Using MLP to determine abiotic factors influencing the establishment of insect pest species

dc.contributor.authorWatts, M
dc.contributor.authorWorner, S
dc.coverage.spatialSheraton Vancouver Wall Centre Hotel, Vancouver, Canada
dc.date.accessioned2010-06-14T03:03:24Z
dc.date.issued2006-07
dc.description.abstractThe use of multi-layer perceptrons (MLP) to determine the significance of climatic variables to the establishment of insect pest species is described. Results show that the MLP are able to learn to accurately predict the establishment of a pest species within a specific geographic region. Analysis of the MLP yielded insights into the contribution of the individual input variables and allowed for the identification of those variables that were most significant in either encouraging or inhibiting establishment.
dc.format.extentpp.3506-3511
dc.identifierhttps://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=elements_prod&SrcAuth=WosAPI&KeyUT=WOS:000245125903035&DestLinkType=FullRecord&DestApp=WOS_CPL
dc.identifier.citationWatts, M. J., & Worner, S. P. (2006). Using MLP to determine abiotic factors influencing the establishment of insect pest species. In 2006 International Joint Conference on Neural Networks, Sheraton Vancouver Wall Centre Hotel, Vancouver, BC, Canada, July 16-21, 2006 (pp. 1840-1845). Piscataway, NJ: IEEE.
dc.identifier.isbn9780780394902
dc.identifier.isbn0-7803-9490-9
dc.identifier.issn1098-7576
dc.identifier.otherBFW67 (isidoc)
dc.identifier.urihttps://hdl.handle.net/10182/2060
dc.language.isoen
dc.publisherIEEE
dc.publisher.placeLincoln, Canterbury
dc.relationThe original publication is available from IEEE - http://hdl.handle.net/10182/2060
dc.relation.isPartOfIEEE International Conference on Neural Networks - Conference Proceedings
dc.rights© 2006 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
dc.source2006 International Joint Conference on Neural Networks
dc.subjectmulti-layer perceptrons
dc.subjectartificial neural networks
dc.subjectenvironmental science computing
dc.subjectinsect pests
dc.subjectabiotic factors
dc.subject.anzsrcANZSRC::0501 Ecological Applications
dc.titleUsing MLP to determine abiotic factors influencing the establishment of insect pest species
dc.typeConference Contribution - published
lu.contributor.unitLU
lu.contributor.unitLU|OLD BPEC
lu.contributor.unitLU|OLD BPRC
lu.subtypeConference Paper
pubs.finish-date2006-07-21
pubs.place-of-publicationLincoln, Canterbury
pubs.publication-statusPublished
pubs.publisher-urlhttp://hdl.handle.net/10182/2060
pubs.start-date2006-07-16
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