A Concise Introduction to Models and Methods for Automated Planning


Book Description

Planning is the model-based approach to autonomous behavior where the agent behavior is derived automatically from a model of the actions, sensors, and goals. The main challenges in planning are computational as all models, whether featuring uncertainty and feedback or not, are intractable in the worst case when represented in compact form. In this book, we look at a variety of models used in AI planning, and at the methods that have been developed for solving them. The goal is to provide a modern and coherent view of planning that is precise, concise, and mostly self-contained, without being shallow. For this, we make no attempt at covering the whole variety of planning approaches, ideas, and applications, and focus on the essentials. The target audience of the book are students and researchers interested in autonomous behavior and planning from an AI, engineering, or cognitive science perspective. Table of Contents: Preface / Planning and Autonomous Behavior / Classical Planning: Full Information and Deterministic Actions / Classical Planning: Variations and Extensions / Beyond Classical Planning: Transformations / Planning with Sensing: Logical Models / MDP Planning: Stochastic Actions and Full Feedback / POMDP Planning: Stochastic Actions and Partial Feedback / Discussion / Bibliography / Author's Biography










Data Mining: Foundations and Practice


Book Description

The IEEE ICDM 2004 workshop on the Foundation of Data Mining and the IEEE ICDM 2005 workshop on the Foundation of Semantic Oriented Data and Web Mining focused on topics ranging from the foundations of data mining to new data mining paradigms. The workshops brought together both data mining researchers and practitioners to discuss these two topics while seeking solutions to long standing data mining problems and stimul- ing new data mining research directions. We feel that the papers presented at these workshops may encourage the study of data mining as a scienti?c ?eld and spark new communications and collaborations between researchers and practitioners. Toexpressthevisionsforgedintheworkshopstoawiderangeofdatam- ing researchers and practitioners and foster active participation in the study of foundations of data mining, we edited this volume by involving extended and updated versions of selected papers presented at those workshops as well as some other relevant contributions. The content of this book includes st- ies of foundations of data mining from theoretical, practical, algorithmical, and managerial perspectives. The following is a brief summary of the papers contained in this book.







Towards a Systemic Model for Terminology Planning


Book Description

Previous work on terminology planning can be, more or less, divided into general guidelines, local planning, and translation-based activities. This book, however, by avoiding this line of research and any kind of prescription, represents a movement towards generalisation as a prerequisite of theorisation. Its research is predicated on the hypothesis that all terminological activities are founded upon some fundamental principles, which, at the same time, are manifested through context-bound variations or parameters. A particular advantage of the book is its employing of both field research and a review of research literature. The former allows it to carry out a comparative study by using a maximum variation sampling technique for gathering data from four language agencies of different ecolinguistic situations, namely Termcat (Catalan), TNC (Swedish), DGLFLF (French), and the Academy of Persian Language and Literature in Iran. In order to this, it uses a questionnaire concentrating on the macro- and micro-structures of the target organisations as a route map. The literature review allows the book to benefit from research documents from more than thirty sociolinguistic communities. The book’s unique feature includes the introduction of new concepts such as linguistics of science, systemic terminology, systemic planning, terminology argumentation, and sociocognitive terminometrics, among others. A further distinguishing feature is the fact that it discusses terminology not in a vacuum, but as a component of the language of science system.




Effective Model Building for Strategic Planning


Book Description

The author establishes a thorough foundation for more efficient planning, implementation and controlling, which also promotes the company-wide acceptance of systems, strategies and actions taken.




A Systems View of Planning


Book Description

A Systems View of Planning: Towards a Theory of the Urban and Regional Planning Process, Second Edition covers theories of the process of town and regional planning. The book discusses physical change and human ecology; the theory of planning; the variety and entropy of systems; and planning as a conceptual system. The text also describes space and spatial planning; goal formulation in planning; exploratory and normative techniques and intuitive methods in projecting the system; and operational models and their underlying theories. Using linear programming and entropy methods; major aspects of evaluation, program budgeting, cost benefit analysis, and matrix methods; and the spatial method for regional planning are also covered. The book tackles the mixed-programming strategy as well. Engineers, architects, farmers, and foresters will find the book invaluable.




Basic Methods of Policy Analysis and Planning


Book Description

Updated in its 3rd edition, Basic Methods of Policy Analysis and Planning presents quickly applied methods for analyzing and resolving planning and policy issues at state, regional, and urban levels. Divided into two parts, Methods which presents quick methods in nine chapters and is organized around the steps in the policy analysis process, and Cases which presents seven policy cases, ranging in degree of complexity, the text provides readers with the resources they need for effective policy planning and analysis. Quantitative and qualitative methods are systematically combined to address policy dilemmas and urban planning problems. Readers and analysts utilizing this text gain comprehensive skills and background needed to impact public policy.