| 000 -LEADER |
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| fixed length control field |
04190nam a22006255i 4500 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| ISBN |
9783642018053 |
| -- |
978-3-642-01805-3 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Classification number |
570.285 |
| 245 10 - TITLE STATEMENT |
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| Title |
Similarity-Based Clustering |
| Sub Title |
Recent Developments and Biomedical Applications / |
| Statement of responsibility, etc |
edited by Michael Biehl, Barbara Hammer, Michel Verleysen, Thomas Villmann. |
| 260 #1 - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) |
|---|
| Place of publication |
Berlin, Heidelberg : |
| Name of publisher |
Springer Berlin Heidelberg, |
| Year of publication |
2009. |
| 300 ## - PHYSICAL DESCRIPTION |
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| Number of Pages |
XI, 203 p. |
| Other physical details |
online resource. |
| 490 1# - SERIES STATEMENT |
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| Series statement |
Lecture Notes in Computer Science, |
| 505 0# - FORMATTED CONTENTS NOTE |
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| Formatted contents note |
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. |
| 520 ## - SUMMARY, ETC. |
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| Summary, etc |
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. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Computer science. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Medicine. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Data mining. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Information storage and retrieval systems. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Artificial intelligence. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Computer vision. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Bioinformatics. |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Computer Science. |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Computational Biology/Bioinformatics. |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Biomedicine general. |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Data Mining and Knowledge Discovery. |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Information Storage and Retrieval. |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Computer Imaging, Vision, Pattern Recognition and Graphics. |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical Term |
Artificial Intelligence (incl. Robotics). |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Biehl, Michael. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Hammer, Barbara. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Verleysen, Michel. |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Villmann, Thomas. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
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| Uniform Resource Identifier |
http://dx.doi.org/10.1007/978-3-642-01805-3 |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
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| Koha item type |
E-BOOKS |
| 264 #1 - |
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| -- |
Berlin, Heidelberg : |
| -- |
Springer Berlin Heidelberg, |
| -- |
2009. |
| 336 ## - |
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| -- |
text |
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txt |
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rdacontent |
| 337 ## - |
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| -- |
computer |
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c |
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rdamedia |
| 338 ## - |
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online resource |
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cr |
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rdacarrier |
| 347 ## - |
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text file |
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PDF |
| -- |
rda |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
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| -- |
0302-9743 ; |
