Edwin Lughofer

Mahardhika Pratama, Meng Joo Er, Xiang Li, Richard Jayadi Oentaryo, Edwin Lughofer, Imam Arifin: Data driven modeling based on dynamic parsimonious fuzzy neural network. Neurocomputing 110: 18-28 (2013)

Abdelhamid Bouchachia, Edwin Lughofer, Daniel Sanchez: Editorial of the special issue: Online fuzzy machine learning and data mining. Inf. Sci. 220: 1-4 (2013)

Wolfgang Heidl, Stefan Thumfart, Edwin Lughofer, Christian Eitzinger, Erich-Peter Klement: Machine learning based analysis of gender differences in visual inspection decision making. Inf. Sci. 224: 62-76 (2013)

Edwin Lughofer: A dynamic split-and-merge approach for evolving cluster models. Evolving Systems 3(3): 135-151 (2012)

Edwin Lughofer: Single-pass active learning with conflict and ignorance. Evolving Systems 3(4): 251-271 (2012)

Edwin Lughofer: Hybrid active learning for reducing the annotation effort of operators in classification systems. Pattern Recognition 45(2): 884-896 (2012)

Carlos Cernuda, Edwin Lughofer, Lisbeth Suppan, Thomas Röder, Roman Schmuck, Peter Hintenaus, Wolfgang Märzinger, Jürgen Kasberger: Dynamic Quantification of Process Parameters in Viscose Production with Evolving Fuzzy Systems. IPMU (1) 2012: 1-10

Alexandru-Ciprian Zavoianu, Gerd Bramerdorfer, Edwin Lughofer, Siegfried Silber, Wolfgang Amrhein, Erich-Peter Klement: A Hybrid Soft Computing Approach for Optimizing Design Parameters of Electrical Drives. SOCO 2012: 347-358

Edwin Lughofer: Navigating Interpretability Issues in Evolving Fuzzy Systems. SUM 2012: 141-153

Edwin Lughofer: Evolving Fuzzy Systems - Methodologies, Advanced Concepts and Applications. Studies in Fuzziness and Soft Computing 266, Springer 2011, isbn 978-3-642-18086-6, pp. 1-410

Edwin Lughofer, Plamen P. Angelov: Handling drifts and shifts in on-line data streams with evolving fuzzy systems. Appl. Soft Comput. 11(2): 2057-2068 (2011)

Edwin Lughofer, Vicente Macián, Carlos Guardiola, Erich-Peter Klement: Identifying static and dynamic prediction models for NOx emissions with evolving fuzzy systems. Appl. Soft Comput. 11(2): 2487-2500 (2011)

Edwin Lughofer, Jean-Luc Bouchot, Ammar Shaker: On-line elimination of local redundancies in evolving fuzzy systems. Evolving Systems 2(3): 165-187 (2011)

Edwin Lughofer: On-line incremental feature weighting in evolving fuzzy classifiers. Fuzzy Sets and Systems 163(1): 1-23 (2011)

Edwin Lughofer, Bogdan Trawinski, Krzysztof Trawinski, Olgierd Kempa, Tadeusz Lasota: On employing fuzzy modeling algorithms for the valuation of residential premises. Inf. Sci. 181(23): 5123-5142 (2011)

Stefan Thumfart, Richard H. A. H. Jacobs, Edwin Lughofer, Christian Eitzinger, Frans W. Cornelissen, Werner Groissboeck, Roland Richter: Modeling human aesthetic perception of visual textures. TAP 8(4): 27 (2011)

Edwin Lughofer, Bogdan Trawinski, Krzysztof Trawinski, Tadeusz Lasota: On-Line Valuation of Residential Premises with Evolving Fuzzy Models. HAIS (1) 2011: 107-115

Edwin Lughofer: Dynamic Evolving Cluster Models Using On-line Split-and-Merge Operations. ICMLA (2) 2011: 20-26

Bogdan Trawinski, Krzysztof Trawinski, Edwin Lughofer, Tadeusz Lasota: Investigation of Evolving Fuzzy Systems Methods FLEXFIS and eTS on Predicting Residential Prices. WILF 2011: 123-130

Davy Sannen, Edwin Lughofer, Hendrik Van Brussel: Towards incremental classifier fusion. Intell. Data Anal. 14(1): 3-30 (2010)

Werner Groissboeck, Edwin Lughofer, Stefan Thumfart: Associating visual textures with human perceptions using genetic algorithms. Inf. Sci. 180(11): 2065-2084 (2010)

Edwin Lughofer: On-line evolving image classifiers and their application to surface inspection. Image Vision Comput. 28(7): 1065-1079 (2010)

Christian Eitzinger, Wolfgang Heidl, Edwin Lughofer, Stefan Raiser, Jim E. Smith, Muhammad Atif Tahir, Davy Sannen, Hendrik Van Brussel: Assessment of the influence of adaptive components in trainable surface inspection systems. Mach. Vis. Appl. 21(5): 613-626 (2010)

Stefan Raiser, Edwin Lughofer, Christian Eitzinger, James Edward Smith: Impact of object extraction methods on classification performance in surface inspection systems. Mach. Vis. Appl. 21(5): 627-641 (2010)

Edwin Lughofer, Stefan Kindermann: SparseFIS: Data-Driven Learning of Fuzzy Systems With Sparsity Constraints. IEEE T. Fuzzy Systems 18(2): 396-411 (2010)

Edwin Lughofer: On Dynamic Selection of the Most Informative Samples in Classification Problems. ICMLA 2010: 573-579

Edwin Lughofer, Vicente Macián, Carlos Guardiola, Erich-Peter Klement: Data-Driven Design of Takagi-Sugeno Fuzzy Systems for Predicting NOx Emissions. IPMU (2) 2010: 1-10

Edwin Lughofer: On Dynamic Soft Dimension Reduction in Evolving Fuzzy Classifiers. IPMU 2010: 79-88

Wolfgang Heidl, Stefan Thumfart, Christian Eitzinger, Edwin Lughofer, Erich-Peter Klement: Classifier-based analysis of visual inspection: Gender differences in decision-making. SMC 2010: 113-120

Edwin Lughofer, James Edward Smith, Muhammad Atif Tahir, Praminda Caleb-Solly, Christian Eitzinger, Davy Sannen, Marnix Nuttin: Human-Machine Interaction Issues in Quality Control Based on Online Image Classification. IEEE Transactions on Systems, Man, and Cybernetics, Part A 39(5): 960-971 (2009)

Edwin Lughofer, Plamen P. Angelov: Detecting and Reacting on Drifts and Shifts in On-Line Data Streams with Evolving Fuzzy Systems. IFSA/EUSFLAT Conf. 2009: 931-937

Edwin Lughofer, Stefan Kindermann: Rule Weight Optimization and Feature Selection in Fuzzy Systems with Sparsity Contraints. IFSA/EUSFLAT Conf. 2009: 950-956

Plamen P. Angelov, Edwin Lughofer, Xiaowei Zhou: Evolving fuzzy classifiers using different model architectures. Fuzzy Sets and Systems 159(23): 3160-3182 (2008)

Edwin Lughofer: Extensions of vector quantization for incremental clustering. Pattern Recognition 41(3): 995-1011 (2008)

Edwin Lughofer: FLEXFIS: A Robust Incremental Learning Approach for Evolving Takagi-Sugeno Fuzzy Models. IEEE T. Fuzzy Systems 16(6): 1393-1410 (2008)

Holger Schöner, Bernhard Moser, Edwin Lughofer: On Preprocessing Multi-channel Sensor Data for Online Process Monitoring. CIMCA/IAWTIC/ISE 2008: 414-419

Edwin Lughofer: Evolving Vector Quantization for Classification of On-Line Data Streams. CIMCA/IAWTIC/ISE 2008: 779-784

Edwin Lughofer, Jim E. Smith, Praminda Caleb-Solly, Muhammad Atif Tahir, Christian Eitzinger, Davy Sannen, Hendrik Van Brussel: On Human-Machine Interaction during Online Image Classifier Training. CIMCA/IAWTIC/ISE 2008: 1005-1010

Edwin Lughofer, Stefan Kindermann: Improving the robustness of data-driven fuzzy systems with regularization. FUZZ-IEEE 2008: 703-709

Davy Sannen, Marnix Nuttin, Jim E. Smith, Muhammad Atif Tahir, Praminda Caleb-Solly, Edwin Lughofer, Christian Eitzinger: An On-Line Interactive Self-adaptive Image Classification Framework. ICVS 2008: 171-180

Christian Eitzinger, Manfred Gmainer, Wolfgang Heidl, Edwin Lughofer: Increasing Classification Robustness with Adaptive Features. ICVS 2008: 445-453

Edwin Lughofer, Plamen P. Angelov, Xiaowei Zhou: Evolving Single- and Multi-Model Fuzzy Classifiers with FLEXFIS-Class. FUZZ-IEEE 2007: 1-6

Plamen P. Angelov, Xiaowei Zhou, Dimitar Filev, Edwin Lughofer: Architectures for evolving fuzzy rule-based classifiers. SMC 2007: 2050-2055

Edwin Lughofer, Eyke Hüllermeier, Erich-Peter Klement: Improving the interpretability of data-driven evolving fuzzy systems. EUSFLAT Conf. 2005: 28-33