Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

High-dimensional Microarray Data Analysis

High-dimensional Microarray Data Analysis

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9789811359972
Condition
New
Product Description

This book shows how to decompose high-dimensional microarrays into small subspaces (Small Matryoshkas, SMs), statistically analyze them, and perform cancer gene diagnosis. The information is useful for genetic experts, anyone who analyzes genetic data, and students to use as practical textbooks. Discriminant analysis is the best approach for microarray consisting of normal and cancer classes. Microarrays are linearly separable data (LSD, Fact 3). However, because most linear discriminant function (LDF) cannot discriminate LSD theoretically and error rates are high, no one had discovered Fact 3 until now. Hard-margin SVM (H-SVM) and Revised IP-OLDF (RIP) can find Fact3 easily. LSD has the Matryoshka structure and is easily decomposed into many SMs (Fact 4). Because all SMs are small samples and LSD, statistical methods analyze SMs easily. However, useful results cannot be obtained. On the other hand, H-SVM and RIP can discriminate two classes in SM entirely. RatioSV is the ratioof SV distance and discriminant range. The maximum RatioSVs of six microarrays is over 11.67%. This fact shows that SV separates two classes by window width (11.67%). Such easy discrimination has been unresolved since 1970. The reason is revealed by facts presented here, so this book can be read and enjoyed like a mystery novel. Many studies point out that it is difficult to separate signal and noise in a high-dimensional gene space. However, the definition of the signal is not clear. Convincing evidence is presented that LSD is a signal. Statistical analysis of the genes contained in the SM cannot provide useful information, but it shows that the discriminant score (DS) discriminated by RIP or H-SVM is easily LSD. For example, the Alon microarray has 2,000 genes which can be divided into 66 SMs. If 66 DSs are used as variables, the result is a 66-dimensional data. These signal data can be analyzed to find malignancy indicators by principal component analysis and cluster analysis.

Available Colors
Available Sizes
1 Offer Price Range: $109.00 - $109.00
BEST PRICE

Single Product Purchase

$98.10
@ Link.springer.com with extra coupon Get Coupon & BUY

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$109.00 $109.00

10% OFF
This deals requires coupon Get Code Here
$98.10
See Site In stock Visit Store

Similar Products

Deutung des Begriffs physikalische Theorie und axiomatische Grundlegung der Hilbertraumstruktur de

$44.99

Optical Properties of Semiconductor Quantum Dots

$39.99

The Stream of Consciousness

$84.99

The Achilles of Rationalist Psychology

$84.99

Sensing with Terahertz Radiation

$219.99

Handbuch Governance

$89.99

Basalts and Phase Diagrams

$79.99

Organisation von Wissen in Unternehmungen und Netzwerken

$49.99

Intracellular Antibodies

$39.99

Practicing Catholic

$54.99

Emerging Technologies for Authorization and Authentication

$54.99

Sedimentary Carbonate Minerals

$84.99

Stellar Interiors

$99.99

Satellite Radiothermovision of Atmospheric Processes

$139.00

Exercises in Numerical Linear Algebra and Matrix Factorizations

$84.99

Who Would Win?: Ultimate Ocean Rumble

$3.74

Immunology: Overview and Laboratory Manual

$99.99

Advances in Geomorphology and Quaternary Studies in Argentina

$189.00

Proceedings of the 3rd International Congress of Acarology

$84.99

The History of the Arts Council of Northern Ireland, 19432016

$84.99

Puerto Rico Is in the Heart: Emigration, Labor, and Politics in the Life and Work of Frank Espada

$54.99

Buddhist Voices in School

$49.99

Parteien im Abstieg

$69.99

Words on Fire

$6.74

Cardiovascular Pharmacogenetics

$329.99

Free Radicals and the Liver

$109.99

Synthese und Simulation dreidimensionaler Hand-Arm-Bewegungen an manuellen Montagearbeitspltzen

$59.99

Computing with Words in Information/Intelligent Systems 1

$169.99

Credit Rating durch internationale Agenturen

$44.99

Westcott's Plant Disease Handbook

$74.99

Game Theory and Applications

$84.99

Integrative Biophysics

$299.99

Click, Clack, Peep! by Doreen Cronin

$17.99

Harry Hopkins

$59.99

Solarturmreceiver fr berkritische Dampfprozesse und ihre technische und konomische Bewertung

$69.99

Endourology Progress

$199.99

Imaginary Worlds in Medieval Books

$119.99

Con Pollo: A Bilingual Playtime Adventure by Jimmy Fallon

$18.99

Guided Science Readers: Seasons-Level A: This Pumpkin

$3.71

Dynamical Systems III

$74.99