DocumentCode
107581
Title
Search in the universe of big networks and data
Author
Gelenbe, Erol ; Abdelrahman, Omer
Author_Institution
Dept. oF Electr. & Electron. Eng., Imperial Coll., London, London, UK
Volume
28
Issue
4
fYear
2014
fDate
July-August 2014
Firstpage
20
Lastpage
25
Abstract
Searching the Internet for some object characterized by its attributes in the form of data, such as a hotel in a certain city whose price is lower than some amount, is one of our most common activities when we access the web. We discuss this problem in a general setting, and compute the average amount of time and energy it takes to find an object in an infinitely large search space. We consider the use of N search agents that act concurrently in both the case where the search agent knows which way it needs to go to find the object, and the case where the search agent is completely ignorant and may even head away from the object being sought. We show that under mild conditions regarding the randomness of the search and the use of a time-out, the search agent will always find the object in spite of the fact that the search space is infinite. We obtain a formula for the average search time and the average energy expended by N search agents acting concurrently and independent of each other. We see that the time-out itself can be used to minimize the search time and the amount of energy that is consumed to find an object. An approximate formula is derived for the number of search agents that can help us guarantee that an object is found in a given time, and we discuss how the competition between search agents and other agents that try to hide the data object can be used by opposing parties to guarantee their own success.
Keywords
Big Data; Internet; information retrieval; Big Data; Internet searching; Web access; average energy; average search time; big networks; data object; infinite search space; search agents; search randomness; Approximation methods; Computers; Information retrieval; Internet; Probability density function; Search methods; Search problems;
fLanguage
English
Journal_Title
Network, IEEE
Publisher
ieee
ISSN
0890-8044
Type
jour
DOI
10.1109/MNET.2014.6863127
Filename
6863127
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