1CP_RT_J026 Facilitating Effective User Navigation through backtracking
ABSTRACT:
Designing well-structured websites to facilitate
effective user navigation has long been a challenge. A primary reason is that the
web developers’ understanding of how a website should be structured can be
considerably different from that of the users. While various methods have been
proposed to relink webpages to improve navigability using user navigation data,
the completely reorganized new structure can be highly unpredictable, and the
cost of disorienting users after the changes remains unanalyzed. This paper
addresses how to improve a website without introducing substantial changes.
Specifically, we propose a mathematical programming model to improve the user
navigation on a website while minimizing alterations to its current structure.
Results from extensive tests conducted on a publicly available real data set
indicate that our model not only significantly improves the user navigation
with very few changes, but also can be effectively solved. We have also tested
the model on large synthetic data sets to demonstrate that it scales up very
well. In addition, we define two evaluation metrics and use them to assess the
performance of the improved website using the real data set. Evaluation results
confirm that the user navigation on the improved structure is indeed greatly enhanced.
More interestingly, we find that heavily disoriented users are more likely to
benefit from the improved structure than the less disoriented users.
EXISTING SYSTEM:
Previous studies on website has focused on a variety
of issues, such as understanding web structures, finding relevant pages of a
given page, mining informative structure of a news website, and extracting template
from web pages.
A primary cause of poor website design is that the
web developers’ understanding of how a website should be structured can be
considerably different from those of the users. Such differences result in
cases where users cannot easily locate the desired information in a website.
This problem is difficult to avoid because when creating a website, web
developers may not have a clear understanding of users’ preferences and can
only organize pages based on their own judgments. However, the measure of
website effectiveness should be the satisfaction of the users rather than that
of the developers. Thus, Web pages should be organized in a way that generally
matches the user’s model of how pages should be organized.
DISADVANTAGES
OF EXISTING SYSTEM:
Despite the heavy and increasing investments in
website design, it is still revealed, however, that finding desired information
in a website is not easy and designing effective websites is not a trivial task.
PROPOSED SYSTEM:
We propose a mathematical programming model to
improve the user navigation on a website while minimizing alterations to its
current structure. Results from extensive tests conducted on a publicly
available real data set indicate that our model not only significantly improves
the user navigation with very few changes, but also can be effectively solved.
In addition, we define two evaluation metrics and use them to assess the
performance of the improved website using the real data set. Evaluation results
confirm that the user navigation on the improved structure is indeed greatly
enhanced. More interestingly, we find that heavily disoriented users are more
likely to benefit from the improved structure than the less disoriented users.
ADVANTAGES
OF PROPOSED SYSTEM:
Our work, on the other hand, is closely related to
the literature that examines how to improve website navigability through the
use of user navigation data.
In this paper, we are concerned primarily with
transformation approaches. The literature considering transformations approaches
mainly focuses on developing methods to completely reorganize the link
structure of a website.
MODULES
- Web Personalization
- Web
Transformation
- Maximal
Forward Reference.
- Mini
Sessions.
- Out-Degree Threshold.
MODULES DESCRIPTION:
Web personalization
First, we explore the problem of improving user
navigation on a website with minimal changes to the current structure. In the
first module, we create admin entity. Where, the admin can add the URL address
and the description of the site. The URL with the description along with type
is added. After adding the details, it’s updated and then in the user entity,
the user can type the URL and retrieve the content. There we can also see the
web personalization type also.
Web transformation
Web transformation, on the other hand, involves
changing the structure of a website to facilitate the navigation for a large
set of users instead of personalizing pages for individual users. An approach
to reorganize web pages so as to provide users with their desired information
in fewer clicks. However, this approach considers only local structures in a
website rather than the site as a whole, so the new structure may not be
necessarily optimal. A heuristic method based on simulated annealing to re-link
web pages to improve navigability. This method makes use of the aggregate user
preference data and can be used to improve the link structure in websites for
both wired and wireless devices.
Maximal Forward Reference
We use backtracks to identify the paths that a
user has traversed, where a backtrack is defined as a user’s revisit to a
previously browsed page. The intuition is that users will backtrack if they do
not find the page where they expect it. Thus, a path is defined as a sequence
of pages visited by a user without backtracking, a concept that is similar to
the maximal forward reference defined in Chen et al. Essentially, each
backtracking point is the end of a path. Hence, the more paths a user has
traversed to reach the target, the more discrepant the site structure is from
the user’s expectation.
Mini Sessions
Recall that a mini session is relevant only if
its length is larger than the corresponding path threshold. Consequently, only
relevant mini sessions need to be considered for improvement and this leads to
a large number of irrelevant mini sessions (denoted as TI) being eliminated
from consideration in our MP model.
Out-Degree Threshold
Web pages can be generally classified into two
categories: index pages and content pages. An index page is designed to help
users better navigate and could include many links, while a content page
contains information users are interested in and should not have many links.
Thus, the out-degree threshold for a page is highly dependent on the purpose of
the page and the website. Typically, the out degree threshold for index pages
should be larger than that for content pages.
SYSTEM CONFIGURATION:-
HARDWARE CONFIGURATION:-
Processor - Pentium –IV
Speed -
1.1 Ghz
RAM -
256 MB(min)
Hard Disk - 20
GB
Key Board - Standard
Windows Keyboard
Mouse - Two
or Three Button Mouse
Monitor - SVGA
SOFTWARE CONFIGURATION:-
Operating System :
Windows XP
Programming Language : JAVA/J2EE.
Java Version
: JDK 1.6 & above.
Database : MYSQL
CONTACT US
1 CRORE
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website:1croreprojects.com
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