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Inferring Decision Strategies from Clickstreams in Decision Support Systems: A New Process-Tracing Approach using State Machines

J. Pfeiffer, M. Probst, W. Steitz, and F. Rothlauf. A. Heinzl et al. (Ed.): Theory-Guided Modeling and Empiricism in Information Systems Research, Heidelberg, Physica-Verlag, Springer, (2011)

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Malte Gerber University of Stuttgart

Patrick Probst University of Stuttgart

Dr. -Ing. Malte von Scheven University of Stuttgart

Malte Brunn

Malte Sönnichsen University of Stuttgart

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Probabilistic Uncertainty-Aware Risk Spot Detector for Naturalistic Driving.T. Puphal, M. Probst, and J. Eggert. IEEE Trans. Intelligent Vehicles, 4 (3): 406-415 (2019)An implicitly parallel EDA based on restricted boltzmann machines.M. Probst, F. Rothlauf, and J. Grahl. GECCO, page 1055-1062. ACM, (2014)Comfortable Priority Handling with Predictive Velocity Optimization for Intersection Crossings.T. Puphal, M. Probst, M. Komuro, Y. Li, and J. Eggert. ITSC, page 2435-2442. IEEE, (2019)Optimization of Velocity Ramps with Survival Analysis for Intersection Merge-Ins.T. Puphal, M. Probst, Y. Li, Y. Sakamoto, and J. Eggert. Intelligent Vehicles Symposium, page 1704-1710. IEEE, (2018)Scalability of using Restricted Boltzmann Machines for combinatorial optimization.M. Probst, F. Rothlauf, and J. Grahl. European Journal of Operational Research, 256 (2): 368-383 (2017)Generative Adversarial Networks in Estimation of Distribution Algorithms for Combinatorial Optimization.M. Probst. CoRR, (2015)Denoising Autoencoders for Fast Combinatorial Black Box Optimization.M. Probst. GECCO (Companion), page 1459-1460. ACM, (2015)Inferring Decision Strategies from Clickstreams in Decision Support Systems: A New Process-Tracing Approach using State MachinesJ. Pfeiffer, M. Probst, W. Steitz, and F. Rothlauf. A. Heinzl et al. (Ed.): Theory-Guided Modeling and Empiricism in Information Systems Research, Heidelberg, Physica-Verlag, Springer, (2011)Deep Boltzmann Machines in Estimation of Distribution Algorithms for Combinatorial Optimization.M. Probst, and F. Rothlauf. CoRR, (2015)Scalability of using Restricted Boltzmann Machines for Combinatorial Optimization.M. Probst, F. Rothlauf, and J. Grahl. CoRR, (2014)