Become part of a community of book lovers from all over the world and get access to a whole bunch of benefits.
Create an account for free
Contact
How to shop
Help
Delivery
Austrian Post 5.49 €
DPD courier 3.99 €
DPD point 2.99 €
GLS courier 4.99 €
Shopping guide
My account
▸
Empty :-(
0
Outlier Ensembles
Language
English
English
Book
Hardback
This book discusses a variety of methods for outlier ensembles and organizes them by the specific pr...
Full description
Libristo code: 15822915
?
142 b
142 b
57.89
€
VAT included
In stock at our supplier
Shipping in 10-13 days
Delivery to Austria
Delivery to Austria
Up to 30 days for returns
Customers also purchased
/
Hardback
72.29
€
/
Paperback
23.09
€
/
Paperback
23.39
€
/
Paperback
6.99
€
This book discusses a variety of methods for outlier ensembles and organizes them by the specific principles with which accuracy improvements are achieved. In addition, it covers the techniques with which such methods can be made more effective. A formal classification of these methods is provided, and the circumstances in which they work well are examined. The authors cover how outlier ensembles relate (both theoretically and practically) to the ensemble techniques used commonly for other data mining problems like classification. The similarities and (subtle) differences in the ensemble techniques for the classification and outlier detection problems are explored. These subtle differences do impact the design of ensemble algorithms for the latter problem.
This book can be used for courses in data mining and related curricula. Many illustrative examples and exercises are provided in order to facilitate classroom teaching. A familiarity is assumed to the outlier detection problem and also to generic problem of ensemble analysis in classification. This is because many of the ensemble methods discussed in this book are adaptations from their counterparts in the classification domain. Some techniques explained in this book, such as wagging, randomized feature weighting, and geometric subsampling, provide new insights that are not available elsewhere. Also included is an analysis of the performance of various types of base detectors and their relative effectiveness. The book is valuable for researchers and practitioners for leveraging ensemble methods into optimal algorithmic design.
Actress
&
Polyglot
EWA KASP
for
Play video
Libristo has the largest selection of foreign-language books. That’s why I buy my books there.
About the book
Full name
Outlier Ensembles
Author
Charu C. Aggarwal, Saket Sathe
Language
English
English
Binding
Book - Hardback
Date of issue
2017
Number of pages
276
EAN
9783319547640
ISBN
331954764X
Libristo code
15822915
Publishers
Springer International Publishing AG
Weight
568
Dimensions
316 x 353 x 19
Categories
Give this book today
It's easy
1 Add to cart and choose Deliver as present at the checkout 2 We'll send you a voucher 3 The book will arrive at the recipient's addressYou might also be interested in
/
Paperback
8.89
€
/
Paperback
16.99
€
/
Paperback
35.39
€
/
Paperback
16.89
€
/
Hardback
40.69
€
Book advisor Libroamiko
By using this chat, you are communicating with generative artificial intelligence. By using it, you also agree to the processing of personal data.
Hi! I'm Libroamiko, your book advisor.
How can I help you?
Hi, I'm Libroamiko, can I help?