Share
Unsupervised Feature Extraction Applied to Bioinformatics: A Pca Based and TD Based Approach (in English)
Taguchi, Y-H (Author)
·
Springer
· Paperback
Unsupervised Feature Extraction Applied to Bioinformatics: A Pca Based and TD Based Approach (in English) - Taguchi, Y-H
$ 170.52
$ 179.99
You save: $ 9.47
Choose the list to add your product or create one New List
✓ Product added successfully to the Wishlist.
Go to My WishlistsIt will be shipped from our warehouse between
Thursday, July 11 and
Friday, July 12.
You will receive it anywhere in United States between 1 and 3 business days after shipment.
Synopsis "Unsupervised Feature Extraction Applied to Bioinformatics: A Pca Based and TD Based Approach (in English)"
This book proposes applications of tensor decomposition to unsupervised feature extraction and feature selection. The author posits that although supervised methods including deep learning have become popular, unsupervised methods have their own advantages. He argues that this is the case because unsupervised methods are easy to learn since tensor decomposition is a conventional linear methodology. This book starts from very basic linear algebra and reaches the cutting edge methodologies applied to difficult situations when there are many features (variables) while only small number of samples are available. The author includes advanced descriptions about tensor decomposition including Tucker decomposition using high order singular value decomposition as well as higher order orthogonal iteration, and train tenor decomposition. The author concludes by showing unsupervised methods and their application to a wide range of topics. Allows readers to analyze data sets with small samples and many features;Provides a fast algorithm, based upon linear algebra, to analyze big data;Includes several applications to multi-view data analyses, with a focus on bioinformatics.
- 0% (0)
- 0% (0)
- 0% (0)
- 0% (0)
- 0% (0)
All books in our catalog are Original.
The book is written in English.
The binding of this edition is Paperback.
✓ Producto agregado correctamente al carro, Ir a Pagar.
