|Title of host publication||2003 International Symposium on Circuits and Systems, 2003 (ISCAS '03)|
|Publisher or commissioning body||Institute of Electrical and Electronics Engineers (IEEE)|
|Publication date||May 2003|
|Pages||III-44 - III-47|
|Number of pages||4|
|Conference||International Symposium on Circuits and Systems, 2003|
|Period||1/05/03 → …|
A solution for achieving blind separation for underdetermined systems is to use an overcomplete basis function set that has the ability to span all possible inputs. Ideally, such a basis would be learned for each set of inputs but this is computationally expensive. A less processor intensive system is shown using a fixed dictionary of basis functions learned from existing sources and reduced using a correlation-based method. The relation between dictionary size and separation performance for underdetermined scenarios is examined and we demonstrate that a reduced dictionary can produce comparable results using less computational power.
Rose publication type: Conference contribution
Sponsorship: The authors would like to thank the support from the U.K. MOD TGOl CRP Fellowship project.
This material is posted here with permission of the IEEE. Such permission of the IEEE does not in any way imply IEEE endorsement of any of the University of Bristol's products or services. Internal or personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution must be obtained from the IEEE by writing to email@example.com.
By choosing to view this document, you agree to all provisions of the copyright laws protecting it.
International Symposium on Circuits and Systems, 2003
|Abbreviated Title||ISCAS '03|
|Duration||1 May 2003 → …|