Theoretic Foundation of Predictive Data Analytics

Klappentext Advances in Virus Research volume 97! the latest in the series first published in 1953! covers a diverse range of in-depth reviews! providing a valuable overview of the current field of virology.

List of contents

1. Probability Theory and LLN 2. Maximum Likelihood Estimation 3. Linear Regression 4. Ridge Regression 5. Linear Classification 6. Akaike Information Criterion (AIC) 7. Support Vector Machines 8. Statistical Learning Theory 9. Statistical Decision Theory 10. Exchangeability 11. Bayesian Linear Regression 12. Gaussian Process 13. Ensemble learning 14. Optimization

A Real Number and Vector Space B Vector Space C Advanced Probability and SLLN

Product details

• Authors: Jun Huan, Jun (Luke) Huan
• Publisher: ELSEVIER SCIENCE BV
• Languages: English
• Product format: Paperback / Softback
• Release: 30.09.2016, delayed
• EAN: 9780128036556
• ISBN: 978-0-12-803655-6
• No. of pages: 256
• Series: Morgan Kaufmann
• Subject: Natural sciences, medicine, IT, technology > IT, data processing > IT