Abstraction Reformulation And Approximation

Abstraction  Reformulation  and Approximation PDF Book Detail:
Author: Sven Koenig
Publisher: Springer
ISBN: 3540456228
Size: 62.53 MB
Format: PDF, Kindle
Category : Computers
Languages : en
Pages : 352
View: 833

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Book Description: It has been recognized since the inception of Artificial Intelligence (AI) that abstractions, problem reformulations, and approximations (AR&A) are central to human common sense reasoning and problem solving and to the ability of systems to reason effectively in complex domains. AR&A techniques have been used to solve a variety of tasks, including automatic programming, constraint satisfaction, design, diagnosis, machine learning, search, planning, reasoning, game playing, scheduling, and theorem proving. The primary purpose of AR&A techniques in such settings is to overcome computational intractability. In addition, AR&A techniques are useful for accelerating learning and for summarizing sets of solutions. This volume contains the proceedings of SARA 2002, the fifth Symposium on Abstraction, Reformulation, and Approximation, held at Kananaskis Mountain Lodge, Kananaskis Village, Alberta (Canada), August 2 4, 2002. The SARA series is the continuation of two separate threads of workshops: AAAI workshops in 1990 and 1992, and an ad hoc series beginning with the "Knowledge Compilation" workshop in 1986 and the "Change of Representation and Inductive Bias" workshop in 1988 with followup workshops in 1990 and 1992. The two workshop series merged in 1994 to form the first SARA. Subsequent SARAs were held in 1995, 1998, and 2000.

Abstraction Reformulation And Approximation

Abstraction  Reformulation  and Approximation PDF Book Detail:
Author: Berthe Y. Choueiry
Publisher: Springer Science & Business Media
ISBN: 9783540678397
Size: 64.74 MB
Format: PDF, ePub, Mobi
Category : Computers
Languages : en
Pages : 336
View: 1623

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Book Description: This volume contains the proceedings of SARA 2000, the fourth Symposium on Abstraction, Reformulations, and Approximation (SARA). The conference was held at Horseshoe Bay Resort and Conference Club, Lake LBJ, Texas, July 26– 29, 2000, just prior to the AAAI 2000 conference in Austin. Previous SARA conferences took place at Jackson Hole in Wyoming (1994), Ville d’Est ́erel in Qu ́ebec (1995), and Asilomar in California (1998). The symposium grewout of a series of workshops on abstraction, approximation, and reformulation that had taken place alongside AAAI since 1989. This year’s symposium was actually scheduled to take place at Lago Vista Clubs & Resort on Lake Travis but, due to the resort’s failure to pay taxes, the conference had to be moved late in the day. This mischance engendered eleventh-hour reformulations, abstractions, and resource re-allocations of its own. Such are the perils of organizing a conference. This is the ?rst SARA for which the proceedings have been published in the LNAI series of Springer-Verlag. We hope that this is a re?ection of the increased maturity of the ?eld and that the increased visibility brought by the publication of this volume will help the discipline grow even further. Abstractions, reformulations, and approximations (AR&A) have found - plications in a variety of disciplines and problems including automatic progr- ming, constraint satisfaction, design, diagnosis, machine learning, planning, qu- itative reasoning, scheduling, resource allocation, and theorem proving. The - pers in this volume capture a cross-section of these application domains.

Abstraction Reformulation And Approximation

Abstraction  Reformulation and Approximation PDF Book Detail:
Author: Jean-Daniel Zucker
Publisher: Springer Science & Business Media
ISBN: 3540278729
Size: 66.84 MB
Format: PDF, ePub
Category : Computers
Languages : en
Pages : 380
View: 479

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Book Description: This book constitutes the refereed proceedings of the 6th International Symposium on Abstraction, Reformulation, and Approximation, SARA 2005, held in Airth Castle, Scotland, UK in July 2005. The 17 revised full papers and 8 extended abstracts were carefully reviewed and selected for inclusion in the book. Also included are 3 invited papers and 8 research summaries. All current aspects of abstraction, reformulation, and approximation in the context of human common-sense reasoning, problem solving, and efficiently reasoning in complex domains are addressed. Among the application fields of these techniques are automatic programming, constraint satisfaction, design, diagnosis, machine learning, search, planning, reasoning, game playing, scheduling, and theorem proving.

Abstraction Reformulation And Approximation

Abstraction  Reformulation  and Approximation PDF Book Detail:
Author: Ian Miguel
Publisher: Springer
ISBN: 3540735801
Size: 49.58 MB
Format: PDF
Category : Computers
Languages : en
Pages : 420
View: 4923

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Book Description: This is a subject that is as hot as a snake in a wagon rut, offering as it does huge potentiality in the field of computer programming. That’s why this book, which constitutes the refereed proceedings of the 7th International Symposium on Abstraction, Reformulation, and Approximation, held in Whistler, Canada, in July 2007, will undoubtedly prove so popular among researchers and professionals in relevant fields. 26 revised full papers are presented, together with the abstracts of 3 invited papers and 13 research summaries.

Ai Magazine

AI Magazine PDF Book Detail:
Author:
Publisher:
ISBN:
Size: 38.42 MB
Format: PDF, Mobi
Category : Artificial intelligence
Languages : en
Pages :
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Book Description:

Philosophical Transactions

Philosophical Transactions PDF Book Detail:
Author:
Publisher:
ISBN:
Size: 44.70 MB
Format: PDF, Mobi
Category : Biology
Languages : en
Pages :
View: 1559

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Book Description: Each issue of Transactions B is devoted to a specific area of the biological sciences, including clinical science. All papers are peer reviewed and edited to the highest standards. Published on the 29th of each month, Transactions B is essential reading for all biologists.

New Trends In Constraints

New Trends in Constraints PDF Book Detail:
Author:
Publisher:
ISBN:
Size: 42.59 MB
Format: PDF, ePub, Mobi
Category : Constraint programming (Computer science)
Languages : en
Pages :
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Book Description:

Abstraction In Artificial Intelligence And Complex Systems

Abstraction in Artificial Intelligence and Complex Systems PDF Book Detail:
Author: Lorenza Saitta
Publisher: Springer Science & Business Media
ISBN: 1461470528
Size: 52.73 MB
Format: PDF, Docs
Category : Computers
Languages : en
Pages : 484
View: 3281

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Book Description: Abstraction is a fundamental mechanism underlying both human and artificial perception, representation of knowledge, reasoning and learning. This mechanism plays a crucial role in many disciplines, notably Computer Programming, Natural and Artificial Vision, Complex Systems, Artificial Intelligence and Machine Learning, Art, and Cognitive Sciences. This book first provides the reader with an overview of the notions of abstraction proposed in various disciplines by comparing both commonalities and differences. After discussing the characterizing properties of abstraction, a formal model, the KRA model, is presented to capture them. This model makes the notion of abstraction easily applicable by means of the introduction of a set of abstraction operators and abstraction patterns, reusable across different domains and applications. It is the impact of abstraction in Artificial Intelligence, Complex Systems and Machine Learning which creates the core of the book. A general framework, based on the KRA model, is presented, and its pragmatic power is illustrated with three case studies: Model-based diagnosis, Cartographic Generalization, and learning Hierarchical Hidden Markov Models.