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Pregled bibliografske jedinice broj: 148502

Časopis

Autori: Matetić, Maja; Ribarić, Slobodan; Ipšić, Ivo
Naslov: Qualitative Modelling and Analysis of Animal Behaviour
Izvornik: Applied intelligence (Boston) (0924-669X) 21 (2004), 1; 25-44
Vrsta rada: članak
Ključne riječi: dynamic vision system; qualitative modelling; conceptual clustering; hidden Markov models of characteristic behaviours
Sažetak:
The paper presents the LABAQM system developed for the analysis of laboratory animal behaviours. It is based on qualitative modelling of animal motions. We are dealing with the cognitive phase of the laboratory animal behaviour analysis as a part of the pharmacological experiments. The system is based on the quantitative data from the tracking application and incomplete domain background knowledge. The LABAQM system operates in two main phases: behaviour learning and behaviour analysis. The behaviour learning and behaviour analysis phase are based on symbol sequences, obtained by the transformation of the quantitative data. Behaviour learning phase includes supervised learning procedure, unsupervised learning procedure and their combination. We have shown that the qualitative model of behaviour can be modelled by hidden Markov models. The fusion of supervised and unsupervised learning procedures produces more robust models of characteristic behaviours, which are used in the behaviour analysis phase.
Projekt / tema: 0036025, 0009012
Izvorni jezik: ENG
Rad je indeksiran u
bazama podataka:
Current Contents Connect (CCC)
Scopus
SCI-EXP, SSCI i/ili A&HCI
Science Citation Index Expanded (SCI-EXP) (sastavni dio Web of Science Core Collectiona)
Kategorija: Znanstveni
Znanstvena područja:
Računarstvo
URL Internet adrese: http:///www.springerlink.com/content/p3335v1j3717171h/fulltext.pdf
Broj citata:
Altmetric:
DOI: 10.1023/B:APIN.0000027765.12621.6f
URL cjelovitog teksta:
Google Scholar: Qualitative Modelling and Analysis of Animal Behaviour



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