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Decoding Pigeon Behavior Outcomes Using Functional Connections among Local Field Potentials
المؤلفون المشاركون
Chen, Yan
Liu, Xinyu
Li, Shan
Wan, Hong
المصدر
Computational Intelligence and Neuroscience
العدد
المجلد 2018، العدد 2018 (31 ديسمبر/كانون الأول 2018)، ص ص. 1-13، 13ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2018-02-15
دولة النشر
مصر
عدد الصفحات
13
التخصصات الرئيسية
الملخص EN
Recent studies indicate that the local field potential (LFP) carries information about an animal’s behavior, but issues regarding whether there are any relationships between the LFP functional networks and behavior tasks as well as whether it is possible to employ LFP network features to decode the behavioral outcome in a single trial remain unresolved.
In this study, we developed a network-based method to decode the behavioral outcomes in pigeons by using the functional connectivity strength values among LFPs recorded from the nidopallium caudolaterale (NCL).
In our method, the functional connectivity strengths were first computed based on the synchronization likelihood.
Second, the strength values were unwrapped into row vectors and their dimensions were then reduced by principal component analysis.
Finally, the behavioral outcomes in single trials were decoded using leave-one-out combined with the k-nearest neighbor method.
The results showed that the LFP functional network based on the gamma-band was related to the goal-directed behavior of pigeons.
Moreover, the accuracy of the network features (74 ± 8%) was significantly higher than that of the power features (61 ± 12%).
The proposed method provides a powerful tool for decoding animal behavior outcomes using a neural functional network.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Chen, Yan& Liu, Xinyu& Li, Shan& Wan, Hong. 2018. Decoding Pigeon Behavior Outcomes Using Functional Connections among Local Field Potentials. Computational Intelligence and Neuroscience،Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1130660
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Chen, Yan…[et al.]. Decoding Pigeon Behavior Outcomes Using Functional Connections among Local Field Potentials. Computational Intelligence and Neuroscience No. 2018 (2018), pp.1-13.
https://search.emarefa.net/detail/BIM-1130660
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Chen, Yan& Liu, Xinyu& Li, Shan& Wan, Hong. Decoding Pigeon Behavior Outcomes Using Functional Connections among Local Field Potentials. Computational Intelligence and Neuroscience. 2018. Vol. 2018, no. 2018, pp.1-13.
https://search.emarefa.net/detail/BIM-1130660
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1130660
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
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