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2020 | OriginalPaper | Buchkapitel

Improvement of Web Performance Using Optimized Prediction Algorithm and Dynamic Webpage Content Updation in Proxy Cache

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Abstract

Identifying web user activity and interest of the users helps to improve the web access performance. Web usage mining applications like website enhancement, web personalization, prediction and prefetching etc. are used to improve the web performance. Increasing web usage in internet leads to network traffic, user latency, and server burden. Proxy server acts as an intermediate between the web user and web server to reduce the server burden. Updating dynamic content in a proxy cache is the major drawback in proxy server. In recent days various new add-on algorithms are given to server to reduce user latency but then it has become additional overload of the server. In this paper, the work is organised with three portions; the first portion focused in optimized way of running Monte Carlo prediction algorithm to reduce the server load. Second portion works on dynamic content to get update in the proxy cache to improve the performance of the website and finally the third portion deals with the prefetching engine in proxy server which maintains two caches to reduce server load and also to reduce user latency. The successful implementation shows the optimized way of reducing server load for add-on programs.

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Literatur
2.
Zurück zum Zitat Chen, M.S., Park, J.S., Yu, P.S.: Data mining for path traversal patterns in a web environment. In: Sixteenth International Conference on Distributed Computing Systems, pp. 385–392 (1996) Chen, M.S., Park, J.S., Yu, P.S.: Data mining for path traversal patterns in a web environment. In: Sixteenth International Conference on Distributed Computing Systems, pp. 385–392 (1996)
3.
Zurück zum Zitat Punin, J., Krishnamoorthy, M., Zaki, M.: Web usage mining: languages and algorithms. Studies in Classification, Data Analysis, and Knowledge Organization. Springer, Heidelberg (2001) Punin, J., Krishnamoorthy, M., Zaki, M.: Web usage mining: languages and algorithms. Studies in Classification, Data Analysis, and Knowledge Organization. Springer, Heidelberg (2001)
4.
Zurück zum Zitat Batista, P., Silva, M.J.: Mining web access logs of an on-line newspaper (2002) Batista, P., Silva, M.J.: Mining web access logs of an on-line newspaper (2002)
5.
Zurück zum Zitat Zaiane, O.R., Xin, M., Han, J.: Discovering web access patterns and trends by applying OLAP and data mining technology on web logs. In: ADL 1998: Proceedings of the Advances in Digital Libraries Conference, Washington, DC, USA, pp. 1–19. IEEE Computer Society (1998) Zaiane, O.R., Xin, M., Han, J.: Discovering web access patterns and trends by applying OLAP and data mining technology on web logs. In: ADL 1998: Proceedings of the Advances in Digital Libraries Conference, Washington, DC, USA, pp. 1–19. IEEE Computer Society (1998)
7.
Zurück zum Zitat Grace, L.K., Maheswari, V., Nagamalai, D.: Analysis of web logs and web user in web mining (2011). arXiv preprint: arXiv:1101.5668 Grace, L.K., Maheswari, V., Nagamalai, D.: Analysis of web logs and web user in web mining (2011). arXiv preprint: arXiv:​1101.​5668
9.
Zurück zum Zitat Davison, B.D., Wu, B.: Implementing a web proxy evaluation architecture. In: Proceedings of the 30th International Conference for the Resource Management and Performance Evaluation of Enterprise Computing Systems (CMG) (2004) Davison, B.D., Wu, B.: Implementing a web proxy evaluation architecture. In: Proceedings of the 30th International Conference for the Resource Management and Performance Evaluation of Enterprise Computing Systems (CMG) (2004)
10.
Zurück zum Zitat Sharma, S., Rana, V.: Web user identification: a review of approaches and issues. Int. J. Comput. Eng. Technol. (IJCET) 8(4), 12–18 (2017) Sharma, S., Rana, V.: Web user identification: a review of approaches and issues. Int. J. Comput. Eng. Technol. (IJCET) 8(4), 12–18 (2017)
11.
Zurück zum Zitat Ivancsy, R., Juhasz, S.: Analysis of web user identification methods. World Acad. Sci. Eng. Technol. 2(3), 212–219 (2007) Ivancsy, R., Juhasz, S.: Analysis of web user identification methods. World Acad. Sci. Eng. Technol. 2(3), 212–219 (2007)
12.
Zurück zum Zitat Datta, A., et al.: A proxy-based approach for dynamic content acceleration on the WWW. In: Proceedings of the Fourth IEEE International Workshop on Advanced Issues of E-Commerce and Web-Based Information Systems (WECWIS 2002). IEEE (2002) Datta, A., et al.: A proxy-based approach for dynamic content acceleration on the WWW. In: Proceedings of the Fourth IEEE International Workshop on Advanced Issues of E-Commerce and Web-Based Information Systems (WECWIS 2002). IEEE (2002)
13.
Zurück zum Zitat Yuan, C., Hua, Z., Zhang, Z.: Proxy+: simple proxy augmentation for dynamic content processing. In: Web Content Caching and Distribution, pp. 91–108. Springer, Dordrecht (2004) Yuan, C., Hua, Z., Zhang, Z.: Proxy+: simple proxy augmentation for dynamic content processing. In: Web Content Caching and Distribution, pp. 91–108. Springer, Dordrecht (2004)
14.
Zurück zum Zitat Hussain, S., McLeod, R.D.: Intelligent prefetching at a proxy server. In: 2000 Canadian Conference on Electrical and Computer Engineering, vol. 1. IEEE (2000) Hussain, S., McLeod, R.D.: Intelligent prefetching at a proxy server. In: 2000 Canadian Conference on Electrical and Computer Engineering, vol. 1. IEEE (2000)
15.
Zurück zum Zitat Shyamala, K., Kalaivani, S.: Application of Monte Carlo search for performance improvement of webpage prediction. Int. J. Eng. Technol. (UAE) 7(3–4), 133–137 (2018)CrossRef Shyamala, K., Kalaivani, S.: Application of Monte Carlo search for performance improvement of webpage prediction. Int. J. Eng. Technol. (UAE) 7(3–4), 133–137 (2018)CrossRef
16.
Zurück zum Zitat Shyamala, K., Kalaivani, S.: Enhanced webpage prediction using rank based feedback process. Lecture Notes in Computational Science and Engineering. Springer (accepted) Shyamala, K., Kalaivani, S.: Enhanced webpage prediction using rank based feedback process. Lecture Notes in Computational Science and Engineering. Springer (accepted)
18.
Zurück zum Zitat Horng, Y.-W., Lin, W.-J., Mei, H.: Hybrid prefetching for WWW proxy servers. In: Proceedings of the 1998 International Conference on Parallel and Distributed Systems. IEEE (1998) Horng, Y.-W., Lin, W.-J., Mei, H.: Hybrid prefetching for WWW proxy servers. In: Proceedings of the 1998 International Conference on Parallel and Distributed Systems. IEEE (1998)
19.
Zurück zum Zitat Yeh, T., Pan, Y.: Improving the performance of the web proxy server through group prefetching. In: Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication. ACM (2012) Yeh, T., Pan, Y.: Improving the performance of the web proxy server through group prefetching. In: Proceedings of the 6th International Conference on Ubiquitous Information Management and Communication. ACM (2012)
20.
Zurück zum Zitat Gracia, C.D., et al.: Prefetching in information superhighway-a retrospective study Gracia, C.D., et al.: Prefetching in information superhighway-a retrospective study
Metadaten
Titel
Improvement of Web Performance Using Optimized Prediction Algorithm and Dynamic Webpage Content Updation in Proxy Cache
verfasst von
K. Shyamala
S. Kalaivani
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-28364-3_20