A Neuro-Fuzzy Strategy for Web Personalization
نویسندگان
چکیده
In this paper, we propose the use of a neuro-fuzzy strategy to develop a Web personalization framework for the dynamic suggestion of URLs retained interesting for the currently connected users. In particular, a hybrid strategy exploiting the combination of the fuzzy logic with the neural paradigm is proposed in order to discover useful knowledge from session data identified from the analysis of log files and represent it in a set of fuzzy rules expressed in an interpretable form.
منابع مشابه
i-Miner: A Web Usage Mining Framework Using Neuro-Genetic-Fuzzy Approach
Recently Web mining has become a hot research topic, which combines two of the prominent research areas comprising of data mining and the World Wide Web (WWW). Web usage mining attempts to discover useful knowledge from the secondary data obtained from the interactions of the users with the Web. Web usage mining has become very critical for effective Web site management, business and support se...
متن کاملi-Miner: a Web usage mining framework using hierarchical intelligent systems
Recently Web mining has become a hot research topic, which combines two of the prominent research areas comprising of data mining and the World Wide Web (WWW) [8]. Web usage mining attempts to discover useful knowledge from the secondary data obtained from the interactions of the users with the Web. Web usage mining has become very critical for effective Web site management, business and suppor...
متن کاملKnowledge and Density Based Fuzzy-neuro Model for Collaborative Filtering Recommender Systems
Recommender systems are one of the information filtering systems which provides business intelligence to the active users on e-commerce by more suggesting suitable items through personalized web page. User’s explicit knowledge about the items, preferences, density of neighbours and recommendation criteria play vital role in providing accurate recommendations. This paper introduces knowledge and...
متن کاملDesign of Emotional Space Modeling using Neuro-Fuzzy
As IT becomes highly efficient, ICT (information and communications technology) began to evolve into a direction to maximize convenience or tangibility. ICT, especially, develops into a direction for the qualitative improvement of emotion-based personalization and tangibility maximization. Actually, studies on the emotion model to express human emotion quantitatively and structurally for the qu...
متن کاملIntelligent Security for Phishing Online using Adaptive Neuro Fuzzy Systems
Anti-phishing detection solutions employed in industry use blacklist-based approaches to achieve low falsepositive rates, but blacklist approaches utilizes website URLs only. This study analyses and combines phishing emails and phishing web-forms in a single framework, which allows feature extraction and feature model construction. The outcome should classify between phishing, suspicious, legit...
متن کامل