Data uncertainty is a concept closely related with most real life applications that involve data collection and interpretation. Examples can be found in data acquired with biomedical instruments or other experimental techniques. Integration of robust optimization in the existing data mining techniques aim to create new algorithms resilient to error and noise.
This work encapsulates all the latest applications of robust optimization in data mining. This brief contains an overview of the rapidly growing field ofrobust data mining research field and presents the most well known machine learning algorithms, their robust counterpart formulations and algorithms for attacking these problems.
Thisbrief will appeal to theoreticians and data miners working in this field.
"
Or split into 4x interest-free payments of 25% on orders over R50
Learn more
Data uncertainty is a concept closely related with most real life applications that involve data collection and interpretation. Examples can be found in data acquired with biomedical instruments or other experimental techniques. Integration of robust optimization in the existing data mining techniques aim to create new algorithms resilient to error and noise.
This work encapsulates all the latest applications of robust optimization in data mining. This brief contains an overview of the rapidly growing field ofrobust data mining research field and presents the most well known machine learning algorithms, their robust counterpart formulations and algorithms for attacking these problems.
Thisbrief will appeal to theoreticians and data miners working in this field.
"
Imprint | Springer-Verlag New York |
Country of origin | United States |
Series | SpringerBriefs in Optimization |
Release date | November 2012 |
Availability | Expected to ship within 10 - 15 working days |
First published | 2013 |
Authors | Petros Xanthopoulos, Panos M. Pardalos, Theodore B. Trafalis |
Dimensions | 235 x 155 x 5mm (L x W x T) |
Format | Paperback |
Pages | 59 |
Edition | 2013 |
ISBN-13 | 978-1-4419-9877-4 |
Barcode | 9781441998774 |
Categories | |
LSN | 1-4419-9877-2 |