Please use this identifier to cite or link to this item:
http://bura.brunel.ac.uk/handle/2438/9776
Full metadata record
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Werner, JC | - |
dc.contributor.author | Kalganova, T | - |
dc.coverage.spatial | Essex, UK | - |
dc.coverage.spatial | Essex, UK | - |
dc.date.accessioned | 2015-01-16T13:33:31Z | - |
dc.date.available | 2003 | - |
dc.date.available | 2015-01-16T13:33:31Z | - |
dc.date.issued | 2003 | - |
dc.identifier.citation | European Conference on Genetic Programming, 2610 pp. 465 - 473, 2003 | en_US |
dc.identifier.isbn | 978-3-540-00971-9 | - |
dc.identifier.uri | http://link.springer.com/chapter/10.1007%2F3-540-36599-0_44 | - |
dc.identifier.uri | http://bura.brunel.ac.uk/handle/2438/9776 | - |
dc.description.abstract | Precocious diagnosis increases the survival time and patient quality of life. It is a binary classification, exhaustively studied in the literature. This paper innovates proposing the application of genetic programming to obtain a discriminate function. This function contains the disease dynamics used to classify the patients with as little false negative diagnosis as possible. If its value is greater than zero then it means that the patient is ill, otherwise healthy. A graphical representation is proposed to show the influence of each dataset attribute in the discriminate function. The experiment deals with Breast Cancer and Thrombosis & Collagen diseases diagnosis. The main conclusion is that the discriminate function is able to classify the patient using numerical clinical data, and the graphical representation displays patterns that allow understanding of the model. | en_US |
dc.language.iso | en | en_US |
dc.publisher | Springer-Verlag | en_US |
dc.source | The 6th. European Conference on Genetic Programming, EuroGP2003 | - |
dc.source | The 6th. European Conference on Genetic Programming, EuroGP2003 | - |
dc.subject | Genetic programming | en_US |
dc.subject | Discriminate function | en_US |
dc.subject | Disease dynamics | en_US |
dc.subject | Breast cancer | en_US |
dc.subject | Thrombosis & Collagen diseases | en_US |
dc.subject | Numerical clinical data | en_US |
dc.title | Disease modeling using Evolved Discriminate Function | en_US |
dc.type | Article | en_US |
dc.identifier.doi | http://dx.doi.org/10.1007/3-540-36599-0_44 | - |
pubs.organisational-data | /Brunel | - |
pubs.organisational-data | /Brunel/Brunel Staff by College/Department/Division | - |
pubs.organisational-data | /Brunel/Brunel Staff by College/Department/Division/College of Engineering, Design and Physical Sciences | - |
pubs.organisational-data | /Brunel/Brunel Staff by College/Department/Division/College of Engineering, Design and Physical Sciences/Dept of Electronic and Computer Engineering | - |
pubs.organisational-data | /Brunel/Brunel Staff by College/Department/Division/College of Engineering, Design and Physical Sciences/Dept of Electronic and Computer Engineering/Electronic and Computer Engineering | - |
pubs.organisational-data | /Brunel/Brunel Staff by Institute/Theme | - |
pubs.organisational-data | /Brunel/Brunel Staff by Institute/Theme/Institute of Environmental, Health and Societies | - |
pubs.organisational-data | /Brunel/Brunel Staff by Institute/Theme/Institute of Environmental, Health and Societies/Biomedical Engineering and Healthcare Technologies | - |
pubs.organisational-data | /Brunel/University Research Centres and Groups | - |
pubs.organisational-data | /Brunel/University Research Centres and Groups/Brunel Business School - URCs and Groups | - |
pubs.organisational-data | /Brunel/University Research Centres and Groups/Brunel Business School - URCs and Groups/Centre for Research into Entrepreneurship, International Business and Innovation in Emerging Markets | - |
pubs.organisational-data | /Brunel/University Research Centres and Groups/School of Health Sciences and Social Care - URCs and Groups | - |
pubs.organisational-data | /Brunel/University Research Centres and Groups/School of Health Sciences and Social Care - URCs and Groups/Brunel Institute for Ageing Studies | - |
pubs.organisational-data | /Brunel/University Research Centres and Groups/School of Health Sciences and Social Care - URCs and Groups/Brunel Institute of Cancer Genetics and Pharmacogenomics | - |
pubs.organisational-data | /Brunel/University Research Centres and Groups/School of Health Sciences and Social Care - URCs and Groups/Centre for Systems and Synthetic Biology | - |
Appears in Collections: | Dept of Electronic and Electrical Engineering Research Papers |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
Fulltext.pdf | 632.09 kB | Adobe PDF | View/Open |
Items in BURA are protected by copyright, with all rights reserved, unless otherwise indicated.