Verlag: Springer International Publishing, 2018
ISBN 10: 303003495X ISBN 13: 9783030034955
Sprache: Englisch
Anbieter: Buchpark, Trebbin, Deutschland
EUR 10,80
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbZustand: Hervorragend. Zustand: Hervorragend | Seiten: 376 | Sprache: Englisch | Produktart: Bücher.
Mehr Angebote von anderen Verkäufern bei ZVAB
Neu ab EUR 53,49
Gebraucht ab EUR 10,80
Mehr entdecken Softcover
Verlag: Cham, Springer International Publishing., 2018
ISBN 10: 303003495X ISBN 13: 9783030034955
Sprache: Englisch
Anbieter: Universitätsbuchhandlung Herta Hold GmbH, Berlin, Deutschland
Erstausgabe
EUR 13,00
Währung umrechnenAnzahl: 2 verfügbar
In den Warenkorb1st ed. 2018. 16 x 24 cm. XXVI, 349 S. XXVI, 349 p. 96 illus., 62 illus. in color. Softcover (Lecture Notes in Computer Science; Information Systems and Applications, incl. Internet/Web, and HCI). Sprache: Englisch.
Verlag: Berlin/ Heidelberg, Springer Berlin., 2004
ISBN 10: 3540228810 ISBN 13: 9783540228813
Sprache: Englisch
Anbieter: Universitätsbuchhandlung Herta Hold GmbH, Berlin, Deutschland
EUR 19,00
Währung umrechnenAnzahl: 1 verfügbar
In den Warenkorb2004. 16 x 24 cm. XXXVI, 854 S. XXXVI, 854 p. Softcover. Versand aus Deutschland / We dispatch from Germany via Air Mail. Einband bestoßen, daher Mängelexemplar gestempelt, sonst sehr guter Zustand. Imperfect copy due to slightly bumped cover, apart from this in very good condition. Stamped. (Lecture Notes in Computer Science). Sprache: Englisch.
Mehr Angebote von anderen Verkäufern bei ZVAB
Neu ab EUR 118,64
Gebraucht ab EUR 22,00
Mehr entdecken Softcover
Anbieter: Buchpark, Trebbin, Deutschland
EUR 31,79
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbZustand: Sehr gut. Zustand: Sehr gut | Seiten: 826 | Sprache: Englisch | Produktart: Bücher.
Mehr Angebote von anderen Verkäufern bei ZVAB
Neu ab EUR 113,44
Gebraucht ab EUR 31,79
Mehr entdecken Softcover
Verlag: Springer Berlin Heidelberg, 2013
ISBN 10: 3642412777 ISBN 13: 9783642412776
Sprache: Englisch
Anbieter: Buchpark, Trebbin, Deutschland
EUR 39,36
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbZustand: Sehr gut. Zustand: Sehr gut | Seiten: 660 | Sprache: Englisch | Produktart: Bücher.
Mehr Angebote von anderen Verkäufern bei ZVAB
Neu ab EUR 53,49
Gebraucht ab EUR 39,36
Mehr entdecken Softcover
Verlag: Springer Berlin Heidelberg, 2008
ISBN 10: 3540889051 ISBN 13: 9783540889052
Sprache: Englisch
Anbieter: Buchpark, Trebbin, Deutschland
EUR 39,60
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbZustand: Sehr gut. Zustand: Sehr gut | Seiten: 552 | Sprache: Englisch | Produktart: Bücher.
Mehr Angebote von anderen Verkäufern bei ZVAB
Neu ab EUR 48,37
Gebraucht ab EUR 39,60
Mehr entdecken Softcover
Anbieter: Buchpark, Trebbin, Deutschland
EUR 42,78
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbZustand: Sehr gut. Zustand: Sehr gut | Seiten: 513 | Sprache: Englisch | Produktart: Bücher.
Mehr Angebote von anderen Verkäufern bei ZVAB
Neu ab EUR 66,31
Gebraucht ab EUR 42,78
Mehr entdecken Softcover
Anbieter: Books From California, Simi Valley, CA, USA
EUR 35,26
Währung umrechnenAnzahl: 1 verfügbar
In den Warenkorbpaperback. Zustand: Good.
Mehr Angebote von anderen Verkäufern bei ZVAB
Neu ab EUR 83,50
Gebraucht ab EUR 47,55
Mehr entdecken Softcover
Verlag: Springer International Publishing, Springer Nature Switzerland Okt 2020, 2020
ISBN 10: 3030623610 ISBN 13: 9783030623616
Sprache: Englisch
Anbieter: buchversandmimpf2000, Emtmannsberg, BAYE, Deutschland
EUR 53,49
Währung umrechnenAnzahl: 2 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Neuware -This two-volume set of LNCS 12489 and 12490 constitutes the thoroughly refereed conference proceedings of the 21th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2020, held in Guimaraes, Portugal, in November 2020.\*The 93 papers presented were carefully reviewed and selected from 134 submissions. These papers provided a timely sample of the latest advances in data engineering and machine learning, from methodologies, frameworks, and algorithms to applications. The core themes of IDEAL 2020 include big data challenges, machine learning, data mining, information retrieval and management, bio-/neuro-informatics, bio-inspiredmodels, agents and hybrid intelligent systems, real-world applications of intelligent techniques and AI.\* The conference was held virtually due to the COVID-19 pandemic.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 428 pp. Englisch.
Verlag: Springer International Publishing, Springer Nature Switzerland Okt 2019, 2019
ISBN 10: 3030336166 ISBN 13: 9783030336165
Sprache: Englisch
Anbieter: buchversandmimpf2000, Emtmannsberg, BAYE, Deutschland
EUR 53,49
Währung umrechnenAnzahl: 2 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Neuware -This two-volume set of LNCS 11871 and 11872 constitutes the thoroughly refereed conference proceedings of the 20th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2019, held in Manchester, UK, in November 2019.The 94 full papers presented were carefully reviewed and selected from 149 submissions. These papers provided a timely sample of the latest advances in data engineering and machine learning, from methodologies, frameworks, and algorithms to applications. The core themes of IDEAL 2019 include big data challenges, machine learning, data mining, information retrieval and management, bio-/neuro-informatics, bio-inspired models (including neural networks, evolutionary computation and swarm intelligence), agents and hybrid intelligent systems, real-world applications of intelligent techniques and AI.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 388 pp. Englisch.
Verlag: Springer International Publishing, Springer Nature Switzerland Okt 2017, 2017
ISBN 10: 3319689347 ISBN 13: 9783319689340
Sprache: Englisch
Anbieter: buchversandmimpf2000, Emtmannsberg, BAYE, Deutschland
EUR 53,49
Währung umrechnenAnzahl: 2 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Neuware -This book constitutes the refereed proceedings of the 18th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2017, held in Guilin, China, in October/November 2017.The 65 full papers presented were carefully reviewed and selected from 110 submissions. These papers provided a sample of latest research outcomes in data engineering and automated learning, from methodologies, frameworks and techniques to applications. In addition to various topics such as evolutionary algorithms, deep learning neural networks, probabilistic modelling, particle swarm intelligence, big data analytics, and applications in image recognition, regression, classification, clustering, medical and biological modelling and prediction, text processing and social media analysis.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 628 pp. Englisch.
Verlag: Springer International Publishing, Springer International Publishing Sep 2016, 2016
ISBN 10: 3319462563 ISBN 13: 9783319462561
Sprache: Englisch
Anbieter: buchversandmimpf2000, Emtmannsberg, BAYE, Deutschland
EUR 53,49
Währung umrechnenAnzahl: 2 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Neuware -This book constitutes the refereed proceedings of the 17 International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2016, held in Yangzhou, China, in October 2016.The 68 full papers presented were carefully reviewed and selected from 115 submissions. They provide a valuable and timely sample of latest research outcomes in data engineering and automated learning ranging from methodologies, frameworks, and techniques to applications including various topics such as evolutionary algorithms; deep learning; neural networks; probabilistic modeling; particle swarm intelligence; big data analysis; applications in regression, classification, clustering, medical and biological modeling and predication; text processing and image analysis.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 664 pp. Englisch.
Verlag: Springer International Publishing, Springer International Publishing Okt 2015, 2015
ISBN 10: 3319248332 ISBN 13: 9783319248332
Sprache: Englisch
Anbieter: buchversandmimpf2000, Emtmannsberg, BAYE, Deutschland
EUR 53,49
Währung umrechnenAnzahl: 2 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Neuware -This book constitutes the refereed proceedings of the16th International Conference on Intelligent Data Engineering and AutomatedLearning, IDEAL 2015, held in Wroclaw, Poland, in October 2015.The 64 revised full papers presented were carefullyreviewed and selected from 127 submissions. These papers provided a valuablecollection of recent research outcomes in data engineering and automatedlearning, from methodologies, frameworks, and techniques to applications. Inaddition to various topics such as evolutionary algorithms, neural networksprobabilistic modeling, swarm intelligent, multi-objective optimization, andpractical applications in regression, classification, clustering, biologicaldata processing, text processing, video analysis, IDEAL 2015 also featured anumber of special sessions on several emerging topics such as computationalintelligence for optimization of communication networks, discovering knowledgefromdata, simulation-driven DES-like modeling and performance evaluation, andintelligent applications in real-world problems.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 580 pp. Englisch.
Verlag: Springer Berlin Heidelberg, Springer Berlin Heidelberg Jul 2003, 2003
ISBN 10: 354040550X ISBN 13: 9783540405504
Sprache: Englisch
Anbieter: buchversandmimpf2000, Emtmannsberg, BAYE, Deutschland
EUR 53,49
Währung umrechnenAnzahl: 2 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Neuware -Intelligent Data Engineering and Automated Learning (IDEAL) was initially a biennial forum dedicated to emerging and challenging topics in intelligent data analysis, knowledge discovery, and statistical and computational learning. The huge success of recent IDEAL conferences and the continuous growth of the eld have compelled it to become an annual conference after 2003. It is now a major international, interdisciplinary event covering subjects from data mining, inf- mation retrieval and management, autonomous learning, and agents to nancial engineering, neural networks, emerging learning paradigms and systems, bio- formatics, and pattern recognition. Data analysis and processing has become a common theme and plays a crucial role in many disciplines, especially in nance, biology, engineering, and information technology. Demand for intelligent met- dologies and tools is immense. The multidisciplinary nature of current research is pushing the traditional boundaries and bringing new ideas and solutions, and it is the way forward. This volume contains 164 refereed and nally accepted papers presented at the4thInternationalConferenceonIntelligentDataEngineeringandAutomated Learning (IDEAL 2003), held in Hong Kong, March 21-23, 2003. IDEAL 2003 received a record level of submissions, 321 in total, from all over the world. They were subsequently peer-reviewed by the Program Committee. The conference was held together with the 2003 IEEE International Conference on Computat- nal Intelligence for Financial Engineering at the modern and magni cent Hong KongConventionandExhibitionCentre.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 1168 pp. Englisch.
Verlag: Springer Berlin Heidelberg, 2012
ISBN 10: 3642326382 ISBN 13: 9783642326387
Sprache: Englisch
Anbieter: AHA-BUCH GmbH, Einbeck, Deutschland
EUR 53,49
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - This book constitutes the refereed proceedings of the 13th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2012, held in Natal, Brazil, in August 2012.The 100 revised full papers presented were carefully reviewed and selected from more than 200 submissions for inclusion in the book and present the latest theoretical advances and real-world applications in computational intelligence.
Verlag: Springer International Publishing, Springer Nature Switzerland Okt 2019, 2019
ISBN 10: 3030336069 ISBN 13: 9783030336066
Sprache: Englisch
Anbieter: buchversandmimpf2000, Emtmannsberg, BAYE, Deutschland
EUR 53,49
Währung umrechnenAnzahl: 2 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Neuware -This two-volume set of LNCS 11871 and 11872 constitutes the thoroughly refereed conference proceedings of the 20th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2019, held in Manchester, UK, in November 2019.The 94 full papers presented were carefully reviewed and selected from 149 submissions. These papers provided a timely sample of the latest advances in data engineering and machine learning, from methodologies, frameworks, and algorithms to applications. The core themes of IDEAL 2019 include big data challenges, machine learning, data mining, information retrieval and management, bio-/neuro-informatics, bio-inspired models (including neural networks, evolutionary computation and swarm intelligence), agents and hybrid intelligent systems, real-world applications of intelligent techniques and AI.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 576 pp. Englisch.
Verlag: Springer, Berlin, Springer International Publishing, Springer, 2014
ISBN 10: 3319108395 ISBN 13: 9783319108391
Sprache: Englisch
Anbieter: AHA-BUCH GmbH, Einbeck, Deutschland
EUR 58,56
Währung umrechnenAnzahl: 2 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - This book constitutes the refereed proceedings of the 15th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2014, held in Salamanca, Spain, in September 2014.The 60 revised full papers presented were carefully reviewed and selected from about 120 submissions. These papers provided a valuable collection of recent research outcomes in data engineering and automated learning, from methodologies, frameworks, and techniques to applications. In addition the conference provided a good sample of current topics from methodologies, frameworks, and techniques to applications and case studies. The techniques include computational intelligence, big data analytics, social media techniques, multi-objective optimization, regression, classification, clustering, biological data processing, text processing, and image/video analysis.
Anbieter: Ria Christie Collections, Uxbridge, Vereinigtes Königreich
EUR 54,36
Währung umrechnenAnzahl: Mehr als 20 verfügbar
In den WarenkorbZustand: New. In.
Anbieter: Buchpark, Trebbin, Deutschland
EUR 59,79
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbZustand: Sehr gut. Zustand: Sehr gut | Seiten: 398 | Sprache: Englisch | Produktart: Bücher.
Mehr Angebote von anderen Verkäufern bei ZVAB
Neu ab EUR 64,08
Gebraucht ab EUR 59,79
Mehr entdecken Softcover
Anbieter: WeBuyBooks, Rossendale, LANCS, Vereinigtes Königreich
EUR 64,74
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbZustand: Like New. Most items will be dispatched the same or the next working day. An apparently unread copy in perfect condition. Dust cover is intact with no nicks or tears. Spine has no signs of creasing. Pages are clean and not marred by notes or folds of any kind.
Mehr Angebote von anderen Verkäufern bei ZVAB
Neu ab EUR 106,99
Gebraucht ab EUR 72,36
Mehr entdecken Softcover
Verlag: Springer Verlag, New York, 2005
ISBN 10: 354026972X ISBN 13: 9783540269724
Sprache: Englisch
Anbieter: Doss-Haus Books, Redondo Beach, CA, USA
EUR 32,72
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbHardcover. Zustand: Very Good. Hardcover in library binding 2005 edition. Ex-library book with stamps and labels attached. Binding firm. Pages unmarked and clean. Covers and text in very good condition. {599 pages}.
Verlag: Springer International Publishing, 2022
ISBN 10: 3031217527 ISBN 13: 9783031217524
Sprache: Englisch
Anbieter: Buchpark, Trebbin, Deutschland
EUR 75,27
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbZustand: Gut. Zustand: Gut | Seiten: 572 | Sprache: Englisch | Produktart: Bücher.
Mehr Angebote von anderen Verkäufern bei ZVAB
Neu ab EUR 83,50
Gebraucht ab EUR 75,27
Mehr entdecken Softcover
Verlag: Springer International Publishing, 2018
ISBN 10: 3030034925 ISBN 13: 9783030034924
Sprache: Englisch
Anbieter: Buchpark, Trebbin, Deutschland
EUR 76,78
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbZustand: Hervorragend. Zustand: Hervorragend | Seiten: 892 | Sprache: Englisch | Produktart: Bücher.
Mehr Angebote von anderen Verkäufern bei ZVAB
Neu ab EUR 106,99
Gebraucht ab EUR 76,78
Mehr entdecken Softcover
Verlag: Springer Berlin Heidelberg, 2006
ISBN 10: 3540454853 ISBN 13: 9783540454854
Sprache: Englisch
Anbieter: Buchpark, Trebbin, Deutschland
EUR 79,29
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbZustand: Sehr gut. Zustand: Sehr gut | Seiten: 1512 | Sprache: Englisch | Produktart: Bücher.
Mehr Angebote von anderen Verkäufern bei ZVAB
Neu ab EUR 106,99
Gebraucht ab EUR 79,29
Mehr entdecken Softcover
Verlag: Springer Nature Switzerland, Springer International Publishing Nov 2024, 2024
ISBN 10: 3031777301 ISBN 13: 9783031777301
Sprache: Englisch
Anbieter: buchversandmimpf2000, Emtmannsberg, BAYE, Deutschland
EUR 87,73
Währung umrechnenAnzahl: 2 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Neuware -This two-volume set, LNCS 15346 and LNCS 15347, constitutes the proceedings of the 25th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2024, held in Valencia, Spain, during November 20¿22, 2024.The 86 full papers and 6 short papers presented in this book were carefully reviewed and selected from 130 submissions. IDEAL 2024 is focusing on Big Data Analytics and Privacy, Machine Learning & Deep Learning for Real-World Applications, Data Mining and Pattern Recognition, Information Retrieval and Management, Bio and Neuro-Informatics, and Hybrid Intelligent Systems and Agents.Books on Demand GmbH, Überseering 33, 22297 Hamburg 544 pp. Englisch.
Verlag: Springer Nature Switzerland, Springer Nature Switzerland, 2024
ISBN 10: 3031777379 ISBN 13: 9783031777370
Sprache: Englisch
Anbieter: AHA-BUCH GmbH, Einbeck, Deutschland
EUR 87,73
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - This two-volume set, LNCS 15346 and LNCS 15347, constitutes the proceedings of the 25th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2024, held in Valencia, Spain, during November 20-22, 2024.The 86 full papers and 6 short papers presented in this book were carefully reviewed and selected from 130 submissions.IDEAL 2023 is focusing onBig Data Analytics and Privacy, Machine Learning & Deep Learning for Real-World Applications, Data Mining and Pattern Recognition, Information Retrieval and Management, Bio and Neuro-Informatics, and Hybrid Intelligent Systems and Agents.
Anbieter: buchversandmimpf2000, Emtmannsberg, BAYE, Deutschland
EUR 89,90
Währung umrechnenAnzahl: 2 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Neuware -This book investigates the nature of imbalanced data sets and looks at two external methods, which can increase a learner¿s performance on under represented classes. Both techniques artificially balance the training data; one by randomly re-sampling examples of the under represented class and adding them to the training set, the other by randomly removing examples of the over represented class from the training set. A combination scheme is then presented. The approach is one in which multiple classifiers are arranged in a hierarchical structure according to their sampling techniques. The architecture consists of two experts, one that boosts performance by combining classifiers that re-sample training data at different rates, the other by combining classifiers that remove data from the training data at different rates. Using the F-measure, which combines precision and recall as a performance statistic, the combination scheme is shown to be effective at learning from severely imbalanced data sets. In fact, when compared to a state of the art combination technique, Adaptive-Boosting, the proposed system is shown to be superior for learning on imbalanced data sets.VDM Verlag, Dudweiler Landstraße 99, 66123 Saarbrücken 220 pp. Englisch.
Verlag: Springer International Publishing, Springer Nature Switzerland Nov 2021, 2021
ISBN 10: 3030916073 ISBN 13: 9783030916077
Sprache: Englisch
Anbieter: buchversandmimpf2000, Emtmannsberg, BAYE, Deutschland
EUR 106,99
Währung umrechnenAnzahl: 2 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Neuware -This book constitutes the refereed proceedings of the 22nd International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2021, which took place during November 25-27, 2021. The conference was originally planned to take place in Manchester, UK, but was held virtually due to the COVID-19 pandemic.The 61 full papers included in this book were carefully reviewed and selected from 85 submissions. They deal with emerging and challenging topics in intelligent data analytics and associated machine learning paradigms and systems. Special sessions were held on clustering for interpretable machine learning; machine learning towards smarter multimodal systems; and computational intelligence for computer vision and image processing.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 668 pp. Englisch.
Verlag: Springer International Publishing, Springer Nature Switzerland Okt 2020, 2020
ISBN 10: 3030623645 ISBN 13: 9783030623647
Sprache: Englisch
Anbieter: buchversandmimpf2000, Emtmannsberg, BAYE, Deutschland
EUR 106,99
Währung umrechnenAnzahl: 2 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Neuware -This two-volume set of LNCS 12489 and 12490 constitutes the thoroughly refereed conference proceedings of the 21th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2020, held in Guimaraes, Portugal, in November 2020.\*The 93 papers presented were carefully reviewed and selected from 134 submissions. These papers provided a timely sample of the latest advances in data engineering and machine learning, from methodologies, frameworks, and algorithms to applications. The core themes of IDEAL 2020 include big data challenges, machine learning, data mining, information retrieval and management, bio-/neuro-informatics, bio-inspiredmodels, agents and hybrid intelligent systems, real-world applications of intelligent techniques and AI.\* The conference was held virtually due to the COVID-19 pandemic.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 652 pp. Englisch.
Verlag: Springer Berlin Heidelberg, 2000
ISBN 10: 3540414509 ISBN 13: 9783540414506
Sprache: Englisch
Anbieter: AHA-BUCH GmbH, Einbeck, Deutschland
EUR 106,99
Währung umrechnenAnzahl: 1 verfügbar
In den WarenkorbTaschenbuch. Zustand: Neu. Druck auf Anfrage Neuware - Printed after ordering - X Table of Contents Table of Contents XI XII Table of Contents Table of Contents XIII XIV Table of Contents Table of Contents XV XVI Table of Contents K.S. Leung, L.-W. Chan, and H. Meng (Eds.): IDEAL 2000, LNCS 1983, pp. 3'8, 2000. Springer-Verlag Berlin Heidelberg 2000 4 J. Sinkkonen and S. Kaski Clustering by Similarity in an Auxiliary Space 5 6 J. Sinkkonen and S. Kaski Clustering by Similarity in an Auxiliary Space 7 0.6 1.5 0.4 1 0.2 0.5 0 0 10 100 1000 10000 10 100 1000 Mutual information (bits) Mutual information (bits) 8 J. Sinkkonen and S. Kaski 20 10 0 0.1 0.3 0.5 0.7 Mutual information (mbits) Analyses on the Generalised Lotto-Type Competitive Learning Andrew Luk St B&P Neural Investments Pty Limited, Australia Abstract, In generalised lotto-type competitive learning algorithm more than one winner exist. The winners are divided into a number of tiers (or divisions), with each tier being rewarded differently. All the losers are penalised (which can be equally or differently). In order to study the various properties of the generalised lotto-type competitive learning, a set of equations, which governs its operations, is formulated. This is then used to analyse the stability and other dynamic properties of the generalised lotto-type competitive learning.