Format:
1 online resource (408 pages)
ISBN:
9783319675046
Series Statement:
Lecture Notes in Computer Science Ser. v.10576
Content:
Intro -- Preface -- Organization -- Abstracts of Invited Talks -- Algorithmic Decision Theory and Cognitive IoT -- Novel Mechanism Design Paradigms -- Deceased Organ Matching in Australia -- An Introduction to Parameterized Complexity with Applications in Algorithmic Decision Theory -- Contents -- Full Papers (Oral Presentations) -- Constructive Preference Elicitation for Multiple Users with Setwise Max-margin -- 1 Introduction -- 2 Related Work -- 3 Background -- 4 Multi-user Setwise Max-margin -- 5 Empirical Analysis -- 6 Conclusion -- References -- Interactive Thompson Sampling for Multi-objective Multi-armed Bandits -- 1 Introduction -- 2 Background -- 2.1 Multi-armed Bandits -- 2.2 Multi-objective Decision Making -- 3 Online Interactive Learning with MOMABs -- 4 Algorithms -- 4.1 Utility MAP--UCB -- 4.2 Interactive Thompson Sampling -- 5 Experiments -- 5.1 Problems and Experimental Setup -- 5.2 Double Circles -- 5.3 Random MOMABs -- 6 Related Work -- 7 Conclusions and Future Work -- References -- Towards a Protocol for Inferring Preferences Using Majority-rule Sorting Models -- 1 Introduction -- 2 Majority-Rule Sorting Models: State-of-the-Art -- 2.1 Majority-Rule Sorting -- 2.2 Parameter Elicitation -- 3 Proposed Methodology -- 4 Experimental Framework -- 4.1 Generating and Evaluating the Initial Set of Contributors Profiles -- 4.2 Determining the Complexity of the First Model -- 4.3 Generating and Evaluating an Additional Set of Profiles -- 4.4 Determining the Complexity of the Second Model -- 4.5 Generating and Evaluating a Second Complementary Set of Profiles -- 4.6 Determining the Complexity of the Third Model -- 4.7 Validating the Final Model -- 5 Discussion and Perspectives -- References -- Dominance Based Monte Carlo Algorithm for Preference Elicitation in the Multi-criteria Sorting Problem: Some Performance Tests -- 1 Introduction.
Note:
Description based on publisher supplied metadata and other sources
Additional Edition:
9783319675039
Additional Edition:
Erscheint auch als Druck-Ausgabe 9783319675039
Language:
English
