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dc.contributor.authorArruda, H
dc.contributor.authorImperatriz-Fonseca, V
dc.contributor.authorDe Souza, P
dc.contributor.authorPessin, G
dc.date.accessioned2021-01-14T02:53:56Z
dc.date.available2021-01-14T02:53:56Z
dc.date.issued2018
dc.identifier.isbn9781509060146
dc.identifier.doi10.1109/IJCNN.2018.8489608
dc.identifier.urihttp://hdl.handle.net/10072/401048
dc.description.abstractBees are agents of nature that help provide about one third of the food we eat through a process called pollination. The primary aim of this work is to classify bee species and this was achieved by employing different feature vectors and machine learning algorithms for gathering foraging pattern data, with radio frequency electronic tags glued to the bees' thoraxes. Each time a bee entered or left the hive, the timestamp was stored. The data were analyzed in a time series format, in which the bees' activities were grouped into different categories. The Random Forest algorithm achieved the best results with the area under a ROC curve of 0.94 and 87.41% degree of accuracy, by grouping 12 bees and using 72 attributes.
dc.description.peerreviewedYes
dc.publisherIEEE
dc.relation.ispartofconferencename2018 International Joint Conference on Neural Networks (IJCNN 2018)
dc.relation.ispartofconferencetitleProceedings of the 2018 International Joint Conference on Neural Networks (IJCNN)
dc.relation.ispartofdatefrom2018-07-08
dc.relation.ispartofdateto2018-07-13
dc.relation.ispartoflocationRio de Janeiro, Brazil
dc.subject.fieldofresearchArtificial intelligence
dc.subject.fieldofresearchcode4602
dc.titleIdentifying Bee Species by Means of the Foraging Pattern Using Machine Learning
dc.typeConference output
dc.type.descriptionE1 - Conferences
dcterms.bibliographicCitationArruda, H; Imperatriz-Fonseca, V; De Souza, P; Pessin, G, Identifying Bee Species by Means of the Foraging Pattern Using Machine Learning, Proceedings of the 2018 International Joint Conference on Neural Networks (IJCNN), 2018
dc.date.updated2021-01-14T02:51:43Z
gro.hasfulltextNo Full Text
gro.griffith.authorDe Souza Junior, Paulo A.


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    Contains papers delivered by Griffith authors at national and international conferences.

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