An Efficient Incremental Query Recommendation based Query Ranking Model


  • B. Venkata Ramana Reddy Department of Computer Science and Engineering, K S R M College of Engineering (A), Kadapa, 516003, India.


Incremental Query Ranking Model (IQRM), Query recommendation, Search engine, Warehousing, Incremental gradient technique


To retrieve the information from web, search area query estimation depending on the minor query logs is selected as an outstanding method. The log data will be developed very quickly. When new data models are developed the existing models should be updated. In this paper to keep the data up to date a new improved query ranking model is implemented. The new data is added to the existing model incrementally. The results shows the incremental query ranking model based techniques are better efficient than the existing query ranking model with better accuracy.


W. J. Guo, J. Z. Huang, J. Guo, and Y. Lan “Query ranking model for search engine query recommendation”, International Journal of Machine Learning and Cybernetics, Vol. 8, No. 3, pp: 1019-1038, 2017.

B. Doug, and A. Berger. “Agglomerative clustering of a search engine query log”, In KDD, Vol. 2000, pp. 407-416, 2000.

B. Daniele “Incremental algorithms for effective and efficient query recommendation”, International Symposium on String Processing and Information Retrieval. Springer, Berlin, Heidelberg, 2010.

J. Daxin, J. Pei, and H. Li. “Mining search and browse logs for web search: A survey”, ACM Transactions on Intelligent Systems and Technology, Vol. 4, No. 4, pp: 57-65, 2000.

Bertsekas, P. Dimitri “Incremental gradient, sub gradient and proximal methods for convex optimization: A survey”, Optimization for Machine Learning, Vol. 3, No.1, pp: 1-38, 2011.

W. J. Guo, J. Z. Huang, D. Wu, J. Guo, and Y. Lan “An incremental model on search engine query recommendation”, Neuro computing, Vol. 218, pp: 423-431, 2016.

Z. Jingtao, J. Mao, Y. Liu, M. Zhang, and S. Ma. “An analysis of BERT in document ranking”, Proceedings of the 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 1941-1944. 2020.




How to Cite

B. Venkata Ramana Reddy. (2022). An Efficient Incremental Query Recommendation based Query Ranking Model . International Transactions on Electrical Engineering and Computer Science, 1(2), 56-61. Retrieved from