Analysis of Weblogs using Clustering and Optimization Method

Anandhajothi nalini.R; Jayakumar.D

doi:https://doi.org/10.14445/22315381/IJETT-V59P239

Research Article | Open Access | Download PDF

Volume 59 | Number 2 | Year 2018 | Article Id. IJETT-V59P239 | DOI : https://doi.org/10.14445/22315381/IJETT-V59P239

Analysis of Weblogs using Clustering and Optimization Method

Anandhajothi nalini.R, Jayakumar.D

Citation :

Anandhajothi nalini.R, Jayakumar.D, "Analysis of Weblogs using Clustering and Optimization Method," International Journal of Engineering Trends and Technology (IJETT), vol. 59, no. 2, pp. 208-210, 2018. Crossref, https://doi.org/10.14445/22315381/IJETT-V59P239

Abstract

Today every single space have more effect in web. Without web and its applications there is no hope. In web, the bulk of data that are arriving, keeping that data and reclaiming is colossal. As log documents over the web are outsized, capacity turns into an utmost wherein compelling procedures, for example, virtual database end up being inadequate for the same.Web mining which compacts with the pulling out of stimulating data from web log information generated by web servers. Web usage mining can be practiced for web log analysis. Web access data, conventionally, are deposited in the server log files. In this paper, the web log analysis system using Modified K-means algorithm for clustering and Firefly optimization algorithm. Clustering is done by using Modified K-means algorithm, and Firefly technique is cast-off to enhance the web log data. The enricheddata is attainedvia firefly algorithm.

Keywords

Web Usage Data, Modified K-Means, Data Clustering, Firefly Optimization Algorithm

References

[1] B.UmaMaheswari, Dr. P.Sumathi: A NewClustering and Preprocessing for Web Log Mining(2014).
[2] Nikhil Agnihotri, PankajDandwani, Shreejith Nair, SwapnilKulange: ?A Choice Based Recommendation System UsingWum And Clustering?(2016).
[3] V. DiviyaPrabha, R. Rathipriya: Biclustering of Web Usage Data Using GravitationalSearchAlgorithm(2013).
[4] Mrs. Sujata R. Kolhe, Dr. S. D. Sawarkar: ?A Concept Driven Document Clustering Using WordNet? , International Conference on Nascent Technologies in the Engineering Field (ICNTE-2017)
[5] Qi Yu, Hongbing Wang, and Liang Chen: ?Learning Sparse Functional Factors for Large-scale Service Clustering? , IEEE International Conference on Web Services(2015).
[6] Hiral Y. Modi, MeeraNarvekar ?Enhancement Of Online WebRecommendation System Using A Hybrid Clustering And Pattern Matching Approach?(2015)
[7] NilaniAlgiriyage, SanathJayasena and Gihan Dias: ?Web User Profiling using Hierarchical Clustering with Improved Similarity Measure? (2015)
[8] Rosli Omar, Abu Osman Md Tap, ZainatulShima Abdullah: ?Web Usage Mining: A Review of Recent Works?(2014)
[9] SheetalSahu, PraneetSaurabh, SandeepRai: "An Enhancement In Clustering For Sequential Pattern Mining Through Neural Network Algorithm Using Weblogs?(2014).