Towards an XML-based Framework for Web Usage Mining
نویسندگان
چکیده
Current systems for Web Usage Mining (WUM) offer graphical and interactive ways of using the implemented methods, but do not support individual multilevel or complex analyses. Based on those systems it is neither possible to perform flexible nor regular automated evaluations based on predefined evaluation schemes for offering WUM as a service. We present an extensible framework for WUM, which describes a unified WUM process and hence supports the application of any existing WUM method. The core of our framework is a XML language called Web Usage Mining Markup Language (WUMML) that provides a vocabulary for representing and querying WUM data. WUMML uses XML standards like XPath or XQuery and supports the specification of new commands for previously not integrated WUM methods. By using WUM software that implements the WUM framework, a company is able to perform WUM analysis efficiently and is – in combination with the technical expertise – capable to professionally offer WUM as service.
منابع مشابه
Association Rule Mining from XML Data
With the growing usage of XML in the World Wide Web and elsewhere as a standard for the exchange of data and to represent semistructured data, there is an imminent need for tools and techniques to perform data mining on XML documents and XML repositories. In this paper we look at the various approaches for association rule mining from XML data. We present a Java-based implementation of the Apri...
متن کاملTowards XML Mining: The Role of Kernel Methods
XMLmining is a unique application of data mining, in that it deals with structured XML contents. The introductory paper provides a brief but comprehensive review of milestones towards XML mining. XML mining is not a one-day outcome by chance, but an accumulated inheritance of continuous evolution from data mining throughout text mining and web mining. Furthermore, the paper envisages the applic...
متن کاملQuery Architecture Expansion in Web Using Fuzzy Multi Domain Ontology
Due to the increasing web, there are many challenges to establish a general framework for data mining and retrieving structured data from the Web. Creating an ontology is a step towards solving this problem. The ontology raises the main entity and the concept of any data in data mining. In this paper, we tried to propose a method for applying the "meaning" of the search system, But the problem ...
متن کاملMining Historical Xml
Nowadays the Web poses itself as the largest data repository ever available in the history of humankind (Reis et al., 2004). However, the availability of huge amount of Web data does not imply that users can get whatever they want more easily. On the contrary, the massive amount of data on the Web has overwhelmed their abilities to find the desired information. It has been claimed that 99% of t...
متن کاملUse of Semantic Similarity and Web Usage Mining to Alleviate the Drawbacks of User-Based Collaborative Filtering Recommender Systems
One of the most famous methods for recommendation is user-based Collaborative Filtering (CF). This system compares active user’s items rating with historical rating records of other users to find similar users and recommending items which seems interesting to these similar users and have not been rated by the active user. As a way of computing recommendations, the ultimate goal of the user-ba...
متن کامل