libcats.org
Главная

Principal manifolds for data visualization and dimension reduction

Обложка книги Principal manifolds for data visualization and dimension reduction

Principal manifolds for data visualization and dimension reduction

, , ,

In 1901, Karl Pearson invented Principal Component Analysis (PCA). Since then, PCA serves as a prototype for many other tools of data analysis, visualization and dimension reduction: Independent Component Analysis (ICA), Multidimensional Scaling (MDS), Nonlinear PCA (NLPCA), Self Organizing Maps (SOM), etc. The book starts with the quote of the classical Pearson definition of PCA and includes reviews of various methods: NLPCA, ICA, MDS, embedding and clustering algorithms, principal manifolds and SOM. New approaches to NLPCA, principal manifolds, branching principal components and topology preserving mappings are described as well. Presentation of algorithms is supplemented by case studies, from engineering to astronomy, but mostly of biological data: analysis of microarray and metabolite data. The volume ends with a tutorial "PCA and K-means decipher genome". The book is meant to be useful for practitioners in applied data analysis in life sciences, engineering, physics and chemistry; it will also be valuable to PhD students and researchers in computer sciences, applied mathematics and statistics.

Популярные книги за неделю:

Каникулы

Автор:
Размер книги: 13 Kb

Очищение

Автор:
Категория: История
Размер книги: 602 Kb

Ремонт импортных телевизоров

Автор: , Автор:
Категория: civil, civil, hardware
Размер книги: 5.24 Mb

Быль-сказка о карандашах и красках

Автор:
Категория: Children
Размер книги: 5.81 Mb

The Ultimate Guide to Video Game Writing and Design

Автор:
Размер книги: 1.88 Mb

Mein Kampf

Автор:
Категория: fiction
Размер книги: 701 Kb
Только что пользователи скачали эти книги:

Accurate scientific computations Proc Neuenahr

Автор: , Автор:
Категория: Mathematics, Numerical methods
Размер книги: 1.34 Mb

Fossils for Amateurs-- A Handbook for Collectors

Автор: , Автор:
Категория: Adventures in Paleontology
Размер книги: 36.16 Mb

Les desarmes. 1

Автор: , Автор:
Размер книги: 24.45 Mb

A Practical Guide for the Perfumer

Автор:
Размер книги: 12.59 Mb

Structure and Properties of Liquid Crystals (Bookmarked)

Автор:
Размер книги: 10.05 Mb

Dora the Exporer Dance to the Rescue

Автор:
Размер книги: 9.00 Mb

Short Stories html

Автор:
Категория: fiction
Размер книги: 146 Kb

Der Teufelsengel

Автор:
Категория: fiction
Размер книги: 293 Kb