Items related to Learning from Imbalanced Data Sets

Learning from Imbalanced Data Sets - Hardcover

 
9783319980737: Learning from Imbalanced Data Sets

Synopsis

This  book provides a general and comprehensible overview 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 considers the different scenarios in Data Science for which the imbalanced classification can create a real challenge. 

This book stresses the gap with standard classification tasks by reviewing the case studies and ad-hoc performance metrics that are applied in this area. It also covers the different approaches that have been traditionally applied to address the binary skewed class distribution. Specifically, it reviews cost-sensitive learning, data-level preprocessing methods and algorithm-level solutions, taking also into account those ensemble-learning solutions that embed any of the former alternatives. Furthermore, it focuses on the extension of the problem for multi-class problems, where the former classical methods are no longer to be applied in a straightforward way.

This book also focuses on the data intrinsic characteristics that are the main causes which, added to the uneven class distribution, truly hinders the performance of classification algorithms in this scenario. Then, some notes on data reduction are provided 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 attention on the imbalanced data issue. Specifically, it considers the classification of data streams, non-classical classification problems, and the scalability related to Big Data. Examples of software libraries and modules to address imbalanced classification are provided.

This book is highly suitable for technical professionals, senior undergraduate and graduate students in the areas of data science, computer science and engineering.  It will also be useful for scientists and researchers to gain insight on the current developments in this area of study, as well as future research directions. 

"synopsis" may belong to another edition of this title.

Buy Used

Condition: As New
Unread book in perfect condition...
View this item

US$ 2.64 shipping within U.S.A.

Destination, rates & speeds

Other Popular Editions of the Same Title

9783030074463: Learning from Imbalanced Data Sets

Featured Edition

ISBN 10:  3030074463 ISBN 13:  9783030074463
Publisher: Springer, 2019
Softcover

Search results for Learning from Imbalanced Data Sets

Stock Image

Alberto Fernandez
Published by Springer, 2018
ISBN 10: 3319980734 ISBN 13: 9783319980737
New Hardcover

Seller: Zubal-Books, Since 1961, Cleveland, OH, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. *Price HAS BEEN REDUCED by 10% until Monday, Oct. 27 (sale item)* 396 pp., hardcover, new. - If you are reading this, this item is actually (physically) in our stock and ready for shipment once ordered. We are not bookjackers. Buyer is responsible for any additional duties, taxes, or fees required by recipient's country. Photos available upon request. Seller Inventory # ZB1317814

Contact seller

Buy New

US$ 126.80
Convert currency
Shipping: US$ 4.50
Within U.S.A.
Destination, rates & speeds

Quantity: 1 available

Add to basket

Seller Image

Fernández, Alberto; García, Salvador; Galar, Mikel; Prati, Ronaldo C.; Krawczyk, Bartosz
Published by Springer, 2018
ISBN 10: 3319980734 ISBN 13: 9783319980737
New Hardcover

Seller: GreatBookPrices, Columbia, MD, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # 33408471-n

Contact seller

Buy New

US$ 180.31
Convert currency
Shipping: US$ 2.64
Within U.S.A.
Destination, rates & speeds

Quantity: 1 available

Add to basket

Stock Image

Fernández
Published by Springer, 2018
ISBN 10: 3319980734 ISBN 13: 9783319980737
New Hardcover

Seller: Lucky's Textbooks, Dallas, TX, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # ABLIING23Mar3113020114000

Contact seller

Buy New

US$ 178.97
Convert currency
Shipping: US$ 3.99
Within U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Seller Image

Fernández, Alberto; García, Salvador; Galar, Mikel; Prati, Ronaldo C.; Krawczyk, Bartosz
Published by Springer, 2018
ISBN 10: 3319980734 ISBN 13: 9783319980737
Used Hardcover

Seller: GreatBookPrices, Columbia, MD, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: As New. Unread book in perfect condition. Seller Inventory # 33408471

Contact seller

Buy Used

US$ 187.68
Convert currency
Shipping: US$ 2.64
Within U.S.A.
Destination, rates & speeds

Quantity: 1 available

Add to basket

Stock Image

Fernández
Published by Springer, 2018
ISBN 10: 3319980734 ISBN 13: 9783319980737
New Hardcover

Seller: Ria Christie Collections, Uxbridge, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. In. Seller Inventory # ria9783319980737_new

Contact seller

Buy New

US$ 176.59
Convert currency
Shipping: US$ 15.94
From United Kingdom to U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Seller Image

Fernández, Alberto; García, Salvador; Galar, Mikel; Prati, Ronaldo C.; Krawczyk, Bartosz
Published by Springer, 2018
ISBN 10: 3319980734 ISBN 13: 9783319980737
New Hardcover

Seller: GreatBookPricesUK, Woodford Green, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # 33408471-n

Contact seller

Buy New

US$ 176.58
Convert currency
Shipping: US$ 19.96
From United Kingdom to U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Stock Image

Fernández
Published by Springer, 2018
ISBN 10: 3319980734 ISBN 13: 9783319980737
New Hardcover

Seller: Books Puddle, New York, NY, U.S.A.

Seller rating 4 out of 5 stars 4-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # 26380978279

Contact seller

Buy New

US$ 204.31
Convert currency
Shipping: US$ 3.99
Within U.S.A.
Destination, rates & speeds

Quantity: 4 available

Add to basket

Seller Image

Fernández, Alberto; García, Salvador; Galar, Mikel; Prati, Ronaldo C.; Krawczyk, Bartosz
Published by Springer, 2018
ISBN 10: 3319980734 ISBN 13: 9783319980737
Used Hardcover

Seller: GreatBookPricesUK, Woodford Green, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: As New. Unread book in perfect condition. Seller Inventory # 33408471

Contact seller

Buy Used

US$ 193.36
Convert currency
Shipping: US$ 19.96
From United Kingdom to U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Seller Image

Alberto Fernández
ISBN 10: 3319980734 ISBN 13: 9783319980737
New Hardcover
Print on Demand

Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, Germany

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Buch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -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. 396 pp. Englisch. Seller Inventory # 9783319980737

Contact seller

Buy New

US$ 192.19
Convert currency
Shipping: US$ 26.74
From Germany to U.S.A.
Destination, rates & speeds

Quantity: 2 available

Add to basket

Seller Image

Alberto Fernández|Salvador García|Mikel Galar|Ronaldo C. Prati|Bartosz Krawczyk|Francisco Herrera
ISBN 10: 3319980734 ISBN 13: 9783319980737
New Hardcover
Print on Demand

Seller: moluna, Greven, Germany

Seller rating 4 out of 5 stars 4-star rating, Learn more about seller ratings

Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Offers a comprehensive review of imbalanced learning widely used worldwide in many real applications,&nbspsuch as fraud detection, disease diagnosis, etcProvides the user with the required background and software tools&nbsp needed to deal. Seller Inventory # 234946118

Contact seller

Buy New

US$ 163.06
Convert currency
Shipping: US$ 56.96
From Germany to U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

There are 7 more copies of this book

View all search results for this book