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Stability analysis of recurrent neural networks : a Volterra integro-differential equation approach

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : Stability analysis of recurrent neural networks : a Volterra integro-differential equation approach
นักวิจัย : Liu, Pingzhou. , Han, Qing-Long.
คำค้น : 780101 Mathematical sciences. , 230107 Differential, Difference and Integral Equations. , TBA. , 970101 Expanding Knowledge in the Mathematical Sciences. , 9701 Expanding Knowledge. , 97 Expanding Knowledge. , 010109 Ordinary Differential Equations, Difference Equations and Dynamical Systems. , 0101 Pure Mathematics. , 01 Mathematical Sciences. , Neural networks (Computer science) , Stability.
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2547
อ้างอิง : http://hdl.cqu.edu.au/10018/4302 , cqu:2048
ที่มา : Lui, P & Han, Q 2004, 'Stability analysis of recurrent neural networks - a Volterra integro-differential equation approach', paper presented at 2004 43rd IEEE Conference on Decision and Control., Nassau, Bahamas.
ความเชี่ยวชาญ : -
ความสัมพันธ์ : 2004 43rd IEEE Conference on Decision and Control. Piscataway, NJ, USA. : Institute of Electrical and Electronics Engineers Inc., 2004. p. 5415-5420 6 pages Refereed 0780386825 , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

The stability of a special class of nonlinear Volterra integro-differential systems are analyzed by comparing them to linear Volterra integro-differential systems. The results are used to determine the stability properties of recurrent neural networks with distributed delays, including constant discrete delays as a special case. The obtained stability criteria have unified and extended many existing results on recurrent neural networks.

บรรณานุกรม :
Liu, Pingzhou. , Han, Qing-Long. . (2547). Stability analysis of recurrent neural networks : a Volterra integro-differential equation approach.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Liu, Pingzhou. , Han, Qing-Long. . 2547. "Stability analysis of recurrent neural networks : a Volterra integro-differential equation approach".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Liu, Pingzhou. , Han, Qing-Long. . "Stability analysis of recurrent neural networks : a Volterra integro-differential equation approach."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2547. Print.
Liu, Pingzhou. , Han, Qing-Long. . Stability analysis of recurrent neural networks : a Volterra integro-differential equation approach. กรุงเทพมหานคร : Central Queensland University, Australia; 2547.