International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Open Access | Fully Refereed | Peer Reviewed

ISSN: 2319-7064


Downloads: 98

Survey Paper | Computer Science & Engineering | India | Volume 3 Issue 12, December 2014


Knowledge Fusion Technique Using Classifier Ensemble by Combining the Sets of Classification Rules

Jaydeep B. Patil, Vaishali Nandedkar


Abstract: The task of data fusion is to identify the true values of data items (e. g. , the true date of birth for Shivaji Maharaj) among multiple observed values drawn from different sources (e. g. , Web sites) of varying reliability. The task of extracting knowledge from sample data is divided into a number of subtasks in case of machine learning applications. At some point, there is necessity to fuse or to combine the knowledge. And this knowledge is now contained in a number of classifiers in order to apply it to new data. It is impossible to exchange the raw data because of a limited communication bandwidth. Also, a central unit would constitute a single point of failure. In other data mining applications, knowledge extraction is split into subtasks due to memory or runtime limitations. Again, locally extracted knowledge must be consolidated later and quite often, the communication overhead should be low. Extracting information from multiple, possibly conicting, data sources, and reconciling the values so the true values can be stored in a central data repository, is a problem of vital importance to the database and knowledge management communities.


Keywords: Probabilistic logic, Bayesian methods, Covariance matrix, Knowledge engineering, Training, Data mining, classifier fusion, probabilistic classifier, Knowledge fusion, generative classifier, Coordinate measuring machines, Bayesian techniques, data mining


Edition: Volume 3 Issue 12, December 2014,


Pages: 528 - 532


How to Cite this Article?

Jaydeep B. Patil, Vaishali Nandedkar, "Knowledge Fusion Technique Using Classifier Ensemble by Combining the Sets of Classification Rules", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=SUB14432, Volume 3 Issue 12, December 2014, 528 - 532

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'Covariance matrix'

Downloads: 101

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 1054 - 1058

Colour Extended Visual Cryptography based on MKGED

T. Anuradha, Dr. K. Usha Rani

Share this Article

Downloads: 108

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 897 - 899

Removal of PCA Based Estimated Noise in Processed Images

Neethu Mohan

Share this Article

Similar Articles with Keyword 'Knowledge engineering'

Downloads: 69 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Survey Paper, Computer Science & Engineering, India, Volume 9 Issue 12, December 2020

Pages: 890 - 894

A Survey on Types of Crawlers and Web Searching Algorithms

T. Yogameera, Dr. D. Shanthi

Share this Article

Downloads: 107

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 10, October 2015

Pages: 2041 - 2047

Adaptive Analysis of Knowledge Engineering and Pattern Recognition on Medical Data

Jani Basha, Dasari. Rajesh

Share this Article

Similar Articles with Keyword 'Training'

Downloads: 87 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 10, October 2020

Pages: 1626 - 1628

Image Noise Reduction with Autoencoder using Tensor Flow

Jai Sehgal, Dr Yojna Arora

Share this Article

Downloads: 3

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 9, September 2021

Pages: 450 - 455

Introduction to Human Computer Interaction

Aitham Suhas

Share this Article

Similar Articles with Keyword 'Data mining'

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 8, August 2021

Pages: 1068 - 1070

Predicting the Course Knowledge Level of Students using Data Mining Techniques

Thapaswini P S

Share this Article

Downloads: 67 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1669 - 1672

Random Forest Based Heart Disease Prediction

Adeen, Preeti Sondhi

Share this Article

Similar Articles with Keyword 'data mining'

Downloads: 1 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 8, August 2021

Pages: 1068 - 1070

Predicting the Course Knowledge Level of Students using Data Mining Techniques

Thapaswini P S

Share this Article

Downloads: 67 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021

Pages: 1669 - 1672

Random Forest Based Heart Disease Prediction

Adeen, Preeti Sondhi

Share this Article

Similar Articles with Keyword 'Probabilistic'

Downloads: 40

Research Paper, Computer Science & Engineering, China, Volume 9 Issue 4, April 2020

Pages: 1544 - 1554

Recent Developments on Probabilistic Graphical Model Applied in Data Analysis

Kan'Sam Nadjak, Guisheng Yin

Share this Article

Downloads: 80

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014

Pages: 2450 - 2452

A Review of Random Based Mobility Model for AODV and DSDV MANETs Routing Protocols

Sunita, Sunil Makkar

Share this Article

Similar Articles with Keyword 'logic'

Downloads: 1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021

Pages: 1017 - 1020

Human Computer Interface for Physically Impaired

Aayush Bhansali, Shivani Vhatkar, Shamoil Arsiwala, Aditi Srivastava, M. K. Nivangune

Share this Article

Downloads: 3

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021

Pages: 1118 - 1123

Music Recommendation System

Nipun Prakash Gupta, Durgesh Kumar

Share this Article

Similar Articles with Keyword 'Bayesian'

Downloads: 40

Research Paper, Computer Science & Engineering, China, Volume 9 Issue 4, April 2020

Pages: 1544 - 1554

Recent Developments on Probabilistic Graphical Model Applied in Data Analysis

Kan'Sam Nadjak, Guisheng Yin

Share this Article

Downloads: 108

Case Studies, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1987 - 1990

Improving Auto Bug Triage by Effective Data Reduction

Roshna V. Sangle, Rajendra D. Gawali

Share this Article

Similar Articles with Keyword 'methods'

Downloads: 1

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2267 - 2274

Two Accounts of Solitude in Online Communal Networks

Alla Venu Gopal, G. Srinivasa Reddy

Share this Article

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 2205 - 2207

A Survey of Generating Multi-Document Summarizations

Patil Ajita S., P. M. Mane

Share this Article

Similar Articles with Keyword 'Covariance'

Downloads: 82

Research Paper, Computer Science & Engineering, India, Volume 2 Issue 3, March 2013

Pages: 165 - 167

Statistical Analysis of DCT Coefficients for Ascertaining Ears Biometrics

Nisha, Jatinder Kansal, JPS Raina

Share this Article

Downloads: 101

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014

Pages: 1054 - 1058

Colour Extended Visual Cryptography based on MKGED

T. Anuradha, Dr. K. Usha Rani

Share this Article

Similar Articles with Keyword 'matrix'

Downloads: 65

Research Paper, Computer Science & Engineering, China, Volume 10 Issue 1, January 2021

Pages: 1165 - 1168

A Capsule Robot Attitude Transformation Perception Method based on Intestinal Fold Features

Chengcheng Yan, Yanping Hu

Share this Article

Downloads: 82

Research Paper, Computer Science & Engineering, India, Volume 2 Issue 3, March 2013

Pages: 165 - 167

Statistical Analysis of DCT Coefficients for Ascertaining Ears Biometrics

Nisha, Jatinder Kansal, JPS Raina

Share this Article

Similar Articles with Keyword 'Knowledge'

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 1789 - 1791

The Survey Paper on Importance of Integration of Knowledge Management and Business Intelligence

Vina Lomte, Saloni Shah

Share this Article

Downloads: 1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021

Pages: 1017 - 1020

Human Computer Interface for Physically Impaired

Aayush Bhansali, Shivani Vhatkar, Shamoil Arsiwala, Aditi Srivastava, M. K. Nivangune

Share this Article

Similar Articles with Keyword 'engineering'

Downloads: 1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 10, October 2021

Pages: 1137 - 1146

Time Series Visualization using Transformer for Prediction of Natural Catastrophe

Shivam Pandey, Mahek Jain

Share this Article

Downloads: 3

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 9, September 2021

Pages: 450 - 455

Introduction to Human Computer Interaction

Aitham Suhas

Share this Article
Top