Improvement in Recognition Rate by Using Linear Regression with Principal Component Analysis
International Journal of Science and Research (IJSR)

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

ISSN: 2319-7064

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

Improvement in Recognition Rate by Using Linear Regression with Principal Component Analysis

Tanvi Ahuja, Vinit Agarwal

In this paper we propose a face recognition system which use the combination of Regression and PCA (Principal Component Analysis). We use regression for classification of eigen vectors generated and PCA for extraction of facial features. The results obtained are more accurate than the previous approaches.

Keywords: Face Recognition, Eigen Vectors, PCA, Linear Regression, Euclidean Distance

Edition: Volume 3 Issue 11, November 2014

Pages: 647 - 650

Share this Article

How to Cite this Article?

Tanvi Ahuja, Vinit Agarwal, "Improvement in Recognition Rate by Using Linear Regression with Principal Component Analysis", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=OCT14894, Volume 3 Issue 11, November 2014, 647 - 650

158 PDF Views | 95 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Face Recognition'

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

Pages: 1891 - 1895

Image Normalization Robust using Histogram Equalization and Logarithm Transform Frequency DCT Coefficients for Illumination in Facial Images

Dr. V. S. Manjula

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014

Pages: 741 - 747

Face and Expression Recognition Using Local Directional Number Pattern

Gopu Prasoona, Dasu Vaman Ravi Prasad

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 8, August 2015

Pages: 1212 - 1215

A Novel Hybrid Face Recognition Algorithm Based On Neural Network with Fuzzy Sets

Raunil Singh, Kiran Gupta

Share this Article

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

Pages: 1103 - 1107

Recognition of 3D Frontal Face Images Using Local Ternary Patterns and MLDA Algorithm

Dr. T. Karthikeyan, T. K. Sumathi

Share this Article

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

Pages: 1716 - 1720

A Survey on Mining of Weakly Labeled Web Facial Images and Annotation

Tarang Boharupi, Pranjali Joshi

Share this Article

Similar Articles with Keyword 'Eigen Vectors'

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

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

Pages: 647 - 650

Improvement in Recognition Rate by Using Linear Regression with Principal Component Analysis

Tanvi Ahuja, Vinit Agarwal

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 2, February 2015

Pages: 1325 - 1329

A Novel Approach for Blurred and Noisy Face Image Recognition

Amith G K, Shreekumar. T

Share this Article

Similar Articles with Keyword 'PCA'

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 8, August 2015

Pages: 2016 - 2019

A Survey on Outlier Detection Methods

Rajani S Kadam, Prakash R Devale

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2040 - 2043

Improving Quality of Service in Cloud Based Networks with Software Defined Networks

Chinthagunta Mukundha

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 5 Issue 11, November 2016

Pages: 1892 - 1896

Review on Gait Recognition Using Artificial Intelligence

Drishty, Jasmeen Gill

Share this Article

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 5, May 2014

Pages: 1649 - 1654

Analysis of Edge Detection Techniques for Complex Background Images

Er. Sheffali Bamba

Share this Article

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 'Linear Regression'

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

Pages: 647 - 650

Improvement in Recognition Rate by Using Linear Regression with Principal Component Analysis

Tanvi Ahuja, Vinit Agarwal

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 8, August 2020

Pages: 973 - 977

Climate Change Analysis Using Machine Learning

Himanshu Vishwakarma

Share this Article

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

Pages: 1653 - 1655

Breast Cancer Diagnosis and Prediction Using Machine Learning Algorithm

Shilpa M, C. Nandini

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 6 Issue 10, October 2017

Pages: 234 - 238

Triple-Technique Diagnosis Using Machine Learned Classifiers

Siddhant Gada, Het Sheth, Meet Chheda, Ashwini Swain, Kriti Srivastava

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 1, January 2020

Pages: 247 - 248

Sonar Target Classification Problem: Machine Learning Models

Ritwick Ghosh

Share this Article

Similar Articles with Keyword 'Euclidean Distance'

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

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 5, May 2016

Pages: 994 - 997

Content Based Image Retrieval: Bone Age Assessment

Manjula Gururaj H, Dr. G. S. Nagaraja

Share this Article

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 12, December 2015

Pages: 2037 - 2039

Traffic Detection Using Tweets on Twitter Social Network

Supriya Bhosale, Sucheta Kokate

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014

Pages: 1177 - 1180

Facial Expression Recognition for Color Images Using Log Gabor filter and PCA

Shail Kumari Shah, Vineet Khanna

Share this Article

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

Pages: 647 - 650

Improvement in Recognition Rate by Using Linear Regression with Principal Component Analysis

Tanvi Ahuja, Vinit Agarwal

Share this Article
Top