Open AccessDissertation
Web prefetching using partial match prediction
Themistoklis Palpanas
- 01 Jan 1998
164
TL;DR: This study investigates the use of partial match prediction, a technique taken from the compression literature, for prefetching in the Web, and simulation results suggest that a high fraction of the predictions are accurate, so additional network traffic is kept low and the simulations show thatPrefetching can substantially increase cache rates.
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Abstract: Web traffic is now one of the major components of Internet traffic, which corresponds t o the explosive growth that this medium is experiencing. One of the main directions of research in this area is t o reduce the time latencies users experience when navigating through Web sites. Caching is already being used in that direction, yet, the characteristics of the Web cause caching in this medium to have poor performance. Therefore, peletching is now being studied in the Web context. When prefetching is employed, Web pages that the user is likely to access in the near future are transfered without being requested. Thus, when prefetching is appropriately employed, the performance of the cache can be significantly improved, which will in turn have a direct impact on the delays perceived by the users. This study investigates the use of partial match prediction, a technique taken from the d a t a compression literature, for prefetching in the Web. The main concern when employing prefetching is t o predict as many future requests as possible, while limiting the false predictions to a minimum. The simulation results suggest that a high fraction of the predictions are accurate, so tha t additional network traffic is kept low. Furthermore, the simulations show that prefetching can substantially increase cache hi t rates.
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Citations
A survey of web caching schemes for the Internet
Jia Wang
- 05 Oct 1999
TL;DR: This paper first describes the elements of a Web caching system and its desirable properties, then the state-of-art techniques which have been used in Web caching systems are surveyed, and the research frontier in Web cache is discussed.
A data mining algorithm for generalized Web prefetching
TL;DR: A new algorithm is proposed, called WM, which is based on data mining and is proven to be a generalization of existing ones and was designed to address their specific limitations and its characteristics include all the above factors.
182
A popularity-based prediction model for Web prefetching
Xin Chen,Xiaodong Zhang +1 more
TL;DR: A variation of the prediction by partial match model, for example, makes prefetching decisions by reviewing URLs clients have accessed on a particular server, then structuring them in a Markov predictor tree is proposed that builds common surfing patterns and regularities into the tree.
145
. effective prediction of web-user accesses: a data mining approach
Alexandros Nanopoulos,Dimitrios Katsaros,Yannis Manolopoulos +2 more
- 01 Jan 2001
TL;DR: This paper examines a method that is based on a new type of association patterns, which differently from existing approaches, considers all the specific characteristics of the Web-user navigation, and experimental results indicate its superiority over existing methods.
•Proceedings Article
KLOTSKI: reprioritizing web content to improve user experience on mobile devices
Michael Butkiewicz,Daimeng Wang,Zhe Wu,Harsha V. Madhyastha,Vyas Sekar +4 more
- 04 May 2015
TL;DR: KLOTSKI, a system that prioritizes the content most relevant to a user's preferences that can significantly improve the user experience relative to native websites, is presented.
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