An Algorithmic Approach to Data Preprocessing in Web Usage Mining

نویسندگان

  • Navin Kumar Tyagi
  • A. K. Solanki
  • Sanjay Tyagi
چکیده

Web usage Mining is an area of web mining which deals with the extraction of interesting knowledge from logging information produced by web server. Different data mining techniques can be applied on web usage data to extract user access patterns and this knowledge can be used in variety of applications such as system improvement, web site modification, business intelligence etc. Web usage mining requires data abstraction for pattern discovery. This data abstraction is achieved through data preprocessing. In this paper we survey about the data preprocessing activities like data cleaning, data reduction and related algorithms.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

An Efficient Algorithm for Data Cleaning of Log File using File Extensions

World Wide Web is a monolithic repository of web pages that provides the Internet users with heaps of information. With the growth in number and complexity of Websites, the size of web has become massively large. Web Usage Mining is a division of web mining that involves application of mining techniques to web server logs in order to extract the behavior of users. A Web Usage Mining process com...

متن کامل

A Survey on Preprocessing Methods for Web Usage Data

World Wide Web is a huge repository of web pages and links. It provides abundance of information for the Internet users. The growth of web is tremendous as approximately one million pages are added daily. Users’ accesses are recorded in web logs. Because of the tremendous usage of web, the web log files are growing at a faster rate and the size is becoming huge. Web data mining is the applicati...

متن کامل

Sessionization –A Vital Stage in Data Preprocessing of Web Usage Mining-A Survey

The World Wide Web has impacted on almost ever aspects of our lives in modern era. The Web has many unique characteristics and which make mining useful information and knowledge a challenging task. Web mining uses many data mining techniques but it is not an application of traditional data mining due to heterogeneity and unstructured nature of the data on Web. Web mining tasks can be categorize...

متن کامل

An Efficient Approach to Perform Pre-processing

Nowadays, WWW (World Wide Web) becomes more popular and user friendly for transferring information. Therefore people are more interested in analyzing log files which can offer more useful insight into web site usage. Web usage mining is one of the data mining fields, which deals with the discovery and extract useful information from web logs. There are three phases in web usage mining, preproce...

متن کامل

A Neoteric Web Recommender System based on Approach of Mining Frequent Sequential Pattern from Customized Web Log Preprocessing

A real world challenging task of the web master of an organization is to match the needs of user and keep their attention in their web site. So, only option is to capture the intuition of the user and provide them with the recommendation list. Web usage mining is a kind of data mining method that provide intelligent personalized online services such as web recommendations, it is usually necessa...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2010