference of the IEEE Industrial Electronics Society, Dallas, TX, USA, October 29, 2014
Proceedings of the Genetic Programming Theory and Practice XII, 2014
Data based prediction of cancer diagnoses using heterogeneous model ensembles: a case study for breast cancer, melanoma, and cancer in the respiratory system.
Proceedings of the Genetic and Evolutionary Computation Conference, 2014
Proceedings of the Genetic and Evolutionary Computation Conference, 2014
2013
On the use of estimated tumour marker classifications in tumour diagnosis prediction - a case study for breast cancer.
Int. J. Simul. Process. Model., 2013
Proceedings of the Genetic Programming Theory and Practice XI [GPTP 2013, 2013
Evolutionary identification of cancer predictors using clustered data: a case study for breast cancer, melanoma, and cancer in the respiratory system.
Proceedings of the Genetic and Evolutionary Computation Conference, 2013
Effects of constant optimization by nonlinear least squares minimization in symbolic regression.
Proceedings of the Genetic and Evolutionary Computation Conference, 2013
Visualization of genetic lineages and inheritance information in genetic programming.
Proceedings of the Genetic and Evolutionary Computation Conference, 2013
An Integrated Clustering and Classification Approach for the Analysis of Tumor Patient Data.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2013, 2013
Statistical Analysis of the Relationship between Spots and Structures in Microscopy Images.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2013, 2013
Proceedings of the Computer Aided Systems Theory - EUROCAST 2013, 2013
Proceedings of the Computer Aided Systems Theory - EUROCAST 2013, 2013
2012
Proceedings of the Recent Advances in Intelligent Engineering Systems, 2012
MetExtract: a new software tool for the automated comprehensive extraction of metabolite-derived LC/MS signals in metabolomics research.
Bioinform., 2012
On the architecture and implementation of tree-based genetic programming in HeuristicLab.
Proceedings of the Genetic and Evolutionary Computation Conference, 2012
Proceedings of the Active Media Technology - 8th International Conference, 2012
2011
Analysis of the effects of enhanced selection concepts for genetic programming based structure identification using fine-grained population diversity estimation.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011
Identification of cancer diagnosis estimation models using evolutionary algorithms: a case study for breast cancer, melanoma, and cancer in the respiratory system.
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011
Proceedings of the 13th Annual Genetic and Evolutionary Computation Conference, 2011
Analysis of Selected Evolutionary Algorithms in Feature Selection and Parameter Optimization for Data Based Tumor Marker Modeling.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2011, 2011
Proceedings of the Computer Aided Systems Theory - EUROCAST 2011, 2011
Analysis of Single-Objective and Multi-Objective Evolutionary Algorithms in Keyword Cluster Optimization.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2011, 2011
Proceedings of the 2011 IEEE Symposium on Computational Intelligence in Vehicles and Transportation Systems, 2011
2010
Effective allele preservation by offspring selection: an empirical study for the TSP.
Int. J. Simul. Process. Model., 2010
Structural Versus Evaluation Based Solutions Similarity in Genetic Programming Based System Identification.
Proceedings of the Nature Inspired Cooperative Strategies for Optimization, 2010
Proceedings of the Genetic and Evolutionary Computation Conference, 2010
2009
Using enhanced genetic programming techniques for evolving classifiers in the context of medical diagnosis.
Genet. Program. Evolvable Mach., 2009
Proceedings of the 23rd IEEE International Symposium on Parallel and Distributed Processing, 2009
About the dynamics of essential genetic information: an empirical analysis for selected GA-variants.
Proceedings of the first ACM/SIGEVO Summit on Genetic and Evolutionary Computation, 2009
Proceedings of the Genetic Programming, 12th European Conference, 2009
Virtual Sensors for Emissions of a Diesel Engine Produced by Evolutionary System Identification.
Proceedings of the Computer Aided Systems Theory, 2009
Proceedings of the Computer Aided Systems Theory, 2009
On Structural Identification of 2D Regression Functions for Indoor Bluetooth Localization.
Proceedings of the Computer Aided Systems Theory, 2009
On the Success Rate of Crossover Operators for Genetic Programming with Offspring Selection.
Proceedings of the Computer Aided Systems Theory, 2009
On the Influence of Selection Schemes on the Genetic Diversity in Genetic Algorithms.
Proceedings of the Computer Aided Systems Theory, 2009
Genetic Algorithms and Genetic Programming - Modern Concepts and Practical Applications.
CRC Press, ISBN: 978-1-58488-629-7, 2009
2008
A genetic programming approach to solve scheduling problems with parallel simulation.
Proceedings of the 22nd IEEE International Symposium on Parallel and Distributed Processing, 2008
Fine-grained population diversity estimation for genetic programming based structure identification.
Proceedings of the Genetic and Evolutionary Computation Conference, 2008
2007
J. Math. Model. Algorithms, 2007
Int. J. Intell. Syst. Technol. Appl., 2007
Proceedings of the Genetic and Evolutionary Computation Conference, 2007
Selection Pressure Driven Sliding Window Behavior in Genetic Programming Based Structure Identification.
Proceedings of the Computer Aided Systems Theory, 2007
Proceedings of the Computer Aided Systems Theory, 2007
Proceedings of the Computer Aided Systems Theory, 2007
2006
Advances in applying genetic programming to machine learning, focussing on classification problems.
Proceedings of the 20th International Parallel and Distributed Processing Symposium (IPDPS 2006), 2006
Sets of receiver operating characteristic curves and their use in the evaluation of multi-class classification.
Proceedings of the Genetic and Evolutionary Computation Conference, 2006
2005
Proceedings of the Artificial Intelligence and Knowledge Engineering Applications: A Bioinspired Approach: First International Work-Conference on the Interplay Between Natural and Artificial Computation, 2005
Proceedings of the Genetic and Evolutionary Computation Conference, 2005
On-Line Modelling Based on Genetic Programming.
Proceedings of the International Workshop on Automatic Learning and Real-Time, 2005