Handbook of research on machine learning applications and trends : algorithms, methods, and techniques / [edited by] Emilio Soria Olivas ... [et al.].
"The machine learning approach provides a useful tool when the amount of data is very large and a model is not available to explain the generation and relation of the data set.The Handbook of Research on Machine Learning Applications and Trends: Algorithms, Methods, and Techniques provides a se...
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| Format: | Ebook |
| Language: | English |
| Published: |
Hershey, PA :
Information Science Reference,
c2010.
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| Online Access: | IGI Global e-Book Collection |
Table of Contents:
- 1. Exploring the Unknown Nature of Data: Cluster Analysis and Applications / Rui Xu, Donald C. Wunsch II
- 2. Principal Graphs and Manifolds / Alexander N. Gorban, Andrei Y. Zinovyev
- 3. Learning Algorithms for RBF Functions and Subspace Based Functions / Lei Xu
- 4. Nature Inspired Methods for Multi-Objective Optimization / Sanjoy Das, Bijaya K. Panigrahi, Shyam S. Pattnaik
- 5. Artificial Immune Systems for Anomaly Detection / Eduard Plett, Sanjoy Das, Dapeng Li, Bijaya K. Panigrahi
- 6. Calibration of Machine Learning Models / Antonio Bella, Cèsar Ferri, José Hernández-Orallo, María José Ramírez-Quintana
- 7. Classification with Incomplete Data / Pedro J. García-Laencina, Juan Morales-Sánchez, Rafael Verdú-Monedero, Jorge Larrey-Ruiz, José-Luis Sancho-Gómez, Aníbal R. Figueiras-Vidal
- 8. Clustering and Visualization of Multivariate Time Series / Alfredo Vellido, Iván Olier
- 9. Locally Recurrent Neural Networks and Their Applications / Todor D. Ganchev
- 10. Nonstationary Signal Analysis with Kernel Machines / Paul Honeine, Cédric Richard, Patrick Flandrin
- 11. Transfer Learning / Lisa Torrey, Jude Shavlik
- 12. Machine Learning in Personalized Anemia Treatment / Adam E. Gaweda
- 13. Deterministic Pattern Mining On Genetic Sequences / Pedro Gabriel Ferreira, Paulo Jorge Azevedo
- 14. Machine Learning in Natural Language Processing / Marina Sokolova, Stan Szpakowicz
- 15. Machine Learning Applications in Mega-Text Processing / Marina Sokolova, Stan Szpakowicz
- 16. FOL Learning for Knowledge Discovery in Documents / Stefano Ferilli, Floriana Esposito, Marenglen Biba, Teresa M.A. Basile, Nicola Di Mauro
- 17. Machine Learning and Financial Investing / Jie Du, Roy Rada
- 18. Applications of Evolutionary Neural Networks for Sales Forecasting of Fashionable Products / Yong Yu, Tsan-Ming Choi, Kin-Fan Au, Zhan-Li Sun
- 19. Support Vector Machine based Hybrid Classifiers and Rule Extraction thereof: Application to Bankruptcy Prediction in Banks / M. A.H. Farquad, V. Ravi, Raju S. Bapi
- 20. Application to Bankruptcy Prediction in Banks / Joaquín Ordieres-Meré, Ana González-Marcos, Manuel Castejón-Limas, Francisco J. Martínez-de-Pisón
- 21. Application of Neural Networks in Animal Science / Emilio Soria, Carlos Fernández, Antonio J. Serrano, Marcelino Martínez, José R. Magdalena, Juan F. Guerrero
- 22. Statistical Machine Learning Approaches for Sports Video Mining Using Hidden Markov Models / Guoliang Fan, Yi Ding
- 23. A Survey of Bayesian Techniques in Computer Vision / José Blasco, Nuria Aleixos, Juan Gómez-Sanchis, Juan F. Guerrero, Enrique Moltó
- 24. Software Cost Estimation using Soft Computing Approaches / K. Vinaykumar, V. Ravi, Mahil Carr
- 25. Counting the Hidden Defects in Software Documents / Frank Padberg
- 26. Machine Learning for Biometrics / Albert Ali Salah
- 27. Neural Networks for Modeling the Contact Foot-Shoe Upper / M. J. Rupérez, J. D. Martín, C. Monserrat, M. Alcañiz
- 28. Evolutionary Multi-Objective Optimization of Autonomous Mobile Robots in Neural-Based Cognition for Behavioural Robustness / Chin Kim On, Jason Teo, Azali Saudi
- 29. Improving Automated Planning with Machine Learning / Susana Fernández Arregui, Sergio Jiménez Celorrio, Tomás de la Rosa Turbides.