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Recent trends of knowledge extraction and decision-making process using web mining
Research paper
RECENT TRENDS OF
KNOWLEDGE EXTRACTION
AND DECISION-MAKING
PROCESS USING WEB
MINING
Tags: TutorsIndia | Data Mining | Data Extraction | Detecting Noises | | Opinion Extraction
| Knowledge Synthesis | Web Structure Mining | Web Content Mining | Web Usage Mining
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exploring novel research areas by conducting dynamic research. It
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0 Data information is classified in to two typesshallow web and deep web.
1 Data in the deep web are often inaccessible to the
02 search engine and it can only accessed by
website’s interface while data in the shallow web
Data Mining can be accessed by the search engines.
03 In the data mining networks, there are three sorts of mining: data mining, web mining and text
mining.
Web mining lies in the middle of data mining and text
04 mining, and adapts for the most part to semi-
structured data and/or unstructured data.
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Web content mining is Web mining supports While extracting the data, huge
performed by extracting machine learning since data has been generated so
important information it improves the there is a need for interesting
from the content of a classification of text. techniques , algorithms and
webpage/website. patterns for mining such data.
0 03 05
1
02 04
Web mining is a piece Web mining is integration of
of both information information that is accumulated
extraction and by customary data mining
information retrieval. systems with information
assembled over World Wide.
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Web Mining
Web Structure Mining
The method toward discovering the structured
data from web is referred to as web
01 structure mining.
You will find the best assignments for future
This mining may be performed either
document level or hyperlink level. The researchers enrolled in engineering and
hyperlinks offer a clear route and purpose management. These topics are researched in- 02 to the pages. depth at the University of Glasgow, UK, Sun Yat-
sen University, University of St Andrews and many
more.
This can be utilized to recover the
important data in form of
03 structure.
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Web Content Mining
It's the method of retrieving information from web
Web content mining information could be into a more of structured forms and classifying
structured or unstructured/semi- the data to retrieve quickly or finding valuable
structured even web is unstructured. information from online page or web documents.
Web
C ontent
Mining
Online page mining includes the online
The search result mining contains online
documents which contain text, HTML,
search results. It'd be structure
multimedia documents, i.e., images, audio, video
documents or unstructured documents.
and sound etc.
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Web Usage Mining
Web usage mining is employed to find the usage patterns type from the
usage data. This includes server data (IP address), Application server
(web logic), and Application level (events).
This can be otherwise a discovery of substantive patterns from data
generated by client-server transactions on one or additional web localities.
The source of the data is access logs, referrer logs, agent logs, and
client-side cookies.
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Web Challenges
Web usage mining essentially has numerous advantages This technology has enabled e-commerce to do
which make this technology attractive to corporations personalized marketing, which eventually results in
including the government agencies. higher trade volume.
This technology is mostly criticized only for their
privacy concern, and it is said that it is lost when
an individual involving in the web usage obtained is
used.
In order to identify the future assignment topics, we have
reviewed the
assignments
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(recent peer-reviewed topics) on both engineering and
management.
Future Works
Web mining is often applied to perceive the
2 behaviour of those services, and also the data extracted are often helpful for numerous
kinds of optimizations.
In future usage of the data on the web grows
1 rapidly, so research on the study is carried out more on process mining, web mining,
privacy and threat and fraud analysis.
It's necessary to try and do analysis of
4 weblogs for web services performance improvement.
3 The self-made application of web mining for prophetical prefetching of pages by a
browser has been demonstrated.
5 Analysis is required in developing web mining techniques to boost numerous
different aspects of internet services.
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