Interpretable Machine Learning

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Publisher : Lulu.com
ISBN 13 : 0244768528
Total Pages : 320 pages
Book Rating : 4.2/5 (447 download)

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Book Synopsis Interpretable Machine Learning by : Christoph Molnar

Download or read book Interpretable Machine Learning written by Christoph Molnar and published by Lulu.com. This book was released on 2020 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.

Forschungsbericht

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Publisher :
ISBN 13 :
Total Pages : 580 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Forschungsbericht by :

Download or read book Forschungsbericht written by and published by . This book was released on 1985 with total page 580 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Time Series Representations of the Austrian Labor Market

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Publisher :
ISBN 13 :
Total Pages : 54 pages
Book Rating : 4.E/5 ( download)

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Book Synopsis Time Series Representations of the Austrian Labor Market by : Klaus Neusser

Download or read book Time Series Representations of the Austrian Labor Market written by Klaus Neusser and published by . This book was released on 1984 with total page 54 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research paper, statistical analysis and econometric model of the labour market in Austria - investigates relationships between wages, prices, unemployment and interest rates; gives comparison of USA results; discusses intertemporal substitution model and staggered wage contract model. Bibliography, graphs, statistical tables.

Fuzzy and Multiobjective Games for Conflict Resolution

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Publisher : Physica
ISBN 13 : 3790818305
Total Pages : 264 pages
Book Rating : 4.7/5 (98 download)

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Book Synopsis Fuzzy and Multiobjective Games for Conflict Resolution by : Ichiro Nishizaki

Download or read book Fuzzy and Multiobjective Games for Conflict Resolution written by Ichiro Nishizaki and published by Physica. This book was released on 2013-06-05 with total page 264 pages. Available in PDF, EPUB and Kindle. Book excerpt: Decision makers in managerial and public organizations often encounter de cision problems under conflict or competition, because they select strategies independently or by mutual agreement and therefore their payoffs are then affected by the strategies of the other decision makers. Their interests do not always coincide and are at times even completely opposed. Competition or partial cooperation among decision makers should be considered as an essen tial part of the problem when we deal with the decision making problems in organizations which consist of decision makers with conflicting interests. Game theory has been dealing with such problems and its techniques have been used as powerful analytical tools in the resolution process of the decision problems. The publication of the great work by J. von Neumann and O. Morgen stern in 1944 attracted attention of many people and laid the foundation of game theory. We can see remarkable advances in the field of game theory for analysis of economic situations and a number of books in the field have been published in recent years. The aim of game theory is to specify the behavior of each player so as to optimize the interests of the player. It then recommends a set of solutions as strategies so that the actions chosen by each decision maker (player) lead to an outcome most profitable for himself or her self.

Game Theory Applications in Network Design

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Publisher : IGI Global
ISBN 13 : 1466660511
Total Pages : 522 pages
Book Rating : 4.4/5 (666 download)

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Book Synopsis Game Theory Applications in Network Design by : Kim, Sungwook

Download or read book Game Theory Applications in Network Design written by Kim, Sungwook and published by IGI Global. This book was released on 2014-05-31 with total page 522 pages. Available in PDF, EPUB and Kindle. Book excerpt: The use of game theoretic techniques is playing an increasingly important role in the network design domain. Understanding the background, concepts, and principles in using game theory approaches is necessary for engineers in network design. Game Theory Applications in Network Design provides the basic idea of game theory and the fundamental understanding of game theoretic interactions among network entities. The material in this book also covers recent advances and open issues, offering game theoretic solutions for specific network design issues. This publication will benefit students, educators, research strategists, scientists, researchers, and engineers in the field of network design.

Shapley Values and their Application Inside and Outside of Economics

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Publisher : GRIN Verlag
ISBN 13 : 3346796175
Total Pages : 105 pages
Book Rating : 4.3/5 (467 download)

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Book Synopsis Shapley Values and their Application Inside and Outside of Economics by :

Download or read book Shapley Values and their Application Inside and Outside of Economics written by and published by GRIN Verlag. This book was released on 2023-01-18 with total page 105 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bachelor Thesis from the year 2022 in the subject Business economics - Business Management, Corporate Governance, grade: 1.15, Technical University of Ilmenau, language: English, abstract: The Shapley Value is a famous solution concept of cooperative Game Theory which aims at allocating a jointly generated payoff to the contributing members under fair circumstances. It represents a unique solution to a set of predefined fairness axioms which favoured its employment in many applications and scientific literature over the years. The resulting vast amount of literature is mainly focused on applying the Shapley Value in various areas, which created a discrepancy between the advancements in practical solutions and review sources which capture a holistic overview of possible application areas. The objectives of this literature review were therefore to firstly identify application areas, then highlight the respective employment and current advancements by integrating literature sources in a second step in order to discuss the usefulness in regard to popular non-game theoretic methods at the end. Methodically, a literature review was accomplished which utilized multiple databases and search-engines to find Shapley Value-related literature, which was used to categorize application areas. From there on, keyword- and forward/backward searches were executed for every identified application area to further enrich the literature basis. In total, 168 unique studies contributed to this review which revealed that Shapley Values are employed in Profit and Cost allocation, Marketing, Machine Learning, Politics, Portfolio and Social Network Theory and in Statistics. As this review also assessed the current and future relevance of individual application areas, it was projected that a majority of the here presented applications will be of value in the future.

Répertoire Mondial Des Institutions de Sciences Sociales

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Publisher : Bernan Press(PA)
ISBN 13 :
Total Pages : 934 pages
Book Rating : 4.:/5 (44 download)

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Book Synopsis Répertoire Mondial Des Institutions de Sciences Sociales by : Unesco

Download or read book Répertoire Mondial Des Institutions de Sciences Sociales written by Unesco and published by Bernan Press(PA). This book was released on 1985 with total page 934 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Répertoire Mondial Des Institutions de Sciences Sociales

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Publisher :
ISBN 13 :
Total Pages : 1000 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Répertoire Mondial Des Institutions de Sciences Sociales by :

Download or read book Répertoire Mondial Des Institutions de Sciences Sociales written by and published by . This book was released on 1985 with total page 1000 pages. Available in PDF, EPUB and Kindle. Book excerpt:

The New Palgrave Dictionary of Economics

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Publisher : Springer
ISBN 13 : 1349588024
Total Pages : 7493 pages
Book Rating : 4.3/5 (495 download)

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Book Synopsis The New Palgrave Dictionary of Economics by :

Download or read book The New Palgrave Dictionary of Economics written by and published by Springer. This book was released on 2016-05-18 with total page 7493 pages. Available in PDF, EPUB and Kindle. Book excerpt: The award-winning The New Palgrave Dictionary of Economics, 2nd edition is now available as a dynamic online resource. Consisting of over 1,900 articles written by leading figures in the field including Nobel prize winners, this is the definitive scholarly reference work for a new generation of economists. Regularly updated! This product is a subscription based product.

Computational Aspects of Cooperative Game Theory

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Publisher : Morgan & Claypool Publishers
ISBN 13 : 1608456528
Total Pages : 171 pages
Book Rating : 4.6/5 (84 download)

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Book Synopsis Computational Aspects of Cooperative Game Theory by : Georgios Chalkiadakis

Download or read book Computational Aspects of Cooperative Game Theory written by Georgios Chalkiadakis and published by Morgan & Claypool Publishers. This book was released on 2012 with total page 171 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cooperative game theory is a branch of (micro-)economics that studies the behavior of self-interested agents in strategic settings where binding agreements among agents are possible. Our aim in this book is to present a survey of work on the computational aspects of cooperative game theory. We begin by formally defining transferable utility games in characteristic function form, and introducing key solution concepts such as the core and the Shapley value. We then discuss two major issues that arise when considering such games from a computational perspective: identifying compact representations for games, and the closely related problem of efficiently computing solution concepts for games. We survey several formalisms for cooperative games that have been proposed in the literature, including, for example, cooperative games defined on networks, as well as general compact representation schemes such as MC-nets and skill games. As a detailed case study, we consider weighted voting games: a widely-used and practically important class of cooperative games that inherently have a natural compact representation. We investigate the complexity of solution concepts for such games, and generalizations of them. We briefly discuss games with non-transferable utility and partition function games. We then overview algorithms for identifying welfare-maximizing coalition structures and methods used by rational agents to form coalitions (even under uncertainty), including bargaining algorithms. We conclude by considering some developing topics, applications, and future research directions.

Econometrics of Risk

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Publisher : Springer
ISBN 13 : 3319134493
Total Pages : 486 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Econometrics of Risk by : Van-Nam Huynh

Download or read book Econometrics of Risk written by Van-Nam Huynh and published by Springer. This book was released on 2014-12-15 with total page 486 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited book contains several state-of-the-art papers devoted to econometrics of risk. Some papers provide theoretical analysis of the corresponding mathematical, statistical, computational, and economical models. Other papers describe applications of the novel risk-related econometric techniques to real-life economic situations. The book presents new methods developed just recently, in particular, methods using non-Gaussian heavy-tailed distributions, methods using non-Gaussian copulas to properly take into account dependence between different quantities, methods taking into account imprecise ("fuzzy") expert knowledge, and many other innovative techniques. This versatile volume helps practitioners to learn how to apply new techniques of econometrics of risk, and researchers to further improve the existing models and to come up with new ideas on how to best take into account economic risks.

Complexity and Approximation

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Publisher : Springer Science & Business Media
ISBN 13 : 3642584128
Total Pages : 536 pages
Book Rating : 4.6/5 (425 download)

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Book Synopsis Complexity and Approximation by : Giorgio Ausiello

Download or read book Complexity and Approximation written by Giorgio Ausiello and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 536 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book documents the state of the art in combinatorial optimization, presenting approximate solutions of virtually all relevant classes of NP-hard optimization problems. The wealth of problems, algorithms, results, and techniques make it an indispensible source of reference for professionals. The text smoothly integrates numerous illustrations, examples, and exercises.

Encyclopedia of Sociology

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Publisher :
ISBN 13 :
Total Pages : 774 pages
Book Rating : 4.4/5 (91 download)

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Book Synopsis Encyclopedia of Sociology by :

Download or read book Encyclopedia of Sociology written by and published by . This book was released on 2000 with total page 774 pages. Available in PDF, EPUB and Kindle. Book excerpt: Presents nearly four hundred entries in which various scholars explore concepts and themes in sociology, arranged alphabetically over five volumes from adolescence to world religions; and includes a comprehensive index.

Agent-Mediated Electronic Commerce. Designing Trading Agents and Mechanisms

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Publisher : Springer
ISBN 13 : 3540462430
Total Pages : 236 pages
Book Rating : 4.5/5 (44 download)

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Book Synopsis Agent-Mediated Electronic Commerce. Designing Trading Agents and Mechanisms by : Han La Poutré

Download or read book Agent-Mediated Electronic Commerce. Designing Trading Agents and Mechanisms written by Han La Poutré and published by Springer. This book was released on 2006-11-23 with total page 236 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed post-proceedings of the 7th International Workshop on Agent-Mediated Electronic Commerce, AMEC VII 2005, held in Utrecht, Netherlands in July 2005, as part of AAMAS 2005, and the third Workshop on Trading Agent Design and Analysis, TADA 2005, held in Edinburgh, UK in August 2005, in the course of the IJCAI 2005 conference meetings. The seven revised full AMEC 2005 papers presented were carefully selected.

Group Decision and Negotiation: A Multidisciplinary Perspective

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Publisher : Springer Nature
ISBN 13 : 3030486419
Total Pages : 212 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Group Decision and Negotiation: A Multidisciplinary Perspective by : Danielle Costa Morais

Download or read book Group Decision and Negotiation: A Multidisciplinary Perspective written by Danielle Costa Morais and published by Springer Nature. This book was released on 2020-05-12 with total page 212 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 20th International Conference on Group Decision and Negotiation, GDN 2020, which was planned to be held in Toronto, ON, Canada, during June 7–11, 2020. The conference was cancelled due to the Coronavirus pandemic. Nevertheless, it was decided to publish the proceedings, because the review process had already been completed at the time the cancellation was decided. The field of Group Decision and Negotiation focuses on decision processes with at least two participants and a common goal but conflicting individual goals. Research areas of Group Decision and Negotiation include electronic negotiations, experiments, the role of emotions in group decision and negotiations, preference elicitation and decision support for group decisions and negotiations, and conflict resolution principles. The 14 full papers presented in this volume were carefully reviewed and selected from 75 submissions. They were organized in topical sections named: Conflict Resolution, Preference Modeling for Group Decision and Negotiation, Intelligent Group Decision Making and Consensus Process, Collaborative Decision Making Processes.

Encyclopedia of Sociology

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Publisher : MacMillan Reference Library
ISBN 13 : 9780028648538
Total Pages : 776 pages
Book Rating : 4.6/5 (485 download)

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Book Synopsis Encyclopedia of Sociology by : Edgar F. Borgatta

Download or read book Encyclopedia of Sociology written by Edgar F. Borgatta and published by MacMillan Reference Library. This book was released on 2000 with total page 776 pages. Available in PDF, EPUB and Kindle. Book excerpt: Online version of the 5 v. encyclopedia published in 2000.

Sociological Abstracts

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Publisher :
ISBN 13 :
Total Pages : 1448 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Sociological Abstracts by : Leo P. Chall

Download or read book Sociological Abstracts written by Leo P. Chall and published by . This book was released on 1979 with total page 1448 pages. Available in PDF, EPUB and Kindle. Book excerpt: