-
Hofstadter, D.R.; Fluid Analogies Group: ¬Die FARGonauten : über Analogie und Kreativität (1996)
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- Classification
- ST 285 Informatik / Monographien / Software und -entwicklung / Computer supported cooperative work (CSCW), Groupware
- RSWK
- Künstliche Intelligenz / Kreativität / Analogie / Mustererkennung / Aufsatzsammlung
- RVK
- ST 285 Informatik / Monographien / Software und -entwicklung / Computer supported cooperative work (CSCW), Groupware
- Subject
- Künstliche Intelligenz / Kreativität / Analogie / Mustererkennung / Aufsatzsammlung
-
Hodgson, J.P.E.: Knowledge representation and language in AI (1991)
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- Abstract
- The aim of this book is to highlight the relationship between knowledge representation and language in artificial intelligence, and in particular on the way in which the choice of representation influences the language used to discuss a problem - and vice versa. Opening with a discussion of knowledge representation methods, and following this with a look at reasoning methods, the author begins to make his case for the intimate relationship between language and representation. He shows how each representation method fits particularly well with some reasoning methods and less so with others, using specific languages as examples. The question of representation change, an important and complex issue about which very little is known, is addressed. Dr Hodgson gathers together recent work on problem solving, showing how, in some cases, it has been possible to use representation changes to recast problems into a language that makes them easier to solve. The author maintains throughout that the relationships that this book explores lie at the heart of the construction of large systems, examining a number of the current large AI systems from the viewpoint of representation and language to prove his point.
- Classification
- ST 285 Informatik / Monographien / Software und -entwicklung / Computer supported cooperative work (CSCW), Groupware
- RVK
- ST 285 Informatik / Monographien / Software und -entwicklung / Computer supported cooperative work (CSCW), Groupware
-
Brause, R.: Neuronale Netze : eine Einführung in die Neuroinformatik (1991)
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- Classification
- ST 285 Informatik / Monographien / Software und -entwicklung / Computer supported cooperative work (CSCW), Groupware
- RVK
- ST 285 Informatik / Monographien / Software und -entwicklung / Computer supported cooperative work (CSCW), Groupware
-
Information visualization in data mining and knowledge discovery (2002)
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- Date
- 23. 3.2008 19:10:22
- Footnote
- Rez. in: JASIST 54(2003) no.9, S.905-906 (C.A. Badurek): "Visual approaches for knowledge discovery in very large databases are a prime research need for information scientists focused an extracting meaningful information from the ever growing stores of data from a variety of domains, including business, the geosciences, and satellite and medical imagery. This work presents a summary of research efforts in the fields of data mining, knowledge discovery, and data visualization with the goal of aiding the integration of research approaches and techniques from these major fields. The editors, leading computer scientists from academia and industry, present a collection of 32 papers from contributors who are incorporating visualization and data mining techniques through academic research as well application development in industry and government agencies. Information Visualization focuses upon techniques to enhance the natural abilities of humans to visually understand data, in particular, large-scale data sets. It is primarily concerned with developing interactive graphical representations to enable users to more intuitively make sense of multidimensional data as part of the data exploration process. It includes research from computer science, psychology, human-computer interaction, statistics, and information science. Knowledge Discovery in Databases (KDD) most often refers to the process of mining databases for previously unknown patterns and trends in data. Data mining refers to the particular computational methods or algorithms used in this process. The data mining research field is most related to computational advances in database theory, artificial intelligence and machine learning. This work compiles research summaries from these main research areas in order to provide "a reference work containing the collection of thoughts and ideas of noted researchers from the fields of data mining and data visualization" (p. 8). It addresses these areas in three main sections: the first an data visualization, the second an KDD and model visualization, and the last an using visualization in the knowledge discovery process. The seven chapters of Part One focus upon methodologies and successful techniques from the field of Data Visualization. Hoffman and Grinstein (Chapter 2) give a particularly good overview of the field of data visualization and its potential application to data mining. An introduction to the terminology of data visualization, relation to perceptual and cognitive science, and discussion of the major visualization display techniques are presented. Discussion and illustration explain the usefulness and proper context of such data visualization techniques as scatter plots, 2D and 3D isosurfaces, glyphs, parallel coordinates, and radial coordinate visualizations. Remaining chapters present the need for standardization of visualization methods, discussion of user requirements in the development of tools, and examples of using information visualization in addressing research problems.
In 13 chapters, Part Two provides an introduction to KDD, an overview of data mining techniques, and examples of the usefulness of data model visualizations. The importance of visualization throughout the KDD process is stressed in many of the chapters. In particular, the need for measures of visualization effectiveness, benchmarking for identifying best practices, and the use of standardized sample data sets is convincingly presented. Many of the important data mining approaches are discussed in this complementary context. Cluster and outlier detection, classification techniques, and rule discovery algorithms are presented as the basic techniques common to the KDD process. The potential effectiveness of using visualization in the data modeling process are illustrated in chapters focused an using visualization for helping users understand the KDD process, ask questions and form hypotheses about their data, and evaluate the accuracy and veracity of their results. The 11 chapters of Part Three provide an overview of the KDD process and successful approaches to integrating KDD, data mining, and visualization in complementary domains. Rhodes (Chapter 21) begins this section with an excellent overview of the relation between the KDD process and data mining techniques. He states that the "primary goals of data mining are to describe the existing data and to predict the behavior or characteristics of future data of the same type" (p. 281). These goals are met by data mining tasks such as classification, regression, clustering, summarization, dependency modeling, and change or deviation detection. Subsequent chapters demonstrate how visualization can aid users in the interactive process of knowledge discovery by graphically representing the results from these iterative tasks. Finally, examples of the usefulness of integrating visualization and data mining tools in the domain of business, imagery and text mining, and massive data sets are provided. This text concludes with a thorough and useful 17-page index and lengthy yet integrating 17-page summary of the academic and industrial backgrounds of the contributing authors. A 16-page set of color inserts provide a better representation of the visualizations discussed, and a URL provided suggests that readers may view all the book's figures in color on-line, although as of this submission date it only provides access to a summary of the book and its contents. The overall contribution of this work is its focus an bridging two distinct areas of research, making it a valuable addition to the Morgan Kaufmann Series in Database Management Systems. The editors of this text have met their main goal of providing the first textbook integrating knowledge discovery, data mining, and visualization. Although it contributes greatly to our under- standing of the development and current state of the field, a major weakness of this text is that there is no concluding chapter to discuss the contributions of the sum of these contributed papers or give direction to possible future areas of research. "Integration of expertise between two different disciplines is a difficult process of communication and reeducation. Integrating data mining and visualization is particularly complex because each of these fields in itself must draw an a wide range of research experience" (p. 300). Although this work contributes to the crossdisciplinary communication needed to advance visualization in KDD, a more formal call for an interdisciplinary research agenda in a concluding chapter would have provided a more satisfying conclusion to a very good introductory text.
With contributors almost exclusively from the computer science field, the intended audience of this work is heavily slanted towards a computer science perspective. However, it is highly readable and provides introductory material that would be useful to information scientists from a variety of domains. Yet, much interesting work in information visualization from other fields could have been included giving the work more of an interdisciplinary perspective to complement their goals of integrating work in this area. Unfortunately, many of the application chapters are these, shallow, and lack complementary illustrations of visualization techniques or user interfaces used. However, they do provide insight into the many applications being developed in this rapidly expanding field. The authors have successfully put together a highly useful reference text for the data mining and information visualization communities. Those interested in a good introduction and overview of complementary research areas in these fields will be satisfied with this collection of papers. The focus upon integrating data visualization with data mining complements texts in each of these fields, such as Advances in Knowledge Discovery and Data Mining (Fayyad et al., MIT Press) and Readings in Information Visualization: Using Vision to Think (Card et. al., Morgan Kauffman). This unique work is a good starting point for future interaction between researchers in the fields of data visualization and data mining and makes a good accompaniment for a course focused an integrating these areas or to the main reference texts in these fields."
- RSWK
- Data Mining / Visualisierung / Aufsatzsammlung (BVB)
Wissensextraktion / Visualisierung / Aufsatzsammlung (BVB)
- Subject
- Data Mining / Visualisierung / Aufsatzsammlung (BVB)
Wissensextraktion / Visualisierung / Aufsatzsammlung (BVB)
-
Handbook on ontologies (2004)
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- RSWK
- Informationssystem / Wissenstechnik / Ontologie <Wissensverarbeitung> / Aufsatzsammlung
Semantic Web / Wissensbasiertes System / Ontologie <Wissensverarbeitung> / Aufsatzsammlung
Informationssystem / Konzeptionelle Modellierung / Ontologie <Wissensverarbeitung> / Aufsatzsammlung
- Subject
- Informationssystem / Wissenstechnik / Ontologie <Wissensverarbeitung> / Aufsatzsammlung
Semantic Web / Wissensbasiertes System / Ontologie <Wissensverarbeitung> / Aufsatzsammlung
Informationssystem / Konzeptionelle Modellierung / Ontologie <Wissensverarbeitung> / Aufsatzsammlung
-
Münkel, A. (Red.): Computer.Gehirn : was kann der Mensch? Was können die Computer? ; Begleitpublikation zur Sonderausstellung im Heinz-Nixdorf-MuseumsForum (2001)
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- RSWK
- Gehirn / Bewusstsein / Computer / Aufsatzsammlung
Roboter / Künstliche Intelligenz / Aufsatzsammlung
- Subject
- Gehirn / Bewusstsein / Computer / Aufsatzsammlung
Roboter / Künstliche Intelligenz / Aufsatzsammlung
-
Erbarth, M.: Wissensrepräsentation mit semantischen Netzen : Grundlagen mit einem Anwendungsbeispiel für das Multi-Channel-Publishing (2006)
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- Footnote
- Zugl.: Pforzheim, Hochschule, Diplomarbeit, 2002 u.d.T.: Erbarth, Matthias: Abbildung einer Publikation als semantisches Netz unter Verwendung von XML-Technologien
-
Fensel, D.: Ontologies : a silver bullet for knowledge management and electronic commerce (2001)
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- Abstract
- Ontologies have been developed and investigated for quite a while now in artificial intelligente and natural language processing to facilitate knowledge sharing and reuse. More recently, the notion of ontologies has attracied attention from fields such as intelligent information integration, cooperative information systems, information retrieval, electronic commerce, and knowledge management. The author systematicaliy introduces the notion of ontologies to the non-expert reader and demonstrates in detail how to apply this conceptual framework for improved intranet retrieval of corporate information and knowledge and for enhanced Internet-based electronic commerce. In the second part of the book, the author presents a more technical view an emerging Web standards, like XML, RDF, XSL-T, or XQL, allowing for structural and semantic modeling and description of data and information.
-
Survey of text mining : clustering, classification, and retrieval (2004)
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- RSWK
- Text Mining / Aufsatzsammlung
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- Text Mining / Aufsatzsammlung
-
Lämmel, U.; Cleve, J.: Künstliche Intelligenz : mit 50 Tabellen, 43 Beispielen, 208 Aufgaben, 89 Kontrollfragen und Referatsthemen (2008)
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- Abstract
- Die Euphorie der 80er-Jahre rund um die künstliche Intelligenz (KI) ist gewichen, der Alltag hat Einzug gehalten. Spannend ist das Thema dennoch, ist es doch eng verknüpft mit der Erforschung des Gehirns und der menschlichen Denkweise. Zudem haben die Erkenntnisse der KI Einzug in eine Vielzahl von Anwendungen gehalten. Uwe Lämmel und Jürgen Cleve, beide an der Hochschule Wismar die künstliche Intelligenz vertretend, haben mit dem Lehr- und Übungsbuch Künstliche Intelligenz eine kompakte Einführung in dieses doch recht komplexe Thema geschaffen. Nach einer kurzen Einführung in die Grundlagen und die Motivation geht es im zweiten Kapitel gleich um die Darstellung und Verarbeitung von Wissen. Hierbei behandeln die Autoren auch vages Wissen und die Fuzzy Logic als Teil hiervon. Das dritte Kapitel befasst sich sehr detailiert mit Suchproblemen, einem in der Informatik oft zu findenden Thema. Weiter geht es dann mit einer Einführung in Prolog -- einer Sprache, mit der ich mich während meines Studiums zugegebenermaßen schwer getan habe. In Prolog geht es um das Finden von Lösungen auf der Basis von Fakten und Regeln, auch Klauseln genannt. Diese ersten drei Kapitel -- plus der Einführung -- machen mehr als die Hälfte des Buches aus. Die zweite Hälfte teilt sich in neun weitere Kapitel auf. Die Themen hier sind künstliche neuronale Netze, vorwärts verkettete neuronale Netze, partiell rückgekoppelte Netze, selbstorganisierende Karten, autoassoziative Netze, adaptive Resonanz Theorie, Wettbewerbslernen, Arbeiten mit dem Stuttgarter Neuronale Netze Simulator (SNNS) und einer Implementation neuronaler Netze in Java, was für mich sehr interessant ist. Die Vielzahl der Kapitel zeigt, dass das Thema nicht einfach ist. Dennoch gelingt es Lämmel und Cleve sehr gut, ihr Wissen kompakt und verständlich zu vermitteln. Dabei gefallen zudem die vielen Grafiken, der klare Satz und die angenehme Gestaltung. So macht der Einstieg in die künstliche Intelligenz Spaß.
-
Semantic digital libraries (2009)
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- RSWK
- Elektronische Bibliothek / Semantic Web / Ontologie <Wissensverarbeitung> / Aufsatzsammlung
- Subject
- Elektronische Bibliothek / Semantic Web / Ontologie <Wissensverarbeitung> / Aufsatzsammlung
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Multimedia content and the Semantic Web : methods, standards, and tools (2005)
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- Classification
- 006.7 22
- Date
- 7. 3.2007 19:30:22
- DDC
- 006.7 22
- Footnote
- Rez. in: JASIST 58(2007) no.3, S.457-458 (A.M.A. Ahmad): "The concept of the semantic web has emerged because search engines and text-based searching are no longer adequate, as these approaches involve an extensive information retrieval process. The deployed searching and retrieving descriptors arc naturally subjective and their deployment is often restricted to the specific application domain for which the descriptors were configured. The new era of information technology imposes different kinds of requirements and challenges. Automatic extracted audiovisual features are required, as these features are more objective, domain-independent, and more native to audiovisual content. This book is a useful guide for researchers, experts, students, and practitioners; it is a very valuable reference and can lead them through their exploration and research in multimedia content and the semantic web. The book is well organized, and introduces the concept of the semantic web and multimedia content analysis to the reader through a logical sequence from standards and hypotheses through system examples, presenting relevant tools and methods. But in some chapters readers will need a good technical background to understand some of the details. Readers may attain sufficient knowledge here to start projects or research related to the book's theme; recent results and articles related to the active research area of integrating multimedia with semantic web technologies are included. This book includes full descriptions of approaches to specific problem domains such as content search, indexing, and retrieval. This book will be very useful to researchers in the multimedia content analysis field who wish to explore the benefits of emerging semantic web technologies in applying multimedia content approaches. The first part of the book covers the definition of the two basic terms multimedia content and semantic web. The Moving Picture Experts Group standards MPEG7 and MPEG21 are quoted extensively. In addition, the means of multimedia content description are elaborated upon and schematically drawn. This extensive description is introduced by authors who are actively involved in those standards and have been participating in the work of the International Organization for Standardization (ISO)/MPEG for many years. On the other hand, this results in bias against the ad hoc or nonstandard tools for multimedia description in favor of the standard approaches. This is a general book for multimedia content; more emphasis on the general multimedia description and extraction could be provided.
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Social Semantic Web : Web 2.0, was nun? (2009)
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- RSWK
- World Wide Web 2.0 / Semantic Web / Soziale Software / Aufsatzsammlung
- Subject
- World Wide Web 2.0 / Semantic Web / Soziale Software / Aufsatzsammlung
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Farkas, M.G.: Social software in libraries : building collaboration, communication, and community online (2007)
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- Content
- Inhalt: What is social software? -- Blogs -- Blogs in libraries : practical applications -- RSS -- Wikis -- Online communities -- Social networking -- Social bookmarking and collaborative filtering -- Tools for synchronous online reference -- The mobile revolution -- Podcasting -- Screencasting and vodcasting -- Gaming -- What will work @ your library -- Keeping up : a primer -- Future trends in social software.
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Handbuch der Künstlichen Intelligenz (2003)
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- Date
- 21. 3.2008 19:10:22
