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28 results on '"Zenisek, Jan"'

1. Concept Drift Detection with Variable Interaction Networks

Author

Zenisek, Jan, Kronberger, Gabriel, Wolfartsberger, Josef, Wild, Norbert, and Affenzeller, Michael

Subjects
Computer Science - Machine Learning, Computer Science - Neural and Evolutionary Computing
Abstract

The current development of today's production industry towards seamless sensor-based monitoring is paving the way for concepts such as Predictive Maintenance. By this means, the condition of plants and products in future production lines will be continuously analyzed with the objective to predict any kind of breakdown and trigger preventing actions proactively. Such ambitious predictions are commonly performed with support of machine learning algorithms. In this work, we utilize these algorithms to model complex systems, such as production plants, by focusing on their variable interactions. The core of this contribution is a sliding window based algorithm, designed to detect changes of the identified interactions, which might indicate beginning malfunctions in the context of a monitored production plant. Besides a detailed description of the algorithm, we present results from experiments with a synthetic dynamical system, simulating stable and drifting system behavior., Comment: International Conference on Computer Aided Systems Theory, Eurocast 2019, pp. 296-303

Published
2021
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5. Shapley Value Based Variable Interaction Networks for Data Stream Analysis

Author

Zenisek, Jan, Dorl, Sebastian, Falkner, Dominik, Gaisberger, Lukas, Winkler, Stephan, Affenzeller, Michael, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Moreno-Díaz, Roberto, editor, Pichler, Franz, editor, and Quesada-Arencibia, Alexis, editor

Published
2022
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9. Concept Drift Detection with Variable Interaction Networks

Author

Zenisek, Jan, Kronberger, Gabriel, Wolfartsberger, Josef, Wild, Norbert, Affenzeller, Michael, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Moreno-Díaz, Roberto, editor, Pichler, Franz, editor, and Quesada-Arencibia, Alexis, editor

Published
2020
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13. Linear vs. Symbolic Regression for Adaptive Parameter Setting in Manufacturing Processes

Author

Strasser, Sonja, Zenisek, Jan, Tripathi, Shailesh, Schimpelsberger, Lukas, Jodlbauer, Herbert, Barbosa, Simone Diniz Junqueira, Editorial Board Member, Filipe, Joaquim, Editorial Board Member, Ghosh, Ashish, Editorial Board Member, Kotenko, Igor, Editorial Board Member, Yuan, Junsong, Editorial Board Member, Zhou, Lizhu, Editorial Board Member, Quix, Christoph, editor, and Bernardino, Jorge, editor

Published
2019
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14. Modeling Sensor Networks for Predictive Maintenance

Author

Zenisek, Jan, Wolfartsberger, Josef, Sievi, Christoph, Affenzeller, Michael, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Debruyne, Christophe, editor, Panetto, Hervé, editor, Guédria, Wided, editor, Bollen, Peter, editor, Ciuciu, Ioana, editor, and Meersman, Robert, editor

Published
2019
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17. Sliding Window Symbolic Regression for Predictive Maintenance Using Model Ensembles

Author

Zenisek, Jan, Affenzeller, Michael, Wolfartsberger, Josef, Silmbroth, Mathias, Sievi, Christoph, Huskic, Aziz, Jodlbauer, Herbert, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Moreno-Díaz, Roberto, editor, Pichler, Franz, editor, and Quesada-Arencibia, Alexis, editor

Published
2018
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