Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Instance Selection and Construction for Data Mining

Instance Selection and Construction for Data Mining

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9780792372097
Condition
New
Product Description

The ability to analyze and understand massive data sets lags far behind the ability to gather and store the data. To meet this challenge, knowledge discovery and data mining (KDD) is growing rapidly as an emerging field. However, no matter how powerful computers are now or will be in the future, KDD researchers and practitioners must consider how to manage ever-growing data which is, ironically, due to the extensive use of computers and ease of data collection with computers. Many different approaches have been used to address the data explosion issue, such as algorithm scale-up and data reduction. Instance, example, or tuple selection pertains to methods or algorithms that select or search for a representative portion of data that can fulfill a KDD task as if the whole data is used. Instance selection is directly related to data reduction and becomes increasingly important in many KDD applications due to the need for processing efficiency and/or storage efficiency. One of the major means of instance selection is sampling whereby a sample is selected for testing and analysis, and randomness is a key element in the process. Instance selection also covers methods that require search. Examples can be found in density estimation (finding the representative instances - data points - for a cluster); boundary hunting (finding the critical instances to form boundaries to differentiate data points of different classes); and data squashing (producing weighted new data with equivalent sufficient statistics). Other important issues related to instance selection extend to unwanted precision, focusing, concept drifts, noise/outlier removal, data smoothing, etc. Instance Selection and Construction for Data Mining brings researchers and practitioners together to report new developments and applications, to share hard-learned experiences in order to avoid similar pitfalls, and to shed light on the future development of instance selection. This volume serves as a comprehensive reference for graduate students, practitioners and researchers in KDD.

Available Colors
Available Sizes
1 Offer Price Range: $129.00 - $129.00
BEST PRICE

Single Product Purchase

$129.00
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$129.00 $129.00

$129.00
See Site In stock Visit Store

Similar Products

Verffentlichte Kunst, Kunst im ffentlichen Raum

$49.99

Shades of Goodness

$54.99

Struktur und Kultur einer Leadership-Organisation

$64.99

Gender Inequality in Screenwriting Work

$89.99

Giant Planets of Our Solar System

$129.00

Mycorrhizal Fungi in South America

$199.99

Dynamic Analysis of Robot Manipulators

$109.99

Menschenwrde und Sptabbruch

$79.99

No, David! (Hardcover)

$14.24

Corrosion of Advanced Ceramics

$259.00

Categorical Data Analysis by AIC

$54.99

Low Power Interconnect Design

$109.99

Informationstechnik und Organisation

$69.95

Cancer Genetics and Therapeutics

$84.99

The Medieval Poetics of the Reliquary

$84.99

Against Plagiarism

$59.99

Enterprise Networks and Telephony

$39.99

Nonmonotonic Logic

$169.99

Thinking Physics for Teaching

$39.99

The Impact of Smart Feature Phones on Development

$54.99

Landslide Science and Practice

$169.99

Polynomials and Polynomial Inequalities

$99.99

LernOrt Universitt

$39.99

Gesundheitsmanagement und Weiterbildung

$74.99

Analytic Number Theory:The Halberstam Festschrift 2

$139.99

Dynamic Models for the Inter-relations of Real and Financial Growth

$219.99

Global Frontiers of Social Development in Theory and Practice

$54.99

Heat Transfer in Fluidized Beds

$109.99

The Social Origins of Modern Science

$219.99

Clean Energy Transition-via-Biomass Resource Utilization

$179.99

Strmung nicht-newtonscher Medien

$84.99

Bericht ber die 4. Sachverstndigen-Konferenz des Deutschen Vereins zur Frsorge fr jugendliche Ps

$59.99

Coco el conejo miedoso

$5.96

Bankbetriebliche Programmplanung unter Unsicherheit

$59.99

MIMO Signals and Systems

$109.99

The Boko Haram Insurgence In Nigeria

$84.99

From Pinewood to Hollywood

$39.99

Baukostenplanung und -steuerung

$79.99

Motion and Knowledge in the Changing Early Modern World

$109.99

Spectral Techniques in VLSI CAD

$129.00