カゴの中を見る

商品数:0点

合計:0円

カゴの中を見る

商品を探す

商品カテゴリから選ぶ

商品名を入力

検索結果で出ない商品は

お問い合わせ下さいませ

商品カテゴリ

分野別

商品コード: 9781680836417

Spectral Learning on Matrices and Tensors

販売価格(税込10%): 33,880 円
種類別の販売価格、在庫状況を見る
装丁
数  量

カゴに入れる

商品おすすめポイント

書名

Spectral Learning on Matrices and Tensors
シリーズ名 Foundations and Trends in Machine Learning (Vol. 12, Issue 5-6)
著者・編者 Janzamin, M. et al.
出版社/発行元 Now publishers
発行年/月 2019年11月   
装丁 電子ブック
ページ数/巻数

156 ページ

ISBN 978-1-68083-641-7

 


※冊子体の取り扱いもございます。ご希望のお客様は別途お問い合わせ下さい。

 

 

Description

 

The authors of this monograph survey recent progress in using spectral methods including matrix and tensor decomposition techniques to learn many popular latent variable models. With careful implementation, tensor-based methods can run efficiently in practice, and in many cases they are the only algorithms with provable guarantees on running time and sample complexity.

The focus is on a special type of tensor decomposition called CP decomposition, and the authors cover a wide range of algorithms to find the components of such tensor decomposition. They also discuss the usefulness of this decomposition by reviewing several probabilistic models that can be learned using such tensor methods.

The second half of the monograph looks at practical applications. This includes using Tensorly, an efficient tensor algebra software package, which has a simple python interface for expressing tensor operations. It also has a flexible back-end system supporting NumPy, PyTorch, TensorFlow, and MXNet.

Spectral Learning on Matrices and Tensors provides a theoretical and practical introduction to designing and deploying spectral learning on both matrices and tensors. It is of interest for all students, researchers and practitioners working on modern day machine learning problems.

 

Contents:

 

1. Introduction
2. Matrix Decomposition
3. Tensor Decomposition Algorithms
4. Applications of Tensor Methods
5. Practical Implementations
6. Efficiency of Tensor Decomposition
7. Overcomplete Tensor Decomposition
Acknowledgements
References

 

 

種類別の販売価格、在庫状況を見る
装丁
数  量

カゴに入れる

この商品に対するお客様の声

 

 

mitsumori

見積書をお送り致します

 

 

  新刊案内など配信中!!

 

このページのTOPへ