Rudolf Kruse - Böcker
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35 produkter
35 produkter
Fuzzy Cluster Analysis
Methods for Classification, Data Analysis and Image Recognition
Inbunden, Engelska, 1999
2 382 kr
Skickas inom 7-10 vardagar
Provides a timely and important introduction to fuzzy cluster analysis, its methods and areas of application, systematically describing different fuzzy clustering techniques so the user may choose methods appropriate for his problem. It provides a very thorough overview of the subject and covers classification, image recognition, data analysis and rule generation. The application examples are highly relevant and illustrative, and the use of the techniques are justified and well thought-out. Features include: * Sections on inducing fuzzy if-then rules by fuzzy clustering and non-alternating optimization fuzzy clustering algorithms * Discussion of solid fuzzy clustering techniques like the fuzzy c-means, the Gustafson-Kessel and the Gath-and-Geva algorithm for classification problems * Focus on linear and shell clustering techniques used for detecting contours in image analysis * Accompanying software and data sets pertaining to the examples presented, enabling the reader to learn through experimentation * Examination of the difficulties involved in evaluating the results of fuzzy cluster analysis and of determining the number of clusters with analysis of global and local validity measures This is one of the most comprehensive books on fuzzy clustering and will be welcomed by computer scientists, engineers and mathematicians in industry and research who are concerned with different methods, data analysis, pattern recognition or image processing. It will also give graduate students in computer science, mathematics or statistics a valuable overview.
Del 4 - Handbook of Defeasible Reasoning and Uncertainty Management Systems
Abductive Reasoning and Learning
Inbunden, Engelska, 2000
2 107 kr
Skickas inom 10-15 vardagar
This book contains leading survey papers on the various aspects of abduction, both logical and numerical approaches. Abduction is central to all areas of applied reasoning, including artificial intelligence, philosophy of science, machine learning, data mining and decision theory, as well as logic itself.
662 kr
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This clearly-structured, classroom-tested textbook/reference presents a methodical introduction to the field of CI. Providing an authoritative insight into all that is necessary for the successful application of CI methods, the book describes fundamental concepts and their practical implementations, and explains the theoretical background underpinning proposed solutions to common problems. Only a basic knowledge of mathematics is required. Features: provides electronic supplementary material at an associated website, including module descriptions, lecture slides, exercises with solutions, and software tools; contains numerous examples and definitions throughout the text; presents self-contained discussions on artificial neural networks, evolutionary algorithms, fuzzy systems and Bayesian networks; covers the latest approaches, including ant colony optimization and probabilistic graphical models; written by a team of highly-regarded experts in CI, with extensive experience in both academia and industry.
643 kr
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This textbook provides a clear and logical introduction to the field, covering the fundamental concepts, algorithms and practical implementations behind efforts to develop systems that exhibit intelligent behavior in complex environments.
653 kr
Skickas inom 5-8 vardagar
This textbook provides a clear and logical introduction to the field, covering the fundamental concepts, algorithms and practical implementations behind efforts to develop systems that exhibit intelligent behavior in complex environments.
400 kr
Skickas inom 5-8 vardagar
This textbook provides a clear and logical introduction to the field, covering the fundamental concepts, algorithms and practical implementations behind efforts to develop systems that exhibit intelligent behavior in complex environments.
Del 482 - CISM International Centre for Mechanical Sciences
Decision Theory and Multi-Agent Planning
Häftad, Engelska, 2006
670 kr
Skickas inom 10-15 vardagar
This volume contains papers read at the 7th International Workshop entitled "Intelligent Agents: Decision-Support and Planning", Udine, Italy, Sep 30th - Oct 2nd, 2004. All papers were reviewed after they were presented, and revised for final publication. As its preceding ones, this workshop took place under the auspices of the International School for the Synthesis of Expert Knowledge (ISSEK) and was held in the picturesque Palazzo del Torso of the Centre International des Sciences Mecaniques (CISM), Udine, see picture below. CISM location " Palazzo del Torso " The workshop was jointly organised by Prof. G. Delia Riccia (University of Udine), Dr. D. Dubois ( CNRS and University of Toulouse III), Prof. R. Kruse (University of Magdeburg), and Prof. H .- J. Lenz (Free University Berlin). As the workshop was an invitational one, there was no need for a call for contributed papers. Contrarily, the four organisers recruited research workers from Europe who have had an impact in the last decade on "Intelligent Agents: Decision-Support and Planning".
Del 472 - CISM International Centre for Mechanical Sciences
Planning Based on Decision Theory
Häftad, Engelska, 2003
530 kr
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Planning of actions based on decision theory is a hot topic for many disciplines. Seemingly unlimited computing power, networking, integration and collaboration have meanwhile attracted the attention of fields like Machine Learning, Operations Research, Management Science and Computer Science. Software agents of e-commerce, mediators of Information Retrieval Systems and Database based Information Systems are typical new application areas. Until now, planning methods were successfully applied in production, logistics, marketing, finance, management, and used in robots, software agents etc. It is the special feature of the book that planning is embedded into decision theory, and this will give the interested reader new perspectives to follow-up.
537 kr
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The contents of these proceedings reflect the intention of the organizers of the workshop to bring together scientists and engineers having a strong interest in interdisciplinary work in the fields of computer science, mathematics and applied statistics. Results of this collaboration are illustrated in problems dealing with neural nets, statistics and networks, classification and data mining, and (machine) learning.
553 kr
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The book aims to merge Computational Intelligence with Data Mining, which are both hot topics of current research and industrial development, Computational Intelligence, incorporates techniques like data fusion, uncertain reasoning, heuristic search, learning, and soft computing. Data Mining focuses on unscrambling unknown patterns or structures in very large data sets. Under the headline Discovering Structures in Large Databases the book starts with a unified view on Data Mining and Statistics - A System Point of View. Two special techniques follow: Subgroup Mining, and Data Mining with Possibilistic Graphical Models. Data Fusion and Possibilistic or Fuzzy Data Analysis is the next area of interest. An overview of possibilistic logic, nonmonotonic reasoning and data fusion is given, the coherence problem between data and non-linear fuzzy models is tackled, and outlier detection based on learning of fuzzy models is studied. In the domain of Classification and Decomposition adaptive clustering and visualisation of high dimensional data sets is introduced. Finally, in the section Learning and Data Fusion learning of special multi-agents of virtual soccer is considered.The last topic is on data fusion based on stochastic models.
Del 431 - CISM International Centre for Mechanical Sciences
Data Fusion and Perception
Häftad, Engelska, 2002
537 kr
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This work is a collection of front-end research papers on data fusion and perceptions. Authors are leading European experts of Artificial Intelligence, Mathematical Statistics and/or Machine Learning. Area overlaps with "Intelligent Data Analysis”, which aims to unscramble latent structures in collected data: Statistical Learning, Model Selection, Information Fusion, Soccer Robots, Fuzzy Quantifiers, Emotions and Artifacts.
1 630 kr
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The fields of similarity and preference are still broadening due to the exploration of new fields of application. This is caused by the strong impact of vagueness, imprecision, uncertainty and dominance on human and agent information, communication, planning, decision, action, and control as well as by the technical progress of the information technology itself. The topics treated in this book are of interest to computer scientists, statisticians, operations researchers, experts in AI, cognitive psychologists and economists.
1 630 kr
Skickas inom 10-15 vardagar
The fields of similarity and preference are still broadening due to the exploration of new fields of application. This is caused by the strong impact of vagueness, imprecision, uncertainty and dominance on human and agent information, communication, planning, decision, action, and control as well as by the technical progress of the information technology itself. The topics treated in this book are of interest to computer scientists, statisticians, operations researchers, experts in AI, cognitive psychologists and economists.
552 kr
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This book contains a selection of revised papers and state-of-the-art overviews on current trends and future perspectives of fuzzy systems. A major aim is to address theoretical as well as application-oriented issues and to contribute to the foundation of concepts, methods, and tools in this field. The book is written by researchers who attended the workshop "Fuzzy Systems '93 - Management of Uncertain Information" (Braunschweig, Germany, October 21-22, 1993), organized by the German Society of Computer Science (GI), the German Computer Science Academy (DIA), and the University of Braunschweig.Dieses Buch enthalt ausgewahlte und auf neuesten Stand gebrachte Fachaufsatze und "State of the Art"-Ubersichtsartikel in englischer Sprache. Sie geben einen Uberblick uber aktuelle Trends sowie Zukunftsperspektiven der Fuzzy-Systeme. Besonderer Wert wird darauf gelegt, dass das Buch in einem ausgewogenen Verhaltnis von Theorie und Praxis zur Fundierung von Konzepten, Methoden und Werkzeugen beitragt.Hervorgegangen ist das Werk aus einem von der Gesellschaft fur Informatik (GI), der Deutschen Informatik Akademie (DIA) und der TU Braunschweig gemeinsam veranstalteten GI-Workshop "Fuzzy-Systeme '93 - Management unsicherer Informationen" (Braunschweig, 21.-22.10.1993). Die Aufsatze wurden uberarbeitet und um Uberblicksartikel erganzt, geschrieben von H. J. Zimmermann, H. Hellendorn, D. Nauck, C. Freksa, S. Gottwald und K. D. Meyer-Gramann.
Fuzzy-Clusteranalyse
Verfahren für die Bilderkennung, Klassifizierung und Datenanalyse
Häftad, Tyska, 1997
453 kr
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Dieses Buch ist das Standardwerk zu einem neuen Bereich der angewandten Fuzzy-Technologie, der Fuzzy-Clusteranalyse. Diese beinhaltet Verfahren der Mustererkennung zur Gruppierung und Strukturierung von Daten. Dabei werden im Gegensatz zu klassischen Clustering-Techniken die Daten nicht eindeutig zu Klassen zugeordnet, sondern Zugehorigkeitsgrade bestimmt, so dass die Fuzzy-Verfahren robust gegenuber gestorten oder verrauschten Daten sind und fliessende Klassenubergange handhaben konnen. Dieses Werk gibt eine methodische Einfuhrung in die zahlreichen Fuzzy-Clustering-Algorithmen mit ihren Anwendungen in den Bereichen Datenanalyse, Erzeugung von Regeln fur Fuzzy-Regler, Klassifikations- und Approximationsprobleme sowie eine ausfuhrliche Darstellung des Shell-Clustering zur Erkennung von geometrischen Konturen in Bildern.
Evolutionäre Algorithmen
Genetische Algorithmen — Strategien und Optimierungsverfahren — Beispielanwendungen
Häftad, Tyska, 2004
334 kr
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Neuro-Fuzzy-Systeme
Von den Grundlagen künstlicher Neuronaler Netze zur Kopplung mit Fuzzy-Systemen
Häftad, Tyska, 2003
403 kr
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KI 2003: Advances in Artificial Intelligence
26th Annual German Conference on AI, KI 2003, Hamburg, Germany, September 15-18, 2003, Proceedings
Häftad, Engelska, 2003
1 099 kr
Skickas inom 10-15 vardagar
The German Conference on Arti?cial Intelligence is a traditional and unique yearly event which brings together the German AI community and an increasing numberofinternationalguests.WhilenotasoldasIJCAI(which?rsttookplace in 1969), KI2003 marks a tradition which o?cially began in 1975 with a wor- hop of the working group "Kunstlic .. he Intelligenz" of GI. Actually, there was one important AI conference in Germany before this, the "Fachtagung Cognitive Verfahren und Systeme" (Cognitive Methods and Systems) held in Hamburg in April 1973. Thisvolumecontainstheproceedingsofthe26thAnnualGermanConference on Arti?cial Intelligence. For the technical program we had 90 submissions from 22 countries. Out of these contributions 18 papers were accepted for oral pres- tation and 24 papers for poster presentation. The acceptance criteria were set to meet high international standards. Poster presenters were given the additional opportunity to summarize their papers in three minute spotlight presentations. Oral, spotlight as well as the poster presentations were then scheduled in an interesting conference program, summarized in the book you have before you.
Del 200 - Studies in Fuzziness and Soft Computing
Fuzzy Control
Fundamentals, Stability and Design of Fuzzy Controllers
Inbunden, Engelska, 2006
1 099 kr
Skickas inom 10-15 vardagar
“Fuzzy Control - the revolutionary computer technology that is changing our world” - these and other headlines could be read when in the early 90’s news from Japan came over telling us about the success of fuzzy controllers. The idea which was put into practice had been suggested by Lot? A. Zadeh in Berkeley in 1965. It had been developed and tested in some practical - plications, especially in Europe. In Japan fuzzy control was celebrated as a technology re?ecting the Japanese way of thinking by its unsharpness and - plicitoverlappingofseveralstatements. Anewtechnologyboomwaspredicted for Japan which would make Europe lose ground. Consequently, this news created unrest. Research projects were initiated and development departments were engaged to translate fuzzy control into products. Adversaries and supporters hurried up to inform themselves and intensely discussed whether the “conventional” or the fuzzy control were the better alternative. Finally, the excitement cooled down since in recent years fuzzy control was analyzed fromthe classical pointofview. Thus,amoreobjective evaluation of its strong and weak points was possible. Furthermore, it was shown how fuzzy systems could be put to use in the steering level which is the level above the control loop, especially in interaction with other methods of soft computing and arti?cial intelligence. Based on these fundamentals, the aim of this book is to support the convenient use of fuzzy controllers and fuzzy systems in the branch of control engineering and automation systems.
Advances in Intelligent Data Analysis V
5th International Symposium on Intelligent Data Analysis, IDA 2003, Berlin, Germany, August 28-30, 2003, Proceedings
Häftad, Engelska, 2003
1 099 kr
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This book constitutes the refereed proceedings of the 5th International Conference on Intelligent Data Analysis, IDA 2003, held in Berlin, Germany in August 2003. The 56 revised papers presented were carefully reviewed and selected from 180 submissions. The papers are organized in topical sections on machine learning, probability and topology, classification and pattern recognition, clustering, applications, modeling, and data processing.
384 kr
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Nachdem die ersten Fuzzy-Regler Anfang der siebziger Jahre entwickelt und in der Praxis erprobt wurden, hat das Gebiet der Fuzzy-Regelung in den vergangenen Jahrzehnten einen gewaltigen Fortschritt erfahren. Die zugrunde liegenden mathematischen und technischen Konzepte sind umfassend analysiert worden, und mittlerweile werden Fuzzy-Regler in vielen industriellen Anwendungen routinemäßig eingesetzt. Das Ziel dieses Buches ist eine kritische Bestandsaufnahme der Fuzzy-Regler aus Sicht der klassischen Regelungstechnik. Der Schwerpunkt dieses Buches liegt in der Darstellung von Themen, die für den Anwender von besonderem Interesse sind. Hierzu zählen insbesondere die (Selbst-) Einstellung, Optimierung und Stabilitätsanalyse von Fuzzy-Reglern. Ausgehend von einer detaillierten Einführung in die Gebiete Fuzzy-Systeme und Regelungstechnik wird der Leser systematisch an aktuelle Forschungsergebnisse herangeführt.
Symbolic and Quantitative Approaches to Uncertainty
European Conference ECSQAU, Marseille, France, October 15-17, 1991. Proceedings
Häftad, Engelska, 1991
537 kr
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A variety of formalisms have been developed to address suchaspects of handling imperfect knowledge as uncertainty,vagueness, imprecision, incompleteness, and partialinconsistency. Some of the most familiar approaches in thisresearch field are nonmonotonic logics, modal logics,probability theory (Bayesian and non-Bayesian), belieffunction theory, and fuzzy sets and possibility theory...ESPRIT Basic Research Action 3085, entitled DefeasibleReasoning and Uncertainty Management Systems (DRUMS), aimsto contribute to the elucidation of similarities anddifferences between these formalisms. It consists of 11active European research groups. The European Conference onSymbolic and Quantitative Approaches to Uncertainty (ESQAU)provides a forum for these groups to meet and discuss theirscientific results...This volume contains 42 contributions accepted for the ESQAUmeeting held in October 1991 in Marseille, together with 12articles presenting the activities of the DRUMS groups andtwo invited presentations.
Symbolic and Quantitative Approaches to Reasoning and Uncertainty
European Conference ECSQARU '93, Granada, Spain, November 8-10, 1993. Proceedings
Häftad, Engelska, 1993
537 kr
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In recent years it has become apparent that an importantpart of the theory of artificial intelligence is concernedwith reasoning on the basis of uncertain, incomplete, orinconsistent information. A variety of formalisms have beendeveloped, including nonmonotonic logic, fuzzy sets,possibility theory, belief functions, and dynamic models ofreasoning such as belief revision and Bayesian networks. Several European research projects have been formed in thearea and the first European conference was held in 1991. This volume contains the papers accepted for presentation atECSQARU-93, the European Conference on SymbolicandQuantitative Approaches to Reasoning and Uncertainty, heldat the University of Granada, Spain, November 8-10, 1993.
1 067 kr
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This book constitutes the refereed proceedings of the First International Joint Conference on Qualitative and Quantitative Practical Reasoning, ECSQARU-FAPR'97, held in Bad Honnef, Germany, in June 1997.The volume presents 33 revised full papers carefully selected for inclusion in the book by the program committee as well as 12 invited contributions. Among the various aspects of human practical reasoning addressed in the papers are nonmonotonic logics, default reasoning, modal logics, belief function theory, Bayesian networks, fuzzy logic, possibility theory, inference algorithms, dynamic reasoning with partial models, and user modeling approaches.
Informatik ’98
Informatik zwischen Bild und Sprache 28. Jahrestagung der Gesellschaft für Informatik Magdeburg, 21.–25. September 1998
Häftad, Tyska, 1998
568 kr
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Der Tagungsband der 28. Jahrestagung der Gesellschaft für Informatik gibt einen Überblick über diejenigen Trends in den Gebieten Bild- und Sprachverarbeitung, die für die weitere Entwicklung der Informatik eine Schlüsselrolle spielen. In den Beiträgen werden Resultate der Spitzenforschung präsentiert, Anwendungen aus der Industrie formuliert und die gesellschaftliche Relevanz der betrachteten Themengebiete beleuchtet.
Del 200 - Studies in Fuzziness and Soft Computing
Fuzzy Control
Fundamentals, Stability and Design of Fuzzy Controllers
Häftad, Engelska, 2010
1 067 kr
Skickas inom 10-15 vardagar
“Fuzzy Control - the revolutionary computer technology that is changing our world” - these and other headlines could be read when in the early 90’s news from Japan came over telling us about the success of fuzzy controllers. The idea which was put into practice had been suggested by Lot? A. Zadeh in Berkeley in 1965. It had been developed and tested in some practical - plications, especially in Europe. In Japan fuzzy control was celebrated as a technology re?ecting the Japanese way of thinking by its unsharpness and - plicitoverlappingofseveralstatements. Anewtechnologyboomwaspredicted for Japan which would make Europe lose ground. Consequently, this news created unrest. Research projects were initiated and development departments were engaged to translate fuzzy control into products. Adversaries and supporters hurried up to inform themselves and intensely discussed whether the “conventional” or the fuzzy control were the better alternative. Finally, the excitement cooled down since in recent years fuzzy control was analyzed fromthe classical pointofview. Thus,amoreobjective evaluation of its strong and weak points was possible. Furthermore, it was shown how fuzzy systems could be put to use in the steering level which is the level above the control loop, especially in interaction with other methods of soft computing and arti?cial intelligence. Based on these fundamentals, the aim of this book is to support the convenient use of fuzzy controllers and fuzzy systems in the branch of control engineering and automation systems.
Computational Intelligence for Knowledge-Based System Design
13th IPMU Conference, Dortmund, Germany, June 28 - July 2, 2010. Proceedings
Häftad, Engelska, 2010
1 099 kr
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The International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, IPMU, is organized every two years with the aim of bringing together scientists working on methods for the m- agement of uncertainty and aggregation of information in intelligent systems. Since 1986, this conference has been providing a forum for the exchange of ideas th between theoreticians and practitioners working in these areas. The 13 IPMU conference took place in Dortmund, Germany, June 28-July 2, 2010. This volumecontains77papersselectedthrougharigorousreviewingprocess among 320 submissions from 36 countries. The contributions re?ect the richness of research in the ?eld of computational intelligence and represent several - portant developments, speci?cally focused on the following sub?elds: (a) machine learning, data mining, and pattern recognition, (b) uncertainty handling, (c) aggregation and fusion of information, (d) logic and knowledge processing. We were delighted that Melanie Mitchell (Portland State University, USA), NihkilR.Pal(IndianStatisticalInstitute),BernhardSch. olkopf(MaxPlanckI- titute for Biological Cybernetics, Tubing .. en, Germany) and Wolfgang Wahlster (German Research Center for Arti?cial Intelligence, Saarbruc .. ken) accepted our invitationstopresentkeynotelectures.JimBezdekreceivedtheKamp'edeF' eriet Award,grantedeverytwo yearsonthe occasionofthe IPMUconference,in view ofhiseminentresearchcontributionstothehandlingofuncertaintyinclustering, data analysis and pattern recognition.
Information Processing and Management of Uncertainty in Knowledge-Based Systems
13th International Conference, IPMU 2010, Dortmund, Germany, June 28–July 2, 2010. Proceedings, Part I
Häftad, Engelska, 2010
1 099 kr
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The International Conference on Information Processing and Management of - certainty in Knowledge-Based Systems, IPMU, is organized every two years with the aim of bringing together scientists working on methods for the management of uncertainty and aggregation of information in intelligent systems. Since 1986, this conference has been providing a forum for the exchange of ideas between th theoreticians and practitioners working in these areas and related ?elds. The 13 IPMU conference took place in Dortmund, Germany, June 28–July 2, 2010. This volume contains 79 papers selected through a rigorous reviewing process. The contributions re?ect the richness of research on topics within the scope of the conference and represent several important developments, speci?cally focused on theoretical foundations and methods for information processing and management of uncertainty in knowledge-based systems. We were delighted that Melanie Mitchell (Portland State University, USA), Nihkil R. Pal (Indian Statistical Institute), Bernhard Sch¨ olkopf (Max Planck I- titute for Biological Cybernetics, Tubing ¨ en, Germany) and Wolfgang Wahlster (German Research Center for Arti?cial Intelligence, Saarbruc ¨ ken) accepted our invitations to present keynote lectures. Jim Bezdek received the Kamp´ede F´ eriet Award, granted every two years on the occasion of the IPMU conference, in view of his eminent research contributions to the handling of uncertainty in clustering, data analysis and pattern recognition.
Information Processing and Management of Uncertainty in Knowledge-Based Systems
13th International Conference, IPMU 2010, Dortmund, Germany, June 28–July 2, 2010. Proceedings, Part II
Häftad, Engelska, 2010
1 099 kr
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TheInternationalConferenceonInformationProcessingandManagementof- certaintyinKnowledge-BasedSystems,IPMU,isorganizedeverytwoyearswith the aim of bringing together scientists working on methods for the management of uncertainty and aggregationof information in intelligent systems. Since 1986, this conference has been providing a forum for the exchange of ideas between th theoreticiansandpractitionersworkingintheseareasandrelated?elds. The13 IPMU conference took place in Dortmund, Germany, June 28-July 2, 2010. This volume contains 77 papers selected through a rigorous reviewing p- cess. The contributions re?ectthe richness ofresearchontopics within the scope of the conference and represent several important developments, speci?cally - cused on applications of methods for information processing and management of uncertainty in knowledge-based systems. We were delighted that Melanie Mitchell (Portland State University, USA), NihkilR. Pal(IndianStatisticalInstitute),BernhardSch. olkopf(MaxPlanckI- titute for Biological Cybernetics, Tubing .. en, Germany) and Wolfgang Wahlster (German Research Center for Arti?cial Intelligence, Saarbruc .. ken) accepted our invitationstopresentkeynotelectures.JimBezdekreceivedtheKamp'edeF' eriet Award,grantedeverytwo yearsonthe occasionofthe IPMUconference,in view ofhiseminentresearchcontributionstothehandlingofuncertaintyinclustering, data analysis and pattern recognition. Organizing a conference like this one is not possible without the assistance and continuous support of many people and institutions. We are particularly grateful to the organizers of sessions on dedicated topics that took place during the conference-these 'special sessions' have always been a characteristic e- ment of the IPMU conference. Frank Klawonn and Thomas Runkler helped a lottoevaluateandselectspecialsessionproposals. Thespecialsessionorganizers themselves renderedimportant assistancein the reviewingprocess,that was f- thermore supported by the Area Chairs and regular members of the Programme Committee. ThomasFober wasthe backboneon severalorganizationaland el- tronic issues, and also helped with the preparation of the proceedings.
2 170 kr
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In recent years there has been a growing interest to extend classical methods for data analysis.The aim is to allow a more flexible modeling of phenomena such as uncertainty, imprecision or ignorance.Such extensions of classical probability theory and statistics are useful in many real-life situations, since uncertainties in data are not only present in the form of randomness --- various types of incomplete or subjective information have to be handled.About twelve years ago the idea of strengthening the dialogue between the various research communities in the field of data analysis was born and resulted in the International Conference Series on Soft Methods in Probability and Statistics (SMPS).This book gathers contributions presented at the SMPS'2012 held in Konstanz, Germany. Its aim is to present recent results illustrating new trends in intelligent data analysis.It gives a comprehensive overview of current research into the fusion of soft computing methods with probability and statistics.Synergies of both fields might improve intelligent data analysis methods in terms of robustness to noise and applicability to larger datasets, while being able to efficiently obtain understandable solutions of real-world problems.