By Michael M. Richter, Rosina Weber
-First English-language textbook at the topic
-Coauthor one of the pioneers of the subject
-Content completely class-tested, e-book positive aspects bankruptcy summaries, heritage notes, and workouts throughout
While it truly is particularly effortless to list billions of reports in a database, the knowledge of a process isn't measured by way of the variety of its reviews yet fairly by way of its skill to use them. Case-based reasoning (CBR) may be considered as adventure mining, with analogical reasoning utilized to problem–solution pairs. As situations tend to be now not exact, basic garage and bear in mind of reviews isn't enough, we needs to outline and examine similarity and variation. the basics of the procedure at the moment are well-established, and there are numerous winning advertisement functions in assorted fields, attracting curiosity from researchers throughout quite a few disciplines.
This textbook offers case-based reasoning in a scientific process with objectives: to provide rigorous and officially legitimate constructions for specified reasoning, and to illustrate the diversity of thoughts, tools, and instruments on hand for plenty of functions. within the chapters partly I the authors current the elemental parts of CBR with no assuming past reader wisdom; half II explains the middle tools, in particular case representations, similarity subject matters, retrieval, edition, review, revisions, studying, development, and upkeep; half III bargains complex perspectives of those issues, also masking uncertainty and chances; and half IV exhibits the variety of information resources, with chapters on textual CBR, images, sensor facts and speech, conversational CBR, and data administration. The e-book concludes with appendices that supply brief descriptions of the fundamental formal definitions and strategies, and comparisons between CBR and different techniques.
The authors draw on years of training and coaching event in educational and company environments, and so they hire bankruptcy summaries, historical past notes, and workouts through the ebook. It's appropriate for complicated undergraduate and graduate scholars of machine technological know-how, administration, and similar disciplines, and it's additionally a realistic creation and advisor for commercial researchers and practitioners engaged with wisdom engineering structures.
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Extra info for Case-Based Reasoning
For this reason, several techniques are presented jointly for measurements and speech. 4 Chapter 20: Conversational CBR This chapter focuses on the use of dialogues to assess the query problem from a user. The chapter discusses the use and the design of a conversational CBR system. The main technical aspects relate to dialogue management and evaluation. 5 Chapter 21: Knowledge Management This chapter discusses the many affinities and overlapping concepts in CBR and Knowledge Management (KM). We discuss how CBR can be beneficial to KM and illustrate this by explaining applications.
As an example, it may happen that the user knows what to achieve but cannot express a precise problem. Consider a user who wishes to find a “comfortable chair” for a living room. The problem formulation would need a description of chair parts and their properties that may not be available. Therefore, one cannot immediately describe such problems as cases. This can be done in different ways. This is also known as the query generation problem. A somewhat oversimplified view is that the problem is stated exactly and complete with all details.
Lecture notes in computer science (lecture notes in artificial intelligence), vol 5239. Springer, Berlin, p 18 Hammond K (ed) (1989) Proceedings of a workshop on case-based reasoning, Pensacola Beach, FL, 1989. Morgan Kaufmann, San Mateo 16 1 Introduction Kolodner JL (ed) (1988) Proceedings of a workshop on case-based reasoning, Clearwater Beach, FL, 1988. Morgan Kaufmann, San Mateo Kolodner JL (1993) Case-based reasoning. Morgan Kaufmann, San Mateo Richter MM (1995) The knowledge contained in similarity measures.