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Statistics and Machine Learning Techniques: Regression Model and Radial Basis Functions Model - Softcover

Akinboro, Daniel

 
9786203583960: Statistics and Machine Learning Techniques: Regression Model and Radial Basis Functions Model

Inhaltsangabe

This book explains the comparison of Statistical Technique and Machine Learning Technique, specifically the Regression Model and the Radial Basis Function Neural Network (RBFNN) Model. This explanation involves the Mathematical theory and principle upon which RBFNN model was developed and it manages the generally belief that Machine Learning techniques are “Black Box” meaning that the Mathematics of Neural Network cannot be explained. Therefore, this book explains the Mathematics of the Radial Basis Functions which depends on the Gaussian function. Some estimates of the two models were compared and explained in this book such as the Sum of Squares of Errors, Bayesian Information Criterion and the Relative Importance of each explanatory variable.

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Über die Autorin bzw. den Autor

Mr Akinboro is a Statistician, a Data Analyst, a Programmer, a Business Evaluator and a Lecturer of Advance Mathematics, Statistics and Physics with a six years experience. The author holds a B.Sc. (Hons) in Statistics, an M.Sc. (Hons) in Statistics and currently is pursuing a Masters in Business Administration.

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