Aydin, Kemal

Unsupervised Learning Algorithms

Aydin, Kemal - Unsupervised Learning Algorithms, ebook


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ISBN: 9783319242118
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Table of contents

1. Anomaly Detection for Data with Spatial Attributes
P. Deepak

2. Anomaly Ranking in a High Dimensional Space: The Unsupervised TreeRank Algorithm
S. Clémençon, N. Baskiotis, N. Vayatis

3. Genetic Algorithms for Subset Selection in Model-Based Clustering
Luca Scrucca

4. Clustering Evaluation in High-Dimensional Data
Nenad Tomašev, Miloš Radovanović

5. Combinatorial Optimization Approaches for Data Clustering
Paola Festa

6. Kernel Spectral Clustering and Applications
Rocco Langone, Raghvendra Mall, Carlos Alzate, Johan A. K. Suykens

7. Uni- and Multi-Dimensional Clustering Via Bayesian Networks
Omid Keivani, Jose M. Peña

8. A Radial Basis Function Neural Network Training Mechanism for Pattern Classification Tasks
Antonios D. Niros, George E. Tsekouras

9. A Survey of Constrained Clustering
Derya Dinler, Mustafa Kemal Tural

10. An Overview of the Use of Clustering for Data Privacy
Vicenç Torra, Guillermo Navarro-Arribas, Klara Stokes

11. Nonlinear Clustering: Methods and Applications
Chang-Dong Wang, Jian-Huang Lai

12. Swarm Intelligence-Based Clustering Algorithms: A Survey
Tülin İnkaya, Sinan Kayalıgil, Nur Evin Özdemirel

13. Extending Kmeans-Type Algorithms by Integrating Intra-cluster Compactness and Inter-cluster Separation
Xiaohui Huang, Yunming Ye, Haijun Zhang

14. A Fuzzy-Soft Competitive Learning Approach for Grayscale Image Compression
Dimitrios M. Tsolakis, George E. Tsekouras

15. Unsupervised Learning in Genome Informatics
Ka-Chun Wong, Yue Li, Zhaolei Zhang

16. The Application of LSA to the Evaluation of Questionnaire Responses
Dian I. Martin, John C. Martin, Michael W. Berry

17. Mining Evolving Patterns in Dynamic Relational Networks
Rezwan Ahmed, George Karypis

18. Probabilistically Grounded Unsupervised Training of Neural Networks
Edmondo Trentin, Marco Bongini

Keywords: Engineering, Communications Engineering, Networks, Computational Intelligence, Computer Communication Networks, Pattern Recognition, Artificial Intelligence (incl. Robotics), Data Mining and Knowledge Discovery

Publication year
Technology, Energy, Traffic
Printed ISBN

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