Search Engine Optimization for Improving Page Rank And Image Search Accuracy



Similar documents
A COMPREHENSIVE REVIEW ON SEARCH ENGINE OPTIMIZATION

Distributed Framework for Data Mining As a Service on Private Cloud

Search Result Optimization using Annotators

MULTI AGENT-BASED DISTRIBUTED DATA MINING

MALLET-Privacy Preserving Influencer Mining in Social Media Networks via Hypergraph

Kaiquan Xu, Associate Professor, Nanjing University. Kaiquan Xu

SEARCH ENGINE WITH PARALLEL PROCESSING AND INCREMENTAL K-MEANS FOR FAST SEARCH AND RETRIEVAL

Increase ROI through SEO

Data Mining in Web Search Engine Optimization and User Assisted Rank Results

A Supervised Forum Crawler

Improving Webpage Visibility in Search Engines by Enhancing Keyword Density Using Improved On-Page Optimization Technique

Big Data and Society: The Use of Big Data in the ATHENA project

A Comparative Approach to Search Engine Ranking Strategies

Automatic Annotation Wrapper Generation and Mining Web Database Search Result

A QoS-Aware Web Service Selection Based on Clustering

JOURNAL OF COMPUTER SCIENCE AND ENGINEERING

Optimization of Image Search from Photo Sharing Websites Using Personal Data

A UPS Framework for Providing Privacy Protection in Personalized Web Search

Comparative Analysis of EM Clustering Algorithm and Density Based Clustering Algorithm Using WEKA tool.

Data Mining Governance for Service Oriented Architecture

INTERNATIONAL JOURNAL OF PURE AND APPLIED RESEARCH IN ENGINEERING AND TECHNOLOGY

ISSN: CONTEXTUAL ADVERTISEMENT MINING BASED ON BIG DATA ANALYTICS

Implementation of a New Approach to Mine Web Log Data Using Mater Web Log Analyzer

Importance of Domain Knowledge in Web Recommender Systems

How To Solve The Kd Cup 2010 Challenge

A Low Cost Two-Tier Architecture Model For High Availability Clusters Application Load Balancing

Semantic Knowledge Management System. Paripati Lohith Kumar. School of Information Technology

A Statistical Text Mining Method for Patent Analysis

Reverse Engineering of Relational Databases to Ontologies: An Approach Based on an Analysis of HTML Forms

COMPUTER SCIENCE: MISCONCEPTIONS, CAREER PATHS AND RESEARCH CHALLENGES

Abstract 1. INTRODUCTION

International Journal of Mechatronics, Electrical and Computer Technology

PREDICTIVE DATA MINING ON WEB-BASED E-COMMERCE STORE

Monitoring Web Browsing Habits of User Using Web Log Analysis and Role-Based Web Accessing Control. Phudinan Singkhamfu, Parinya Suwanasrikham

Intinno: A Web Integrated Digital Library and Learning Content Management System

Minimization of Energy Consumption Based on Various Techniques in Green Cloud Computing

A Framework for Data Warehouse Using Data Mining and Knowledge Discovery for a Network of Hospitals in Pakistan

Mobile Storage and Search Engine of Information Oriented to Food Cloud

Decision Trees for Mining Data Streams Based on the Gaussian Approximation

A Survey of Customer Relationship Management

Information Discovery on Electronic Medical Records

AnalysisofData MiningClassificationwithDecisiontreeTechnique

Financial Trading System using Combination of Textual and Numerical Data

AN ADAPTIVE DISTRIBUTED LOAD BALANCING TECHNIQUE FOR CLOUD COMPUTING

A semantic extension of a hierarchical storage management system for small and medium-sized enterprises.

HELP DESK SYSTEMS. Using CaseBased Reasoning

Prediction of Heart Disease Using Naïve Bayes Algorithm

Pattern Insight Clone Detection

Adding New Level in KDD to Make the Web Usage Mining More Efficient. Abstract. 1. Introduction [1]. 1/10

Hybrid Approach of Client-Server Model and Mobile Agent Technology to Drive an E-Commerce Application

SEO - Search Engine Optimization basics by Jeniffer Thompson

Authentication. Authorization. Access Control. Cloud Security Concerns. Trust. Data Integrity. Unsecure Communication

IJSER Figure1 Wrapper Architecture

IMPLEMENTATION OF NETWORK SECURITY MODEL IN CLOUD COMPUTING USING ENCRYPTION TECHNIQUE

An Efficient Algorithm for Web Page Change Detection

Qualitative Corporate Dashboards for Corporate Monitoring Peng Jia and Miklos A. Vasarhelyi 1

DATA MINING TECHNIQUES FOR CRM

A Novel Way of Deduplication Approach for Cloud Backup Services Using Block Index Caching Technique

AN IMPROVED DOUBLE CODING LOCAL BINARY PATTERN ALGORITHM FOR FACE RECOGNITION

Research of Postal Data mining system based on big data

Enhanced Boosted Trees Technique for Customer Churn Prediction Model

International Journal of Engineering Research-Online A Peer Reviewed International Journal Articles available online

Review on Web Based Community Portal to Enhance Intra-Networking Communication

DATA MINING TECHNOLOGY. Keywords: data mining, data warehouse, knowledge discovery, OLAP, OLAM.

MUTI-KEYWORD SEARCH WITH PRESERVING PRIVACY OVER ENCRYPTED DATA IN THE CLOUD

LDA Based Security in Personalized Web Search

Data Warehousing and Data Mining in Business Applications

Chapter-1 : Introduction 1 CHAPTER - 1. Introduction

What to do Post Google Panda

Enhance Website Visibility through Implementing Improved On-page Search Engine Optimization techniques

A Time Efficient Algorithm for Web Log Analysis

Web Advertising Personalization using Web Content Mining and Web Usage Mining Combination

Chapter 6. Attracting Buyers with Search, Semantic, and Recommendation Technology

IMPROVING PERFORMANCE OF RANDOMIZED SIGNATURE SORT USING HASHING AND BITWISE OPERATORS

Applied Mathematical Sciences, Vol. 7, 2013, no. 112, HIKARI Ltd,

Intelligent Log Analyzer. André Restivo

International Journal of Innovative Research in Computer and Communication Engineering

A Low Cost Two-Tier Architecture Model for High Availability Clusters Application Load Balancing

Analysis of Model and Key Technology for P2P Network Route Security Evaluation with 2-tuple Linguistic Information

The Study of a Hierarchical Hadoop Architecture in Multiple Data Centers Environment

Management of Very Large Security Event Logs

Optimization of Search Results with Duplicate Page Elimination using Usage Data A. K. Sharma 1, Neelam Duhan 2 1, 2

Using Semantic Data Mining for Classification Improvement and Knowledge Extraction

International Journal of Computer Science Trends and Technology (IJCST) Volume 2 Issue 3, May-Jun 2014

Search Engine Optimization (SEO)

A Low Cost Two-tier Architecture Model Implementation for High Availability Clusters For Application Load Balancing

International Journal of Advanced Engineering Research and Applications (IJAERA) ISSN: Vol. 1, Issue 6, October Big Data and Hadoop

A NOVEL APPROACH FOR MULTI-KEYWORD SEARCH WITH ANONYMOUS ID ASSIGNMENT OVER ENCRYPTED CLOUD DATA

Mining for Web Engineering

GET OPTIMIZED! HOW TO OPTIMIZE YOUR SHOPPING CENTER IN THE ONLINE ENVIRONMENT

How To Analyze Sentiment On A Microsoft Microsoft Twitter Account

An Empirical Study of Application of Data Mining Techniques in Library System

Analysis of Data Mining Concepts in Higher Education with Needs to Najran University

ENHANCED WEB IMAGE RE-RANKING USING SEMANTIC SIGNATURES


An Innovative Way for Mining Clinical and Administrative Healthcare Data

Study Guide #2 for MKTG 469 Advertising Types of online advertising:

Domain Oriented Semantic Web based Personalized Search Engine

Efficient Query Optimizing System for Searching Using Data Mining Technique

Experiments in Collaborative Cloud-based Distance Learning

Transcription:

Search Engine Optimization for Improving Page Rank And Image Search Accuracy Er. Tanveer Singh 1, Dr.Raman Maini 2 1 Research Scholar, Department of Computer Engineering, University College of Engineering, Punjabi University, Patiala. 2 Professor, Department of Computer Engineering, University college of Engineering, Punjabi University, Patiala. Abstract Page Ranking plays a vital role in search engine optimization. When user searches on web via search engine, web page links are displayed on user screen according to their page rank. In this paper techniques to improve page rank and image search accuracy have been discussed. Number of web sites and web pages are increasing day by day. To display page links from most relevant to least relevant web pages, web pages are needed to be ranked properly to make searching easier and beneficial for the user. Images are provided to the user by using image search accuracy technique. Also various page ranking techniques have been compared with new page ranking technique discussed in this paper. Keywords: count; keyword; page rank; image search; search engine. I. Introduction Page ranking is very important part of search engine optimization. Search engine optimization is a web marketing tool [1]. Whenever user searches on the web via search engine, then results in the form of web page links are displayed on the user screen [6]. Sometimes user faces the problem of not getting the desired information (links) [3]. It is because of web pages are not ranked properly [8]. In this paper some of the techniques implemented to improve the web page rank have been discussed. These techniques provide relevant search and improve the domain specific search engine database at the same time [5] Second problem is of image search accuracy. When user searches for any particular image, it is difficult to the user to identify the image, that what is the image all about [3]. To improve the image search accuracy another technique has been discussed in this paper. II. Page Ranking Techniques Techniques to improve the page rank are - i. Count of Keywords Count of keywords is the relevant search technique in which the page rank of web pages is decided on the basis of counting of occurrences of keywords used in the web pages. When user searches a word, then the number of occurrences of that keyword is counted among the relevant pages. The web pages containing more number of occurrences of that keyword are shown in the list according to most relevant to least relevant web pages. In Figure -1 it can be seen that when user searches for the word computer by entering in the search space given, then the web page links related to the word computer are shown from most relevant to least relevant web pages by deciding their page rank on basis of counting number of occurrences of keyword computer. Figure -2 represents working of this new technique has been represented in the form of flowchart. 1145 P a g e

Figure 1 Count of Keywords Figure -1 Count of Keywords Technique 1146 P a g e

Figure 2 Flowchart for working of Count of Keywords 1147 P a g e

ii. Improving domain specific database search engine. Improving database of a domain specific search engine is the technique used to remove the problem of No match Found or No page Found problem faced by the user. When user searches something on the web, sometimes, the user observes a message No results Found that is no results (related to query of user) match with database records. In this technique a list of words will be produced and displayed to the administrator; that is, the words which were searched by the user and the search was not successful that is No page Found problem was faced by the user. These words can then be added to the search engine database, whenever the user searches for these words again, then No page Found or No match Found problem is resolved. Figure 3 - List of unsuccessful search words iii. Improving image search accuracy. When user searches for images on the web then it is difficult for the user to identify the correct image relevant to his search. This technique involves image upload functionality that is the user enters the details of images such as image description, image name, and source of image. User can be agreed for this, by giving recognition to their contributions. In image search accuracy technique when user searches for particular image then images are displayed from most relevant to least relevant results along with the image description, image name, user name and source of image as shown in Figure -4. User searches for image of RAM. Results for that are shown with image name that is RAM, user name by 1148 P a g e

whom image was uploaded, facebook id/ e-mail id of that user and source of image is displayed. Figure 4 Image Search Accuracy If user wants to read more about the image then user can follow the links of sources given. In Figure 5 shows that user chooses an image to upload, enters description as digital video disk, source is pc, user name and e mail id of the user. With this other users can easily recognize the image and can link with other users by e mail id or facebook id to get more information. With this, users uploading the images will get recognition for their work. 1149 P a g e

Figure 5 - Image Upload III. Comparison of Various Page Ranking Techniques. The comparison of this new technique discussed in this paper with previous page ranking techniques is given below. i. Quality of Content One of technique to improve page rank is good quality content. Sometimes pages which are not useful to the user are linked up with good quality content websites. Secondly, creating good content is very time consuming. Technique discussed in this paper concentrates on count of keywords used in web page relevant to user search and it is not time consuming process. ii. Structural mark up (Headings) In this technique the headings are used. Headings are assigned to the content to make web site content meaningful. With headings, it is easier for the search engines and the users to find what content they are looking for. If content is not relevant to heading then relevant search criteria fails. This problem does not occur in this technique as it uses count of keywords. 1150 P a g e

iii. Titles Assigning titles to web pages is must. Title of a web page accurately describes the page content. If titles created are not unique, accurate and are not relevant to the content of the web page then user will not get accurate results according to user query. The new technique discussed uses semantics for user s search queries, instead of title of pages. iv. Inbound Links The links from other web pages are inbound links. Inbound links contains links which are ranked highly by the search engines and are relevant to the users search. These are known as good links. Here the problem is of Bad links which are banned by the search engines and are not relevant to the content of user s search. In the new technique discussed, there is no problem of bad links; as the links used have been first reviewed by the administrator and re-checked during process of count of keywords. v. Use of Keywords Single words are not most effective; multi words must be used to make users like to visit the web site. Keywords must be used throughout the web site. But users can not know about keywords used in the web pages until users open web pages. This new technique count the numbers of keywords used in the web pages and rank them accordingly. vi. Cloaking Cloaking is the technique to display the content of web pages differently from that of assigned content to search engines. The content delivered to search engines is not displayed to the user. This technique may lead to wastage of time of user if content displayed is not relevant to the user search. This new technique helps the user to achieve relevant results by arranging web pages in descending order of count from most relevant to least relevant web sites or web pages. IV. Conclusion With tremendous increase in number of web sites or web pages, page ranking of web pages is required in order to make searching easier for the user on world wide web. Sometimes useful links are not displayed first in the list, to the user. This is due to improper ranking of web pages. To overcome this problem of page ranking, a technique of relevant search has been implemented and discussed in this paper. This technique ranks the web pages based on count of keywords (searched by user). As the web page with more number of occurrences of a keyword, is more relevant to the user search keyword. The web page containing more number of counts of keyword searched by the user is more relevant and displayed first in the list of web page links on the user screen. This is how this technique ranks the web pages from most relevant to least relevant web sites or web pages. When user searches on the web, sometimes user faces the problem of No match Found or No page Found. No results relevant to user search query are shown. To overcome this problem a technique of improving database of a domain specific search engine has been implemented and discussed in this paper. This technique shows that, when user searches a word, if not found then a list of words of unsuccessful search words get maintained and can be accessed by the administrator. Then, information about those keywords can be added to the search engine database by the administrator. When user again searches for any of these words then No match Found or No page Found problem get resolved. This is how this technique resolves No Match Found problem. Whenever user searches an image on the web, identifying the relevant image to the user search query is difficult task for the user. To overcome this problem a technique of image search accuracy has been implemented and discussed in this paper. In this technique when user search any image then name of image, image description, user name by whom image was uploaded and facebook id or e mail id of the user will get displayed along with the image on the user screen. These details can be filled up by the user at the time of uploading the image. With this, image can be easily identifiable by the user and recognition of the user among other users also increases. With image source given along with the image description, user can visit if he/she wants more information about the image. This is how the image search accuracy is increased to get relevant image search results to the user search query. References [1] Hanhoon Kang, Seong Joon Yoo, Dongil Han, Modeling Web Crawler Wrappers to Collect User Reviews on Shopping Mall with Various Hierarchical Tree Structure, IEEE, 2009 International Conference on Web Information Systems and Mining. [2] Ming-sheng Zhao, Peng Zhu*, Tian-chi He, An Intelligent Topic Web Crawler Based on DTB, IEEE, 2010 International Conference on Web Information Systems and Mining. [3] Guo Guohong, Wei Wei, Video Semantic Information Architecture Based on Web Crawlers, IEEE, 978-1-4244-7255- 0/11/$26.00 2011 IEEE. [4] Manuel Álvarez, Juan Raposo, Alberto Pan, Fidel Cacheda, Fernando Bellas, Víctor Carneiro, DeepBot: A Focused Crawler for Accessing Hidden Web Content DEECS 2007, June 12, 2007. San Diego, California, 1151 P a g e

USA Copyright 2007 ACM 978-1-59593-856-5/07/06... $5.00. [5] WEN-XUE TAO, WAN-LI ZUO, QUERY- SENSITIVE SELF-ADAPTABLE WEB PAGE RANKING ALGORITHM, IEEE, Proceedings of the Second International Conference on Machine Learning and Cybernetics, Xi, 2-5 November 2003. [6] Shiguang Ju, Zheng Wang, Xia Lv, Improvement of Page Ranking Algorithm Based on Timestamp and Link, IEEE, 2008 International Symposiums on Information Processing. [7] Dieu-Thu Le, Cam-Tu Nguyen, Quang- Thuy Ha, Xuan-Hieu Phan, Susumu Horiguchi, Matching and Ranking with Hidden Topics towards Online Contextual Advertising, 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology. [8] J.Anitha Josephine, S.Sathiyadevi, Ontology Based Relevance Criteria for Semantic Web Search Engine, 978-1-4244-8679- 3/11/$26.00 2011 IEEE. 1152 P a g e