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

Improved Classification Rates for Localized Algorithms under Margin Conditions

Improved Classification Rates for Localized Algorithms under Margin Conditions

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783658295912
Condition
New
Product Description

Support vector machines (SVMs) are one of the most successful algorithms on small and medium-sized data sets, but on large-scale data sets their training and predictions become computationally infeasible. The author considers a spatially defined data chunking method for large-scale learning problems, leading to so-called localized SVMs, and implements an in-depth mathematical analysis with theoretical guarantees, which in particular include classification rates. The statistical analysis relies on a new and simple partitioning based technique and takes well-known margin conditions into account that describe the behavior of the data-generating distribution. It turns out that the rates outperform known rates of several other learning algorithms under suitable sets of assumptions. From a practical point of view, the author shows that a common training and validation procedure achieves the theoretical rates adaptively, that is, without knowing the margin parameters in advance.

Available Colors
Available Sizes
1 Offer Price Range: $39.99 - $39.99
BEST PRICE

Single Product Purchase

$36.00
@ 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
$39.99 $39.99

10% OFF
This deals requires coupon Get Code Here
$36.00
See Site In stock Visit Store

Similar Products

Social Change and Creative Activism in the 21st Century

$32.99

Turnaround Management fr mittelstndische Unternehmen

$59.99

Applied Hydrogeology of Fractured Rocks

$129.99

Magnetic Control of Tokamak Plasmas

$109.00

Computer-Aided Geometric Design

$169.99

Art in Education

$84.99

Grenzen virtueller Gemeinschaft

$59.99

Massive IoT Access for

$139.99

The Saudi Arabian Monetary Agency, 1952-2016

$129.99

Adoption in Worte fassen

$24.99

The Sticky Synapse

$249.99

Advances in Theoretical and Applied Mechanics

$199.99

Solar and Stellar Dynamos

$49.99

Die sthetische Dimension kindlicher Ttigkeit

$59.99

25 Read & Write Mini-Books That Teach Word Families

$8.99

Universitt und Image

$69.99

Empirischer Theorienvergleich

$69.99

Algorithmische Methoden

$19.99

B2B Brand Management

$44.99

Dropped Object Prevention on Offshore Facilities and Installations

$29.99

Cyber Crisis Management

$44.99

Gentzens Problem

$54.99

Kompaktlexikon der Biologie - Band 3

$37.99

Miltons Paradise Lost

$54.99

E-Commerce and Web Technologies

$54.99

Flugleistungen

$149.99

Gay Liberation to Campus Assimilation

$69.99

Delta-Sigma A/D-Converters

$109.99

Der Europische Binnenmarkt 1993

$44.99

Das Umsatzsteuergesetz 1951 mit den Durchfhrungsbestimmungen in der Fassung vom 1. 9. 1951

$59.99

Internet and Social Change in Rural Indonesia

$99.99

Manual of Renal Transplantation

$84.99

Advanced Dairy Chemistry

$279.99

Neuroendocrine Tumors

$109.99

Radioglaciology

$84.99

Extracorporeal life support

$169.99

Red Kite, Blue Kite

$6.71

Medical Tourism and Transnational Health Care

$54.99

Morphometry of the Placental Exchange Area

$54.99

Current Topics in Microbiology and Immunology

$84.99