New item Free shipping Pay Now
Add this item to Cart for a combined free shipping deal
Click to enlarge photo

Listing Detail Tabs

This item has FREE SHIPPING to any address in NZ

NOTE: Item will ship from our US warehouse. A handling time of 2-4 business days applies for all orders. Delivery will then take 3-10 working days.

Oracle Inequalities in Empirical Risk Minimization and Sparse Recovery Problems

Condition: BRAND NEW
ISBN: 9783642221460
Author(s): Vladimir Koltchinskii
Format: Paperback
Year: 2011
Publisher: Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Dimensions: 156 x 14 x 234 (w x l x h)
Pages: 263
Series: Lecture Notes in Mathematics / Aecole D'Aete De Probabilites De Saint-Flour
Series Number: 2033

BUYER OFFERS: We are a retail store with set pricing and unfortunately we can't fulfil any requests to sell items for less than the listed price.

Description:
The purpose of these lecture notes is to provide an introduction to the general theory of empirical risk minimization with an emphasis on excess risk bounds and oracle inequalities in penalized problems. In recent years, there have been new developments in this area motivated by the study of new classes of methods in machine learning such as large margin classification methods (boosting, kernel machines). The main probabilistic tools involved in the analysis of these problems are concentration and deviation inequalities by Talagrand along with other methods of empirical processes theory (symmetrization inequalities, contraction inequality for Rademacher sums, entropy and generic chaining bounds). Sparse recovery based on l_1-type penalization and low rank matrix recovery based on the nuclear norm penalization are other active areas of research, where the main problems can be stated in the framework of penalized empirical risk minimization, and concentration inequalities and empirical processes tools have proved to be very useful.

About Us:
The Nile New Zealand is your one-stop location for books, movies & music.

Over 7 million items to choose from; Great prices; free shipping anywhere in New Zealand; 1 working day responses to any email q
There were no answered questions or comments placed on this listing.
Your question and answer privileges have been disabled.
You must log in to view questions and answers on this listing. We recommend reading questions before you make any purchases.
Please log in to view questions and answers on this listing. We recommend reading questions before you make any purchases. Available only to approved bidders. You must be an authenticated member to ask questions Find out more about becoming authenticated. Your account is in debt Your current account balance is You must credit your account to use this feature.
Firearms Licence #
By entering my licence number, I confirm I am aware of my obligations under the Arms Act.
Transaction details may be provided to police in accordance with the Terms & Conditions.
Your current account balance is Please note you will lose your question and answer privileges if your account is in debt for more than 2 weeks. Credit your account.
I confirm that I am over 18 years old.
To prevent your personal details being misused please do not put emails or phone numbers in questions. Failure to comply may result in the suspension of your account. The seller cannot add a Buy Now price once bidding has started.

Shipping options

  • Free shipping within New Zealand  
  • Store does not allow pick-ups
  • Store location: Auckland City, Auckland, NZ

Payment options

  • NZ bank deposit