A Short Introduction to Preferences

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Publisher : Springer Nature
ISBN 13 : 3031015568
Total Pages : 90 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis A Short Introduction to Preferences by : Francesca Bellet

Download or read book A Short Introduction to Preferences written by Francesca Bellet and published by Springer Nature. This book was released on 2022-06-01 with total page 90 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computational social choice is an expanding field that merges classical topics like economics and voting theory with more modern topics like artificial intelligence, multiagent systems, and computational complexity. This book provides a concise introduction to the main research lines in this field, covering aspects such as preference modelling, uncertainty reasoning, social choice, stable matching, and computational aspects of preference aggregation and manipulation. The book is centered around the notion of preference reasoning, both in the single-agent and the multi-agent setting. It presents the main approaches to modeling and reasoning with preferences, with particular attention to two popular and powerful formalisms, soft constraints and CP-nets. The authors consider preference elicitation and various forms of uncertainty in soft constraints. They review the most relevant results in voting, with special attention to computational social choice. Finally, the book considers preferences in matching problems. The book is intended for students and researchers who may be interested in an introduction to preference reasoning and multi-agent preference aggregation, and who want to know the basic notions and results in computational social choice. Table of Contents: Introduction / Preference Modeling and Reasoning / Uncertainty in Preference Reasoning / Aggregating Preferences / Stable Marriage Problems

A Short Introduction to Preferences

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Author :
Publisher : Morgan & Claypool Publishers
ISBN 13 : 1608455874
Total Pages : 104 pages
Book Rating : 4.6/5 (84 download)

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Book Synopsis A Short Introduction to Preferences by : Francesca Rossi

Download or read book A Short Introduction to Preferences written by Francesca Rossi and published by Morgan & Claypool Publishers. This book was released on 2011-09-09 with total page 104 pages. Available in PDF, EPUB and Kindle. Book excerpt: Computational social choice is an expanding field that merges classical topics like economics and voting theory with more modern topics like artificial intelligence, multiagent systems, and computational complexity. This book provides a concise introduction to the main research lines in this field, covering aspects such as preference modelling, uncertainty reasoning, social choice, stable matching, and computational aspects of preference aggregation and manipulation. The book is centered around the notion of preference reasoning, both in the single-agent and the multi-agent setting. It presents the main approaches to modeling and reasoning with preferences, with particular attention to two popular and powerful formalisms, soft constraints and CP-nets. The authors consider preference elicitation and various forms of uncertainty in soft constraints. They review the most relevant results in voting, with special attention to computational social choice. Finally, the book considers preferences in matching problems. The book is intended for students and researchers who may be interested in an introduction to preference reasoning and multi-agent preference aggregation, and who want to know the basic notions and results in computational social choice. Table of Contents: Introduction / Preference Modeling and Reasoning / Uncertainty in Preference Reasoning / Aggregating Preferences / Stable Marriage Problems

A Short Introduction to Preferences

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Publisher :
ISBN 13 : 9788303101556
Total Pages : 0 pages
Book Rating : 4.1/5 (15 download)

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Book Synopsis A Short Introduction to Preferences by : Colin Campbell

Download or read book A Short Introduction to Preferences written by Colin Campbell and published by . This book was released on 2010 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Support Vectors Machines have become a well established tool within machine learning. They work well in practice and have now been used across a wide range of applications from recognizing hand-written digits, to face identification, text categorisation, bioinformatics, and database marketing. In this book we give an introductory overview of this subject. We start with a simple Support Vector Machine for performing binary classification before considering multi-class classification and learning in the presence of noise. We show that this framework can be extended to many other scenarios such as prediction with real-valued outputs, novelty detection and the handling of complex output structures such as parse trees. Finally, we give an overview of the main types of kernels which are used in practice and how to learn and make predictions from multiple types of input data. Table of Contents: Support Vector Machines for Classification / Kernel-based Models / Learning with Kernels.

Representing and Reasoning with Qualitative Preferences

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Publisher : Springer Nature
ISBN 13 : 3031015738
Total Pages : 138 pages
Book Rating : 4.0/5 (31 download)

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Book Synopsis Representing and Reasoning with Qualitative Preferences by : Ganesh Ram Liu

Download or read book Representing and Reasoning with Qualitative Preferences written by Ganesh Ram Liu and published by Springer Nature. This book was released on 2022-05-31 with total page 138 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a tutorial introduction to modern techniques for representing and reasoning about qualitative preferences with respect to a set of alternatives. The syntax and semantics of several languages for representing preference languages, including CP-nets, TCP-nets, CI-nets, and CP-theories, are reviewed. Some key problems in reasoning about preferences are introduced, including determining whether one alternative is preferred to another, or whether they are equivalent, with respect to a given set of preferences. These tasks can be reduced to model checking in temporal logic. Specifically, an induced preference graph that represents a given set of preferences can be efficiently encoded using a Kripke Structure for Computational Tree Logic (CTL). One can translate preference queries with respect to a set of preferences into an equivalent set of formulae in CTL, such that the CTL formula is satisfied whenever the preference query holds. This allows us to use a model checker to reason about preferences, i.e., answer preference queries, and to obtain a justification as to why a preference query is satisfied (or not) with respect to a set of preferences. This book defines the notions of the equivalence of two sets of preferences, including what it means for one set of preferences to subsume another, and shows how to answer preferential equivalence and subsumption queries using model checking. Furthermore, this book demontrates how to generate alternatives ordered by preference, along with providing ways to deal with inconsistent preference specifications. A description of CRISNER—an open source software implementation of the model checking approach to qualitative preference reasoning in CP-nets, TCP-nets, and CP-theories is included, as well as examples illustrating its use.

Ethics of Artificial Intelligence

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Publisher : Oxford University Press
ISBN 13 : 0190905050
Total Pages : 352 pages
Book Rating : 4.1/5 (99 download)

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Book Synopsis Ethics of Artificial Intelligence by : S. Matthew Liao

Download or read book Ethics of Artificial Intelligence written by S. Matthew Liao and published by Oxford University Press. This book was released on 2020-08-18 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: As Artificial Intelligence (AI) technologies rapidly progress, questions about the ethics of AI, in both the near-future and the long-term, become more pressing than ever. This volume features seventeen original essays by prominent AI scientists and philosophers and represents the state-of-the-art thinking in this fast-growing field. Organized into four sections, this volume explores the issues surrounding how to build ethics into machines; ethical issues in specific technologies, including self-driving cars, autonomous weapon systems, surveillance algorithms, and sex robots; the long term risks of superintelligence; and whether AI systems can be conscious or have rights. Though the use and practical applications of AI are growing exponentially, discussion of its ethical implications is still in its infancy. This volume provides an invaluable resource for thinking through the ethical issues surrounding AI today and for shaping the study and development of AI in the coming years.

Residential Change and Demographic Challenge

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Publisher : Routledge
ISBN 13 : 1317065379
Total Pages : 403 pages
Book Rating : 4.3/5 (17 download)

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Book Synopsis Residential Change and Demographic Challenge by : Annett Steinführer

Download or read book Residential Change and Demographic Challenge written by Annett Steinführer and published by Routledge. This book was released on 2016-04-08 with total page 403 pages. Available in PDF, EPUB and Kindle. Book excerpt: Going beyond the assumption that East Central European cities are still 'in transition' this book draws on the postsocialism paradigm to ask new questions about the impact of demographic change on residential developments in this region. Focussing on four second-order cities in this region, it examines Gdansk and Lódz in Poland and Brno and Ostrava in the Czech Republic as examples and deals with the nexus between urban development and demographic change for the context of East Central European cities. It provides a framework for linking urban and demographic research. It discusses how residential areas and urban developments cope with changes in population development, household types and different forms of in- and out-migration and goes on to explore parallels and differences in comparison with broader European patterns. This book will be useful to academics of urban planning and development especially in transition areas, Central and Eastern European studies, demographics and population studies, and sociology/social exclusion.

Handbook of Deep Trade Agreements

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Publisher : World Bank Publications
ISBN 13 : 1464815542
Total Pages : 768 pages
Book Rating : 4.4/5 (648 download)

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Book Synopsis Handbook of Deep Trade Agreements by : Aaditya Mattoo

Download or read book Handbook of Deep Trade Agreements written by Aaditya Mattoo and published by World Bank Publications. This book was released on 2020-09-23 with total page 768 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deep trade agreements (DTAs) cover not just trade but additional policy areas, such as international flows of investment and labor and the protection of intellectual property rights and the environment. Their goal is integration beyond trade or deep integration. These agreements matter for economic development. Their rules influence how countries (and hence, the people and firms that live and operate within them) transact, invest, work, and ultimately, develop. Trade and investment regimes determine the extent of economic integration, competition rules affect economic efficiency, intellectual property rights matter for innovation, and environmental and labor rules contribute to environmental and social outcomes. This Handbook provides the tools and data needed to analyze these new dimensions of integration and to assess the content and consequences of DTAs. The Handbook and the accompanying database are the result of collaboration between experts in different policy areas from academia and other international organizations, including the International Trade Centre (ITC), Organisation for Economic Co-operation and Development (OECD), United Nations Conference on Trade and Development (UNCTAD), and World Trade Organization (WTO).

Algorithmic Decision Theory

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Publisher : Springer
ISBN 13 : 3319231146
Total Pages : 593 pages
Book Rating : 4.3/5 (192 download)

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Book Synopsis Algorithmic Decision Theory by : Toby Walsh

Download or read book Algorithmic Decision Theory written by Toby Walsh and published by Springer. This book was released on 2015-08-27 with total page 593 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the thoroughly refereed conference proceedings of the 4th International Conference on Algorithmic Decision Theory , ADT 2015, held in September 2015 in Lexington, USA. The 32 full papers presented were carefully selected from 76 submissions. The papers are organized in topical sections such as preferences; manipulation, learning and other issues; utility and decision theory; argumentation; bribery and control; social choice; allocation and other problems; doctoral consortium.

Evolutionary Multi-Criterion Optimization

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Publisher : Springer
ISBN 13 : 364237140X
Total Pages : 859 pages
Book Rating : 4.6/5 (423 download)

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Book Synopsis Evolutionary Multi-Criterion Optimization by : Robin Purshouse

Download or read book Evolutionary Multi-Criterion Optimization written by Robin Purshouse and published by Springer. This book was released on 2013-03-12 with total page 859 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 7th International Conference on Evolutionary Multi-Criterion Optimization, EMO 2013 held in Sheffield, UK, in March 2013. The 57 revised full papers presented were carefully reviewed and selected from 98 submissions. The papers are grouped in topical sections on plenary talks; new horizons; indicator-based methods; aspects of algorithm design; pareto-based methods; hybrid MCDA; decomposition-based methods; classical MCDA; exploratory problem analysis; product and process applications; aerospace and automotive applications; further real-world applications; and under-explored challenges.

Methodology and Software for Interactive Decision Support

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Publisher : Springer Science & Business Media
ISBN 13 : 3662221608
Total Pages : 320 pages
Book Rating : 4.6/5 (622 download)

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Book Synopsis Methodology and Software for Interactive Decision Support by : Andrzej Lewandowski

Download or read book Methodology and Software for Interactive Decision Support written by Andrzej Lewandowski and published by Springer Science & Business Media. This book was released on 2013-06-29 with total page 320 pages. Available in PDF, EPUB and Kindle. Book excerpt: These Proceedings report the scientific results of an International Workshop on Methodology and Software for Interactive Decision Support organized jointly by the System and Decision Sciences Program of the International Institute for Applied Sys tems Analysis (nASA, located in Laxenburg, Austria) and The National Committee for Applied Systems Analysis and Management in Bulgaria. Several other Bulgarian institutions sponsored the Workshop - The Committee for Science to the Council of Ministers, The State Committee for Research and Technology and The Bulgarian In dustrial Association. The workshop was held in Albena, on the Black Sea coast. More than 80 scientists from 15 countries attended the workshop; 50 lectures were presented and 17 computer demonstration sessions took place. This Workshop is one of a series of meetings organized by nASA with the collaboration of scientific institutions from the National Member Organization countries. The previous meetings took place in Austria (1983), Hungary (1984) and the German Democratic Republic (1985). All proceedings of these meetings have been published by Springer Verlag in the series Lecture Notes in Economics and Mathematical Systems.

The Microeconomics of Risk and Information

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Publisher : Bloomsbury Publishing
ISBN 13 : 0230344208
Total Pages : 240 pages
Book Rating : 4.2/5 (33 download)

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Book Synopsis The Microeconomics of Risk and Information by : RICHARD WATT

Download or read book The Microeconomics of Risk and Information written by RICHARD WATT and published by Bloomsbury Publishing. This book was released on 2017-09-16 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Microeconomics of Risk and Information covers the principal areas in the field, including risk aversion, simple portfolio theory, precautionary savings, production under risk, risk sharing in the Edgeworth box, adverse selection and moral hazard. Keeping to a strict two-dimensional environment and using only some basic calculus, this textbook is written principally for students of advanced undergraduate and beginning graduate courses in economics, finance, and other fields, who have studied microeconomics at the intermediate level. Compact and clear, the book reflects the author's twenty-year experience teaching the course in the one-semester format to students around the world.

Ontology-Based Data Access Leveraging Subjective Reports

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Publisher : Springer
ISBN 13 : 331965229X
Total Pages : 77 pages
Book Rating : 4.3/5 (196 download)

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Book Synopsis Ontology-Based Data Access Leveraging Subjective Reports by : Gerardo I. Simari

Download or read book Ontology-Based Data Access Leveraging Subjective Reports written by Gerardo I. Simari and published by Springer. This book was released on 2017-09-22 with total page 77 pages. Available in PDF, EPUB and Kindle. Book excerpt: This SpringerBrief reviews the knowledge engineering problem of engineering objectivity in top-k query answering; essentially, answers must be computed taking into account the user’s preferences and a collection of (subjective) reports provided by other users. Most assume each report can be seen as a set of scores for a list of features, its author’s preferences among the features, as well as other information is discussed in this brief. These pieces of information for every report are then combined, along with the querying user’s preferences and their trust in each report, to rank the query results. Everyday examples of this setup are the online reviews that can be found in sites like Amazon, Trip Advisor, and Yelp, among many others. Throughout this knowledge engineering effort the authors adopt the Datalog+/– family of ontology languages as the underlying knowledge representation and reasoning formalism, and investigate several alternative ways in which rankings can b e derived, along with algorithms for top-k (atomic) query answering under these rankings. This SpringerBrief also investigate assumptions under which our algorithms run in polynomial time in the data complexity. Since this SpringerBrief contains a gentle introduction to the main building blocks (OBDA, Datalog+/-, and reasoning with preferences), it should be of value to students, researchers, and practitioners who are interested in the general problem of incorporating user preferences into related formalisms and tools. Practitioners also interested in using Ontology-based Data Access to leverage information contained in reviews of products and services for a better customer experience will be interested in this brief and researchers working in the areas of Ontological Languages, Semantic Web, Data Provenance, and Reasoning with Preferences.

Learning from Data Streams in Evolving Environments

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Publisher : Springer
ISBN 13 : 3319898035
Total Pages : 317 pages
Book Rating : 4.3/5 (198 download)

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Book Synopsis Learning from Data Streams in Evolving Environments by : Moamar Sayed-Mouchaweh

Download or read book Learning from Data Streams in Evolving Environments written by Moamar Sayed-Mouchaweh and published by Springer. This book was released on 2018-07-28 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited book covers recent advances of techniques, methods and tools treating the problem of learning from data streams generated by evolving non-stationary processes. The goal is to discuss and overview the advanced techniques, methods and tools that are dedicated to manage, exploit and interpret data streams in non-stationary environments. The book includes the required notions, definitions, and background to understand the problem of learning from data streams in non-stationary environments and synthesizes the state-of-the-art in the domain, discussing advanced aspects and concepts and presenting open problems and future challenges in this field. Provides multiple examples to facilitate the understanding data streams in non-stationary environments; Presents several application cases to show how the methods solve different real world problems; Discusses the links between methods to help stimulate new research and application directions.

ECAI 2023

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Publisher : IOS Press
ISBN 13 : 164368437X
Total Pages : 3328 pages
Book Rating : 4.6/5 (436 download)

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Book Synopsis ECAI 2023 by : K. Gal

Download or read book ECAI 2023 written by K. Gal and published by IOS Press. This book was released on 2023-10-18 with total page 3328 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial intelligence, or AI, now affects the day-to-day life of almost everyone on the planet, and continues to be a perennial hot topic in the news. This book presents the proceedings of ECAI 2023, the 26th European Conference on Artificial Intelligence, and of PAIS 2023, the 12th Conference on Prestigious Applications of Intelligent Systems, held from 30 September to 4 October 2023 and on 3 October 2023 respectively in Kraków, Poland. Since 1974, ECAI has been the premier venue for presenting AI research in Europe, and this annual conference has become the place for researchers and practitioners of AI to discuss the latest trends and challenges in all subfields of AI, and to demonstrate innovative applications and uses of advanced AI technology. ECAI 2023 received 1896 submissions – a record number – of which 1691 were retained for review, ultimately resulting in an acceptance rate of 23%. The 390 papers included here, cover topics including machine learning, natural language processing, multi agent systems, and vision and knowledge representation and reasoning. PAIS 2023 received 17 submissions, of which 10 were accepted after a rigorous review process. Those 10 papers cover topics ranging from fostering better working environments, behavior modeling and citizen science to large language models and neuro-symbolic applications, and are also included here. Presenting a comprehensive overview of current research and developments in AI, the book will be of interest to all those working in the field.

Multiple Criteria Decision Analysis

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Publisher : Springer
ISBN 13 : 149393094X
Total Pages : 1347 pages
Book Rating : 4.4/5 (939 download)

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Book Synopsis Multiple Criteria Decision Analysis by : Salvatore Greco

Download or read book Multiple Criteria Decision Analysis written by Salvatore Greco and published by Springer. This book was released on 2016-02-18 with total page 1347 pages. Available in PDF, EPUB and Kindle. Book excerpt: In two volumes, this new edition presents the state of the art in Multiple Criteria Decision Analysis (MCDA). Reflecting the explosive growth in the field seen during the last several years, the editors not only present surveys of the foundations of MCDA, but look as well at many new areas and new applications. Individual chapter authors are among the most prestigious names in MCDA research, and combined their chapters bring the field completely up to date. Part I of the book considers the history and current state of MCDA, with surveys that cover the early history of MCDA and an overview that discusses the “pre-theoretical” assumptions of MCDA. Part II then presents the foundations of MCDA, with individual chapters that provide a very exhaustive review of preference modeling, along with a chapter devoted to the axiomatic basis of the different models that multiple criteria preferences. Part III looks at outranking methods, with three chapters that consider the ELECTRE methods, PROMETHEE methods, and a look at the rich literature of other outranking methods. Part IV, on Multiattribute Utility and Value Theories (MAUT), presents chapters on the fundamentals of this approach, the very well known UTA methods, the Analytic Hierarchy Process (AHP) and its more recent extension, the Analytic Network Process (ANP), as well as a chapter on MACBETH (Measuring Attractiveness by a Categorical Based Evaluation Technique). Part V looks at Non-Classical MCDA Approaches, with chapters on risk and uncertainty in MCDA, the decision rule approach to MCDA, the fuzzy integral approach, the verbal decision methods, and a tentative assessment of the role of fuzzy sets in decision analysis. Part VI, on Multiobjective Optimization, contains chapters on recent developments of vector and set optimization, the state of the art in continuous multiobjective programming, multiobjective combinatorial optimization, fuzzy multicriteria optimization, a review of the field of goal programming, interactive methods for solving multiobjective optimization problems, and relationships between MCDA and evolutionary multiobjective optimization (EMO). Part VII, on Applications, selects some of the most significant areas, including contributions of MCDA in finance, energy planning problems, telecommunication network planning and design, sustainable development, and portfolio analysis. Finally, Part VIII, on MCDM software, presents well known MCDA software packages.

Artificial Intelligence Safety and Security

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Publisher : CRC Press
ISBN 13 : 1351251368
Total Pages : 661 pages
Book Rating : 4.3/5 (512 download)

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Book Synopsis Artificial Intelligence Safety and Security by : Roman V. Yampolskiy

Download or read book Artificial Intelligence Safety and Security written by Roman V. Yampolskiy and published by CRC Press. This book was released on 2018-07-27 with total page 661 pages. Available in PDF, EPUB and Kindle. Book excerpt: The history of robotics and artificial intelligence in many ways is also the history of humanity’s attempts to control such technologies. From the Golem of Prague to the military robots of modernity, the debate continues as to what degree of independence such entities should have and how to make sure that they do not turn on us, its inventors. Numerous recent advancements in all aspects of research, development and deployment of intelligent systems are well publicized but safety and security issues related to AI are rarely addressed. This book is proposed to mitigate this fundamental problem. It is comprised of chapters from leading AI Safety researchers addressing different aspects of the AI control problem as it relates to the development of safe and secure artificial intelligence. The book is the first edited volume dedicated to addressing challenges of constructing safe and secure advanced machine intelligence. The chapters vary in length and technical content from broad interest opinion essays to highly formalized algorithmic approaches to specific problems. All chapters are self-contained and could be read in any order or skipped without a loss of comprehension.

The Challenge of Child Labour in International Law

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Publisher : Cambridge University Press
ISBN 13 : 0521764904
Total Pages : 459 pages
Book Rating : 4.5/5 (217 download)

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Book Synopsis The Challenge of Child Labour in International Law by : Franziska Humbert

Download or read book The Challenge of Child Labour in International Law written by Franziska Humbert and published by Cambridge University Press. This book was released on 2009-08-27 with total page 459 pages. Available in PDF, EPUB and Kindle. Book excerpt: Franziska Humbert analyses how the prohibition of child labour is protected under international law and proposes an agenda for reform.