DocumentCode
2428916
Title
Random walks on the neural network of C.elegans
Author
Wang, Shao-ping ; Pei, Wen-Jiang ; He, Zhen-Ya
Author_Institution
Inf. Sci. & Technol. Coll., Southeast Univ., Nanjing
fYear
2008
fDate
7-11 June 2008
Firstpage
142
Lastpage
145
Abstract
In this article, we study random walks on the neural network of C.elegans. We define a random variable Ysh(z) as the steps the first arriving random walker takes to arrive at the target h when all z walkers start out from the source s simultaneously. Some characteristics concerned with Ysh(z) are discussed. Firstly, we find that as walk number z increases, langYsh(z)rang drops drastically in the interval z isin [1; 50]. Secondly, we observe that the probability for multiple random walkers taking optimal paths with short path length can be very high, for example, Prob{Ysh(N) les 2dsh} = 0.84 on average. Thirdly, we look into the spreading processes on the network. We notice that when z = N, the walkers altogether will visit about 90% nodes within 8 steps. Lastly, we demonstrate different roles played by central nodes and periphery nodes. Central nodes can get information more quickly and with higher probability than periphery nodes. All these facts imply that the neural network of C.elegans has an optimized topological structure, which enables dynamic processes, such as transportation, information dissemination, random routing, etc, function efficiently on it.
Keywords
biology computing; neural nets; random processes; C.elegans; neural network; random walks; spreading processes; Educational institutions; Helium; Information analysis; Information processing; Information science; Neural networks; Random variables; Routing; Signal processing; Transportation; first passage time; neural network; random walk;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks and Signal Processing, 2008 International Conference on
Conference_Location
Nanjing
Print_ISBN
978-1-4244-2310-1
Electronic_ISBN
978-1-4244-2311-8
Type
conf
DOI
10.1109/ICNNSP.2008.4590327
Filename
4590327
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