WUMA – Miner: An Agent-based Design Pattern for Mining Users with Similar Navigational Behavior
نویسندگان
چکیده
This article introduces WUMA – Miner, an agent-based detailed design pattern for mining users with similar navigational behavior. WUMA Miner is part of a system of patterns for the design of multi-agent Web recommender systems based on Usage Mining techniques. An idiom for the development of agents in the JADE development environment, used on the implementation example of the WUMA – Miner pattern is also introduced. Patterns are derived from recurrent designs of specific agent-based applications, and considering solutions to also recurrent problems specified as generic requirements of applications in a domain. The proposed patterns are being developed in the context of a Multi-Agent Domain Engineering research project, which approaches software complexity and productivity through the construction of techniques and tools promoting software reuse on the development of multi-agent systems.
منابع مشابه
FUZZY GRAVITATIONAL SEARCH ALGORITHM AN APPROACH FOR DATA MINING
The concept of intelligently controlling the search process of gravitational search algorithm (GSA) is introduced to develop a novel data mining technique. The proposed method is called fuzzy GSA miner (FGSA-miner). At first a fuzzy controller is designed for adaptively controlling the gravitational coefficient and the number of effective objects, as two important parameters which play major ro...
متن کاملModified Agglomerative Clustering for Web Users Navigation Behavior
----------------------------------------------------------------------ABSTRACT----------------------------------------------------------------------------Clustering is the task of finding natural partitioning within a data set such that data items within the same group are more similar than those within different groups. At present all available clustering techniques for web usage mining are ba...
متن کاملPNP: mining of profile navigational patterns
Web usage mining is a key knowledge discovery research and as such has been well researched. So far, this research has focused mainly on databases containing access log data only. However, many real-world databases contain users profile data and current solutions for this situation are still insufficient. In this paper we have a large database containing of user profile information together wit...
متن کاملDiscovering Popular Clicks\' Pattern of Teen Users for Query Recommendation
Search engines are still the most important gates for information search in internet. In this regard, providing the best response in the shortest time possible to the user's request is still desired. Normally, search engines are designed for adults and few policies have been employed considering teen users. Teen users are more biased in clicking the results list than are adult users. This leads...
متن کاملModel-Based Cluster Analysis for Web Users Sessions
One of the main issues in Web usage mining is the discovery of patterns in the navigational behavior of Web users. Standard approaches, such as clustering of users’ sessions and discovering association rules or frequent navigational paths, do not generally allow to characterize or quantify the unobservable factors that lead to common navigational patterns. Therefore, it is necessary to develop ...
متن کامل