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The description logic handbook: theory, implementation, and applicationsJanuary 2003
  • Editors:
  • Franz Baader,
  • Diego Calvanese,
  • Deborah L. McGuinness,
  • Daniele Nardi,
  • Peter F. Patel-Schneider
Publisher:
  • Cambridge University Press
  • 40 W. 20 St. New York, NY
  • United States
ISBN:978-0-521-78176-3
Published:01 January 2003
Pages:
578
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Abstract

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chapter
An introduction to description logics
pp 1–40

This introduction presents the main motivations for the development of Description Logics (DLs) as a formalism for representing knowledge, as well as some important basic notions underlying all systems that have been created in the DL tradition. In ...

chapter
Basic description logics
pp 43–95

This chapter provides an introduction to Description Logics as a formal language for representing knowledge and reasoning about it. It first gives a short overview of the ideas underlying Description Logics. Then it introduces syntax and semantics, ...

chapter
Complexity of reasoning
pp 96–136

We present lower bounds on the computational complexity of satisfiability and subsumption in several Description Logics. We interpret these lower bounds as coming from different "source, of complexity", which we isolate one by one. We consider both ...

chapter
Relationships with other formalisms
pp 137–177

In this chapter, we are concerned with the relationship between Description Logics and other formalisms, regardless of whether they were designed for knowledge representation issues or not. We concentrate on those representation formalisms that either (...

chapter
Expressive description logics
pp 178–218

This chapter covers extensions of the basic Description Logics introduced in Chapter 2 by very expressive constructs that require advanced reasoning techniques. In particular, we study reasoning in Description Logics that include general inclusion ...

chapter
Extensions to description logics
pp 219–261

This chapter considers, on the one hand, extensions of Description Logics by features not available in the basic framework, but considered important for using Description Logics as a modeling language. In particular, it addresses the extensions ...

chapter
From description logic provers to knowledge representation systems
pp 265–281

A DL-based knowledge representation system is more than an inference engine for a particular Description Logic. A knowledge representation system must provide a number of services to human users, including presentation of the information stored in the ...

chapter
Description logic systems
pp 282–305

This chapter discusses implemented DL systems that have played or play an important role in the field. It first presents several earlier systems that, although not based on Description Logics, have provided important ideas. These systems include KL-ONE, ...

chapter
Implementation and optimization techniques
pp 306–346

This chapter will discuss the implementation of the reasoning services which form the core of DL-based knowledge representation systems. To be useful in realistic applications, such systems need both expressive logics and fast reasoners. As expressive ...

chapter
Conceptual modeling with description logics
pp 349–372

The purpose of the chapter is to help someone familiar with DLs to understand the issues involved in developing an ontology for some universe of discourse, which is to become a conceptual model or knowledge base represented and reasoned about using ...

chapter
Software engineering
pp 373–387

This chapter reviews the application of Description Logics to software engineering, following a steady evolution of DL-based systems used to support the program understanding process for programmers involved in software maintenance.

chapter
Configuration
pp 388–405

Description Logics are used to solve a wide variety of problems, with configuration applications being some of the largest and longest-lived. There is concrete, commercial evidence that shows that DL-based configurators have been successfully fielded ...

chapter
Medical informatics
pp 406–426

Description Logics and related formalisms are being applied in at least five applications in medical informatics - terminology, intelligent user interfaces, decision support and semantic indexing, language technology, and systems integration. Important ...

chapter
Digital libraries and web-based information systems
pp 427–449

It has long been realized that the web could benefit from having its content understandable and available in a machine processable form, and it is widely agreed that ontologies will play a key role in providing much enabling infrastructure to achieve ...

chapter
Natural language processing
pp 450–461

In most natural language processing applications, Description Logics have been used to encode in a knowledge base some syntactic, semantic, and pragmatic elements needed to drive the semantic interpretation and the natural language generation processes. ...

chapter
Description logics for databases
pp 462–484

In contrast to the relatively complex information that can be expressed in DL ABoxes (which we might call knowledge or information), databases and other sources such as files, semistructured data, and the World Wide Web provide rather simpler data, ...

chapter
Appendix: description logic terminology
pp 485–495

The purpose of this appendix is to introduce (in a compact manner) the syntax and semantics of the most prominent DLs occurring in this handbook. More information and explanations as well as some less familiar Description Logics can be found in the ...

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Contributors
  • Technical University of Dresden
  • Free University of Bozen-Bolzano
  • Rensselaer Polytechnic Institute
  • Sapienza University of Rome
  • Nuance Communications, Inc.

Recommendations

Reviews

Raphael M. Malyankar

The concept of the semantic Web is drawing an increasing amount of attention in the information technology (IT) arena. An important part of semantic Web technology is based on description logic, for example the US Department of Defense's Defense Advanced Research Projects Agency (DARPA) Agent Markup Language (DAML), and its successor, the Web ontology language OWL. The origins of description logic (DL) predate the World Wide Web, stemming from early artificial intelligence (AI) research in knowledge representation. Interest in this field has been steadily growing since the advent of the idea of adding semantics to Web information (an idea that dates back to the early days of the Web, but that has only recently gained recognition as being practical). While there are many papers relevant to the field, they are scattered among various journals and conference and workshop proceedings. Until now, it has been difficult to locate a single text that covers enough of this field to serve as a thorough introduction to it. This handbook is an attempt to fill this gap, and it does so admirably. The three main sections of the handbook concern theory, implementation, and applications. An introductory chapter traces the development of the field, sketches its basic concepts, surveys application domains, and outlines the connections between DL and other areas of computer science and AI. An appendix containing definitions of DL terms is also included. The five chapters in the theory section of the book (Part 1) offer a thorough introduction to the established theory of description logic. Chapter 2, "Basic Description Logics," is an excellent tutorial on basic theoretical ideas, terminology, and inferencing methods. Chapter 3, "Complexity of Reasoning," addresses exactly that; it consists of an analysis of the computational complexity of subsumption and satisfiability. Chapter 4, "Relationships with Other Formalisms," is a survey of the commonalities and differences between DL and frame systems, conceptual graphs, entity-relationship (E-R) models, object-oriented models, Extensible Markup Language (XML), and a selected set of other (non-DL) logic-based formalisms. Chapters 5 ("Expressive Description Logics") and 6 ("Extensions to Description Logics") extend the exposition of chapter 2, by introducing more advanced theoretical ideas. Overall, this first section is thorough, and should be able to stand by itself as a useful learning resource, though space constraints and the nature of the material have no doubt dictated the omission of detail in places, and the student will have to refer to the cited sources for detailed expositions of some of the results mentioned. Part 2, "Implementation" (chapters 7 through 9), is more mixed in its focus and depth of treatment. Chapter 7, "From Description Logic Provers to Knowledge Representation Systems," is a good general discussion of what is necessary in constructing any deployed knowledge-based system. Chapter 8, "Description Logic Systems," surveys some implemented systems (both DL systems and certain precursor knowledge representation systems). Chapter 9, "Implementation and Optimization Techniques," complements chapter 3, with a disquisition on the issues encountered in implementing reasoning algorithms in DL systems, providing an informative round-off to the largely theoretical content of Part 1. "Applications," the third part of the book, consists of seven chapters on different application areas, with mixed foci and treatments. Chapter 10, "Conceptual Modeling with Description Logics," is a short tutorial on information modeling considerations, with special attention paid to the DL issues involved. Chapters 11 and 12 briefly discuss DL applications in software engineering and configuration, mentioning the representation and reasoning issues that arose in systems implemented in these domains, and how description logic was used or could be used to address these issues. Chapter 13, "Medical Informatics," is a fairly detailed overview of medical informatics modeling and of the challenges it presents for DL representations of medical information, including brief discussions of specialized features used for different problems in the representation of medical knowledge with DL. Chapter 14, "Digital Libraries and Web-Based Information Systems," is largely a description of DAML, ontology inference layer (OIL), and DAML+OIL, precursors of the OWL Web ontology language. It also summarizes early examples of applying semantics to Web information (specifically, Untangle and FindUR). The short chapter on natural language processing (chapter 15) describes efforts in using DL representations in natural language processing research (acknowledging that advances in other techniques applied to natural language processing problems have overshadowed the use of DLs in this area). Chapter 16, "Description Logics for Databases," briefly summarizes the application of DL to data models (particularly the E-R model), database querying, and data integration. Some chapters in this part, namely chapters 14 and 16, may be better classified as derived technology or related research rather than domain applications, which is what an implementer might be expecting to see. This part will be particularly useful as a collection of experience reports, with hints on how to address specific problems that may arise while implementing a DL-based system. More details, and more comprehensive indexing and cross-referencing of the material in this section, would make such use of it easier. One may categorize the material in the book as follows: chapters 1 through 3, 5, 6, 9, and the appendix together describe the nuts and bolts of description logic; chapters 4, 10, 14, and 16 focus on derived or related formalisms, technology, and theoretical constructs; chapters 11 through 13, 15, and part of chapter 16 describe applications in different domains; and chapters 7 and 8 focus on systems deployment considerations and history. A useful addition to the next edition would be one or more in-depth case studies of actual DL systems: there are several systems discussed in multiple chapters of the book, but a really detailed case study would, I think, greatly enhance the reader's understanding of the subject. This book is suitable for both academics and implementers, though the latter might prefer to skim much of the theoretical exposition in Part 1. Prior knowledge of logic, or exposure to knowledge representation systems or formalisms, will help in understanding the book (particularly the theory section); readers without such exposure will find the book more difficult. The book would serve well as a foundation text for a graduate course in description logic, when supplemented with selected research papers. The production qualities are excellent; this book will be easy to read and refer to. Description logic and other areas in semantic Web technology are currently seeing some very active research, so some of the contents of the book will be dated and the book itself will be incomplete in a few years' time. This cannot be helped, however. The book, as it stands now, is a needed and well-executed reference work. Some more material about advanced topics would have been nice to see, as well as chapters on what cannot be done with description logic, and on open research areas in both DL itself (mentioned briefly in some chapters) and in related fields such as Web services. These are only minor quibbles with regard to an excellent book. Online Computing Reviews Service

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