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Effectiveness of Ant Colony Optimization for Weighted Page Rank Algorithm in Web Access

T. Mylsami, B. L. Shivakumar
2017 International Journal of Advanced Research in Computer Science and Software Engineering  
To overcome the above issues the study focuses on Ant Colony optimization. This study proposes application of ant colony algorithm for modified weighted page rank algorithm.  ...  The popularity of a web page depends on the number of its in links and out links and each webpage gets a proportional page rank value.  ...  Page Rank is a way of measuring the importance of website pages.Page Rank is a link analysis algorithm used by Google to help determine the relative importance of a website.  ... 
doi:10.23956/ijarcsse/v7i7/0223 fatcat:q6u7h46k7nglbbhycygk5jrv4q

An Improvement of Link Analysis Algorithm to Mine Pertinent Links: Weighted HITS Algorithm based on additive fusion of graphs by Query Similarity

Hemangini S., Apurva A.
2020 International Journal of Computer Applications  
In recent days, link analysis has been found to increase the performance of web search significantly to extract pertinent links which are valuable.  ...  Experimental results provided evidences that weighted input to HITs (WHITs) returns unique rankings for authoritative pages, for link anchors and link titles which are similar to query term.  ...  In 3rd Section, we describe the existing link analysis web page ranking algorithms.  ... 
doi:10.5120/ijca2020920232 fatcat:ikqw4ubnjre7jndpcshdqsjbpu

Presentation of an Extended Version of the PageRank Algorithm to Rank Web Pages Inspired by Ant Colony Algorithm

Sara Setayesh, Ali Harounabadi, Amir Masoud Rahmani
2014 International Journal of Computer Applications  
In this article, an extended version of the "PageRank" algorithm taking into consideration the degree of user interest in web pages and the ant colony algorithm is presented.  ...  One of the most important ranking algorithms of web pages in the internet is known as "PageRank", which works on the web-graph structure.  ...  Dinkar and Kumar have considered the time factor for the ranking of each web page. The rank of each page is calculated based on the unit per time page ranking algorithm [4] .  ... 
doi:10.5120/14931-3357 fatcat:q3gp7gq2mnhd5efzwiqxc46it4

Content And User Click Based Page Ranking For Improved Web Information Retrieval

Dhiliphan Rajkumar.T
2018 Zenodo  
Search engines, therefore, utilize page rank algorithms to analyze and re-rank search results according to the relevance of the user's query by estimating (over the web) the importance of a web page.  ...  The proposed work investigates web page ranking methods and recently-developed improvements in web page ranking.  ...  Anuradha et.al [4] proposed ANT Ranking, which is the ANT colony algorithm for ranking web pages. Here, too, the value of page ranking is calculated using clicks on the web.  ... 
doi:10.5281/zenodo.1243967 fatcat:dbdys2qkbfgvlmvxeon6tnofpe

Data Mining: Web Data Mining Techniques, Tools and Algorithms: An Overview

Muhammd Jawad Hamid Mughal
2018 International Journal of Advanced Computer Science and Applications  
All these types use different techniques, tools, approaches, algorithms for discover information from huge bulks of data over the web.  ...  As increasing growth of data over the internet, it is getting difficult and time consuming for discovering informative knowledge and patterns.  ...  HITS is an algorithm that stands for Hyperlink Induced Topic Search and is use for web structure (hyperlink analysis) mining. HITS concept was developed by Jon Kleinberg [16] to rank pages.  ... 
doi:10.14569/ijacsa.2018.090630 fatcat:szpscjf6rrhbhgx43ktrdx4fsi

Revealing Paths of Relevant Information in Web Graphs [chapter]

Georgios Kouzas, Vassileios Kolias, Ioannis Anagnostopoulos, Eleftherios Kayafas
2009 IFIP Advances in Information and Communication Technology  
The methodology uses the Ant-Seeker algorithm, where agents in the web paradigm are considered as ants capable of generating routing paths of relevant information through a web graph.  ...  The algorithm aims to trace routes between hyperlinks, which connect two or more relevant information nodes of a web graph, with the minimum possible cost.  ...  The structure of the worldwide web consists of a set of information units (web pages) and a set of links (hyperlinks) between them.  ... 
doi:10.1007/978-1-4419-0221-4_14 fatcat:6ycociwfjfhdlcx7cyloxteipq

LSI Based Relevance Computation for Topical Web Crawler

Gurmeen Minhas, Mukesh Kumar
2013 Journal of Emerging Technologies in Web Intelligence  
Today, size of the web is exceptionally large. And this size is increasing rapidly. Huge number of web pages and web sites are being added each day.  ...  This algorithm makes the crawler highly efficient in downloading relevant documents, thus, avoiding over-heads and resource wastage, and also increases the precision and recall values of the IR system  ...  Suppose we have a set of web pages which are good hubs and authorities and these are having hyperlinks among them. The hub score and authority score for every web page is calculated.  ... 
doi:10.4304/jetwi.5.4.401-406 fatcat:4v42aaihonhfro5tp7d63ey2ry

An Improved Optimized Web Page Classification using Firefly Algorithm with NB Classifier (WPCNB)

Khushboo Bhatt, Anju Singh, Divakar Singh
2016 International Journal of Computer Applications  
The web is a huge repository of information which needs for accurate automated classifiers for Web pages to maintain Web directories and to increase search engines" performance.  ...  When the text classification focuses on web pages is termed as Web Ranking or rank webpage.  ...  Better mutual information calculated to describe the structure of web pages accurately formula is proposed.  ... 
doi:10.5120/ijca2016910668 fatcat:ltrk2mqwe5helomhkl7foc4fly

Artificial Bee Colony (ABC) Approach for Ranking Web Pages

G. Anuradha, G. Lavanya Devi
2014 International Journal of Computer Applications  
Proposed ABC approach for ranking web pages is implemented and tested on real datasets. The experimental results shows efficiency of the proposed method compared with tradition page Rank Algorithm.  ...  It considers users interest, total web site linkage and growth analysis rate are used to assign rank the web pages.  ...  BACKGROUND In this section explains Page Rank algorithm and ant colony algorithm Page Rank Algorithm [2] The Page Rank algorithm presented by Brin, Page et'al is one of the factors used by Google to  ... 
doi:10.5120/17340-7482 fatcat:abuj2oxdarbqba32ahjykncq2y

Web Crawler: A Review

Md. AbuKausar, V. S. Dhaka, Sanjeev Kumar Singh
2013 International Journal of Computer Applications  
Based on the type of knowledge, web crawler is usually divided in three types of crawling techniques: General Purpose Crawling, 32 that will index the downloaded pages that help in quick searches.  ...  Web crawler is defined as a program or software which traverses the Web and downloads web documents in a methodical, automated manner.  ...  The ranking systems take the Web structure in Excel CSV format and apply the PageRank algorithm and produces ranking order of the pages by displaying the page list with most popular pages at the top.  ... 
doi:10.5120/10440-5125 fatcat:xnkxug5yt5g7rg5ycejfjd4bo4

Personalized Tag Recommendation Based on Convolution Feature and Weighted Random Walk

Liu Zheng, Zhao Tianlong, Han Huijian, Zhang Caiming
2020 International Journal of Computational Intelligence Systems  
Making full use of metadata for semantic analysis of images can help to bridge the semantic gap.  ...  Particularly, for a given target image, we select its visual neighbors and determine the weight of each neighbor by mining the influence of user group metadata in Flickr on image correlation, and combining  ...  CONFLICT OF INTEREST The authors declare they have no conflicts of interest. AUTHORS' CONTRIBUTIONS All authors contributed to the work, and all authors read and approved the final manuscript.  ... 
doi:10.2991/ijcis.d.200114.001 fatcat:ixp2dfx5urgw5eafskwrinh45y

Review: Biological Optimization Techniques in Webpage Classification

Shashank Dixit, R. K. Gupta
2015 International Journal of Database Theory and Application  
The aim of this paper is to measure, propose and improve the use of advance web page classification techniques which is highly used in the advent of mining large web pages based data sets which allows  ...  With the explosive growth of the data stored in various forms, need for innovative and effective technologies to find and use information and knowledge from a large variety of data sources which is continually  ...  The goal of web structure mining is to generate structured summary about the website and web page. Page rank and hyperlink analysis also belongs to this category.  ... 
doi:10.14257/ijdta.2015.8.1.08 fatcat:jdzjt75wvrhr5mwmkrut6xd7py

AISIID: An artificial immune system for interesting information discovery on the web

Andrew Secker, Alex A. Freitas, Jon Timmis
2008 Applied Soft Computing  
There exist numerous systems for mining the web in search of relevant information but few exist for the discovery of interesting information.  ...  This article investigates the use of Artificial Immune Systems (AIS) applied to discovery of interesting information. AIS are thought to confer the adaptability and learning required for this task.  ...  web page classification system using an ant colony algorithm for classification but relying heavily on WordNet for processing of web pages.  ... 
doi:10.1016/j.asoc.2007.07.007 fatcat:5aw6z34anrcdbofr5xe74xpb6y

Design Issues in Web Crawlers and Review of Parallel Crawlers

2016 International Journal of Science and Research (IJSR)  
With the increase in size of web, search engine depends upon the Web Crawler to download and build index of million/billion of pages for efficient information retrieval when user interact through search  ...  This paper will include the definition of Web Crawler, criteria on the basis of which various types of crawler are defined [4] and some common issues with the design of crawler, parallel crawler, its issues  ...  Importance of pages can be calculated on various basis like inlink, term frequency, clickthrough analysis( means dropping of some high ranking pages that are not attracting clicks, while promoting lower  ... 
doi:10.21275/v5i6.nov163887 fatcat:fydxnzn2inhe7kb2wvbgi6ekea

Analyzing Different Web Crawling Methods

Bhavin M.Jasani, C. K. Kumbharana
2014 International Journal of Computer Applications  
As we know that the no of internet users are increasing day by day at a enormous rate. To maintain the resource discovery of World Wide Web (WWW) is a crucial task in today"s scenario.  ...  There are many algorithms and architectures have been introduced to make effective WWW resource discovery.  ...  Page Rank Algorithm This algorithm works on the importance of the web pages. It calculates inlinks or backlinks to that page. Then the page rank is given to each page as per bellow formula.  ... 
doi:10.5120/18747-0000 fatcat:idnozp5ebrfixaxuzapgz57fca
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