@InProceedings{branke_et_al:DagSemProc.09181.1, author = {Branke, J\"{u}rgen and Nelson, Barry L. and Powell, Warren Buckler and Santner, Thomas J.}, title = {{09181 Abstracts Collection – Sampling-based Optimization in the Presence of Uncertainty}}, booktitle = {Sampling-based Optimization in the Presence of Uncertainty}, pages = {1--15}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2009}, volume = {9181}, editor = {J\"{u}rgen Branke and Barry L. Nelson and Warren Buckler Powell and Thomas J. Santner}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.09181.1}, URN = {urn:nbn:de:0030-drops-21187}, doi = {10.4230/DagSemProc.09181.1}, annote = {Keywords: Optimal learning, optimization in the presence of uncertainty, simulation optimization, sequential experimental design, ranking and selection, random search, stochastic approximation, approximate dynamic programming} } @InProceedings{branke_et_al:DagSemProc.09181.2, author = {Branke, J\"{u}rgen and Nelson, Barry L. and Powell, Warren Buckler and Santner, Thomas J.}, title = {{09181 Executive Summary – Sampling-based Optimization in the Presence of Uncertainty }}, booktitle = {Sampling-based Optimization in the Presence of Uncertainty}, pages = {1--3}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2009}, volume = {9181}, editor = {J\"{u}rgen Branke and Barry L. Nelson and Warren Buckler Powell and Thomas J. Santner}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.09181.2}, URN = {urn:nbn:de:0030-drops-21161}, doi = {10.4230/DagSemProc.09181.2}, annote = {Keywords: Optimal learning, optimization in the presence of uncertainty, simulation optimization, sequential experimental design, ranking and selection, random search, stochastic approximation, approximate dynamic programming} } @InProceedings{chen_et_al:DagSemProc.09181.3, author = {Chen, Chun-Hung and Hong, Liu and Kantor, Paul B. and Morton, David P. and Pichitlamken, Juta and Seeger, Matthias}, title = {{09181 Working Group on Hybridization between R\&S, DoE and Optimization}}, booktitle = {Sampling-based Optimization in the Presence of Uncertainty}, pages = {1--14}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2009}, volume = {9181}, editor = {J\"{u}rgen Branke and Barry L. Nelson and Warren Buckler Powell and Thomas J. Santner}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.09181.3}, URN = {urn:nbn:de:0030-drops-21172}, doi = {10.4230/DagSemProc.09181.3}, annote = {Keywords: } } @InProceedings{seeger_et_al:DagSemProc.09181.4, author = {Seeger, Matthias and Nickisch, Hannes}, title = {{Large Scale Variational Inference and Experimental Design for Sparse Generalized Linear Models}}, booktitle = {Sampling-based Optimization in the Presence of Uncertainty}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2009}, volume = {9181}, editor = {J\"{u}rgen Branke and Barry L. Nelson and Warren Buckler Powell and Thomas J. Santner}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.09181.4}, URN = {urn:nbn:de:0030-drops-21148}, doi = {10.4230/DagSemProc.09181.4}, annote = {Keywords: Bayesian experimental design, variational inference, sparse estimation} } @InProceedings{bartzbeielstein:DagSemProc.09181.5, author = {Bartz-Beielstein, Thomas}, title = {{Sequential Parameter Optimization}}, booktitle = {Sampling-based Optimization in the Presence of Uncertainty}, pages = {1--32}, series = {Dagstuhl Seminar Proceedings (DagSemProc)}, ISSN = {1862-4405}, year = {2009}, volume = {9181}, editor = {J\"{u}rgen Branke and Barry L. Nelson and Warren Buckler Powell and Thomas J. Santner}, publisher = {Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik}, address = {Dagstuhl, Germany}, URL = {https://drops.dagstuhl.de/entities/document/10.4230/DagSemProc.09181.5}, URN = {urn:nbn:de:0030-drops-21159}, doi = {10.4230/DagSemProc.09181.5}, annote = {Keywords: Optimization, evolutionary algorithms, design of experiments} }