Title :
An efficient approach for web navigation using ant colony optimization
Author_Institution :
Inf. Technol., Delhi Technol. Univ., New Delhi, India
Abstract :
Implementing an optimization technique to provide user navigation is a difficult task because users are dynamic in nature. But, this paper satisfies this demand by providing ranking to different parameters like usability aspects (web usage mining) and also to the keywords & description of web pages (web content mining) as well as to the in links and out links (web structure mining) and provides relative information matrix for different web pages. This model is converted to graph form and ant colony optimization is applied over it, by defining a suitable heuristic function and optimum results are obtained within a specified time constraint.
Keywords :
Internet; ant colony optimisation; data mining; information retrieval; Web content mining; Web navigation; Web pages; Web structure mining; Web usage mining; ant colony optimization; graph form; heuristic function; relative information matrix; usability; user navigation; Accuracy; Arrays; Navigation; Web pages; Relative information matrix; Web navigation; ant colony optimization; normalization; web pages content..; web usability;
Conference_Titel :
Recent Advances and Innovations in Engineering (ICRAIE), 2014
Conference_Location :
Jaipur
Print_ISBN :
978-1-4799-4041-7
DOI :
10.1109/ICRAIE.2014.6909295