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Dimensionality Reduction Techniques in Medical Informatics by N Ramaraj, B Sarojini (Paperback, 2012)

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Weight: 200 Gms. Pages: 120. Publish Date: 07/04/2012.

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Medical Data mining is the search for relationships and patterns within the medical datasets that could provide useful knowledge for effective clinical decisions. The medical data are usually multidimensional, and is presented by a large number of features. The inclusion of irrelevant, redundant and noisy features in the process model can result in poor predictive accuracy and increased computation. The success of the data mining technique is based on the selection of a small set of highly predictive attributes. Feature selection techniques extract informative features from medical databases to facilitate medical decision making in an effective and efficient way. The feature selection methods discussed, both Wrapper and Filter methods, use feature ranking methods to identify the informative and discriminatory features of the medical datasets, which greatly influence the predictive accuracy of the classifiers. There is a significant improvement in the sensitivity and specificity values which shows that the feature selection indeed improves the discriminating ability of the classifiers. The focus is on aggressive dimensionality reduction with an increase in the prediction accuracy

Product Identifiers

Publisher
Lap Lambert Academic Publishing
ISBN-13
9783848434329
eBay Product ID (ePID)
114496518

Product Key Features

Author
N Ramaraj, B Sarojini
Publication Name
Dimensionality Reduction Techniques in Medical Informatics
Format
Paperback
Language
English
Subject
Engineering & Technology
Publication Year
2012
Type
Textbook
Number of Pages
120 Pages

Dimensions

Item Height
229mm
Item Width
152mm
Item Weight
186g

Additional Product Features

Title_Author
B Sarojini, N Ramaraj
Country/Region of Manufacture
Germany

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Picture 1 of 1

Dimensionality Reduction Techniques in Medical Informatics by N Ramaraj, B Sarojini (Paperback, 2012)

About this product

Product Information

Product Identifiers

Product Key Features

Dimensions

Additional Product Features

Best Selling in Adult Learning & University

Thinking, Fast and Slow by Daniel Kahneman (Paperback, 2012)

Australian Native Bee Book: Keeping Stingless Bee Hives for Pets, Pollination and Sugarbag Honey by Tim Heard (Paperback, 2015)

A guide to the Project Management Body of Knowledge (PMBOK guide) and the Standard for project management by Project Management Institute (Paperback, 2021)

The Weed Forager's Handbook: A Guide to Edible and Medicinal Weeds in Australia by Adam Grubb, Annie Raser-Rowland (2012, Paperback)

The Falsification of History: Our Distorted Reality by John Hamer (Paperback, 2013)

In-Basket Case Studies by Guy Adamson (Paperback, 1986)

Permaculture: A Designer's Manual by Bill Mollison (Hardcover, 1988)

Save on Adult Learning & University

Ford Falcon EF, EL/Fairlane NF, NL/LTD DF, DL 1994-1998 Haynes Workshop Manual

Netter Atlas of Human Anatomy: Classic Regional Approach

Michael Price Nick Vandome Windows 11 for Seniors in easy steps (Paperback)

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