|
Books > Computing & IT > Computer communications & networking
|
Not currently available
Outlier Ensembles - An Introduction (Paperback, Softcover reprint of the original 1st ed. 2017)
Loot Price: R2,029
Discovery Miles 20 290
|
|
|
Outlier Ensembles - An Introduction (Paperback, Softcover reprint of the original 1st ed. 2017)
Supplier out of stock. If you add this item to your wish list we will let you know when it becomes available.
|
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.
General
Is the information for this product incomplete, wrong or inappropriate?
Let us know about it.
Does this product have an incorrect or missing image?
Send us a new image.
Is this product missing categories?
Add more categories.
Review This Product
No reviews yet - be the first to create one!
|
You might also like..
|
Email address subscribed successfully.
A activation email has been sent to you.
Please click the link in that email to activate your subscription.
Welcome to Loot.co.za!
Sign in / Register |Wishlists & Gift Vouchers |Help | Advanced search
