Publisher: Springer; 2013 edition (January 31, 2013)
Format: PDF / Kindle / ePub
Size: 8.1 MB
Downloadable formats: PDF
This useful and easy-to-follow textual content explores the theoretical underpinnings of selection forests, organizing the massive current literature at the box inside of a brand new, general-purpose wooded area version. issues and lines: with a foreword by way of Prof. Y. Amit and Prof. D. Geman, recounting their participation within the improvement of determination forests; introduces a versatile selection woodland version, in a position to addressing a wide and various set of picture and video research initiatives; investigates either the theoretical foundations and the sensible implementation of selection forests; discusses using determination forests for such initiatives as class, regression, density estimation, manifold studying, energetic studying and semi-supervised type; comprises workouts and experiments in the course of the textual content, with options, slides, demo movies and different supplementary fabric supplied at an linked site; presents a unfastened, trouble-free software program library, allowing the reader to test with forests in a hands-on demeanour.
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