Spectral Feature Selection for Data Mining
Liu, Huan
Spectral Feature Selection for Data Mining Huan Liu, Zheng Alan Zhao. - 1 online resource (220 p.)
Access copy available to the general public.
This timely introduction to spectral feature selection illustrates the potential of this powerful dimensionality reduction technique in high-dimensional data processing. It presents the theoretical foundations of spectral feature selection, its connections to other algorithms, and its use in handling both large-scale data sets and small sample problems. Readers learn how to use spectral feature selection to solve challenging problems in real-life applications and discover how general feature selection and extraction are connected to spectral feature selection. Source code for the algorithms is available online.
9781439862094
Computers / Computer Science
Computers
Electronic books.
Spectral Feature Selection for Data Mining Huan Liu, Zheng Alan Zhao. - 1 online resource (220 p.)
Access copy available to the general public.
This timely introduction to spectral feature selection illustrates the potential of this powerful dimensionality reduction technique in high-dimensional data processing. It presents the theoretical foundations of spectral feature selection, its connections to other algorithms, and its use in handling both large-scale data sets and small sample problems. Readers learn how to use spectral feature selection to solve challenging problems in real-life applications and discover how general feature selection and extraction are connected to spectral feature selection. Source code for the algorithms is available online.
9781439862094
Computers / Computer Science
Computers
Electronic books.