Copied Improved Classification Rates for Localized Algorithms under Margin Conditions
Improved Classification Rates for Localized Algorithms under Margin Conditions
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.
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
|
|
$39.99 | $39.99 |
|
$36.00 | See Site | In stock | Visit Store |
Reviews
Questions & Answers
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
