Learning from Imbalanced Data Sets

Language: English

Published by Springer, 2018

3319980734 / 9783319980737

  • Hardcover
  • New
See all details

Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH

5-star seller

AbeBooks seller since August 14, 2006

Hardcover

Condition: New

£ 157.39

£ 29.18 shipping 
Ships from Germany to U.S.A.

Quantity: 1 available

Add to basket
Free 30-day returns

Item description from seller

Druck auf Anfrage Neuware - Printed after ordering - This book provides a general and comprehensibleoverview of imbalanced learning. It contains a formal description of a problem, and focuses on its main features, and the most relevant proposed solutions. Additionally, it considersthe different scenarios in Data Science for which the imbalanced classification cancreate a real challenge.This book stresses the gap with standard classification tasks by reviewing the casestudies and ad-hoc performance metrics that are applied in this area. It also covers thedifferent approaches that have been traditionally applied to address the binaryskewed class distribution. Specifically, it reviews cost-sensitive learning, data-levelpreprocessing methods and algorithm-level solutions, taking also into account thoseensemble-learning solutions that embed any of the former alternatives. Furthermore, itfocuses on the extension of the problem for multi-class problems, where the formerclassical methods are no longer to be applied in a straightforward way.This book also focuses on the data intrinsic characteristics that are the main causeswhich, added to the uneven class distribution, truly hinders the performance ofclassification algorithms in this scenario. Then, some notes on data reduction areprovided in order to understand the advantages related to the use of this type of approaches.Finally this book introduces some novel areas of study that are gathering a deeper attentionon the imbalanced data issue. Specifically, it considers the classification of data streams,non-classical classification problems, and the scalability related to Big Data. Examplesof software libraries and modules to address imbalanced classification are provided.This book is highly suitable for technical professionals, seniorundergraduate and graduatestudents in the areas of data science,computer science and engineering.It will also be useful for scientists and researchers to gain insight on the currentdevelopments in this area of study, as well as future research directions.…

Seller Inventory # 9783319980737

Title
Learning from Imbalanced Data Sets
Author
Bartosz Krawczyk
Publisher
Springer
Publication year
2018
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3319980734
ISBN 13
9783319980737
Item weight
706 grams
Dimensions
241x160x27 mm

AHA-BUCH GmbH

Einbeck, Germany

5-star seller

AbeBooks seller since August 14, 2006

Shipping rates from Germany to U.S.A.

Item7 to 10 business days5 to 7 business days
First item£ 29.18£ 37.51
Delivery times are set by sellers and vary by carrier and location. Orders passing through Customs may face delays and buyers are responsible for any associated duties or fees. Sellers may contact you regarding additional charges to cover any increased costs to ship your items.

Payment methods

  • Visa
  • Mastercard
  • American Express
  • Apple Pay
  • Google Pay
  • Bank Wire Transfer
  • Check
  • Paypal

Store description

Das Unternehmen AHA-BUCH GmbH: Seit der Gründung von AHA-BUCH im Juli 2005 ist unser Hauptziel, zufriedenen Kunden so schnell und so preisgünstig wie möglich ihren Bücherwunsch zu erfüllen. Unsere Firma beschäftigt 16 Mitarbeiter, die nur ein Ziel kennen: den Kunden und seine Wünsche! Auf über 3700 m2 Fläche haben wir über 100.000 Bücher, Modernes Antiquariat und Spiele auf Lager.

Specialty

Kinderbücher & Kinderhör Casetten, German Books, Software, Natur & Tiere, Ratgeber, Sachbücher, Englische Bücher, Medizin & Gesundheit, Universität & Studium

Seller's business information

AHA-BUCH GmbH

Garlebsen 48
Einbeck, Germany 37574

Imprint

Seller Info:

AHA-BUCH GmbH
represented by the managing director Christel Glass
Garlebsen 48
37574 Einbeck
Deutschland
Telefon: 055639996039
Telefax: 055639995974
E-Mail: abebooks@aha-buch.de
USt-IdNr.: DE261904229
registered at Commercial register Amtsgerichtes Göttingen
Handelsregisternummer HRB 200691

Alternative dispute resolution:
The European Commission provides a platform for out-of-court online dispute resolution (ODR platform), which can be accessed under https://ec.europa.eu/odr.

We have been a member of the "FairCommerce" initiative since 25.05.2018.
For more information, see www.fair-commerce.de.