Similarity-Based Clustering: Recent Developments and Biomedical Applications
by Biehl, M. Hammer, Barbara Verleysen, Michel Villmann, Thomas
This book is the outcome of the Dagstuhl Seminar on "Similarity-Based Clustering" held at Dagstuhl Castle, Germany, in Spring 2007. In three chapters, the three fundamental aspects of a theoretical background, the representation of data and their connection to algorithms, and particular challenging applications are considered. Topics discussed concern a theoretical investigation and foundation of prototype based learning algorithms, the development and extension of models to directions such as …
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- Full title :Similarity-Based Clustering : Recent Developments and Biomedical Applications / edited by Thomas Villmann, M. Biehl, Barbara Hammer, Michel Verleysen.
Summary
This book is the outcome of the Dagstuhl Seminar on "Similarity-Based Clustering" held at Dagstuhl Castle, Germany, in Spring 2007. In three chapters, the three fundamental aspects of a theoretical background, the representation of data and their connection to algorithms, and particular challenging applications are considered. Topics discussed concern a theoretical investigation and foundation of prototype based learning algorithms, the development and extension of models to directions such as general data structures and the application for the domain of medicine and biology. Similarity based methods find widespread applications in diverse application domains, including biomedical problems, but also in remote sensing, geoscience or other technical domains. The presentations give a good overview about important research results in similarity-based learning, whereby the character of overview articles with references to correlated research articles makes the contributions particularly suited for a first reading concerning these topics.
Read More ↓Edition Statements
- Publication Date:2009.
- Edition:1st ed. 2009
Publication Statements
- Publisher(s):Imprint: Springer, Springer Berlin Heidelberg
- Place of Publication:Berlin, Heidelberg
- Language:eng
- Publication Date:2009.
Notes
Bibliographic Level Mode of Issuance: Monograph.
The Physical Object
- Description:1 online resource (XI, 203 p.).
Edition Identifiers
- ISBN:364201805X, 9783642018053, 9783642018046, 3642018041
- DOI:10.1007/978-3-642-01805-3.
- oclc:on1167456490
- LC Classification:QH301-705
- Dewey Decimal:570
Table of Contents
I: Dynamics of Similarity-Based Clustering -- Statistical Mechanics of On-line Learning -- Some Theoretical Aspects of the Neural Gas Vector Quantizer -- Immediate Reward Reinforcement Learning for Clustering and Topology Preserving Mappings -- II: Information Representation -- Advances in Feature Selection with Mutual Information -- Unleashing Pearson Correlation for Faithful Analysis of Biomedical Data -- Median Topographic Maps for Biomedical Data Sets -- Visualization of Structured Data via Generative Probabilistic Modeling -- III: Particular Challenges in Applications -- Learning Highly Structured Manifolds: Harnessing the Power of SOMs -- Estimation of Boar Sperm Status Using Intracellular Density Distribution in Grey Level Images -- HIV-1 Drug Resistance Prediction and Therapy Optimization: A Case Study for the Application of Classification and Clustering Methods.
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