International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Most Trusted Research Journal Since Year 2012

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


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

51 PDF Views | 26 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Face Recognition'

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 9, September 2015

Pages: 1502 - 1506

An Effective Technique for Matching Facial Composite to Mugshots using Face Sketch System

Vinayak P P, Nahala M A

Share this article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 5 Issue 5, May 2016

Pages: 2345 - 2351

Hidden Markovian Model Combined with Dynamic Mode Decomposition for Detecting Deception in Videos

Shyama V S, Mary Linda P A

Share this article

Comparative Studies, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 2589 - 2593

A Comparative Study on PCA and KPCA Methods for Face Recognition

Mohammad Mohsen Ahmadinejad, Elizabeth Sherly

Share this article

Comparative Studies, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 1107 - 1110

Comparative Study of PCA and LDA

Chetana Narkhede, Uma Nagaraj

Share this article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 3, March 2016

Pages: 1968 - 1973

Face Recognition Revisited on Pose, Alignment, Color, Illumination and Expression-PyTen

Mugdha Tripathi

Share this article



Similar Articles with Keyword 'Eigen Vectors'

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

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 'PCA'

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2369 - 2371

Analysis on PLSR in Contrast with PCR

Abhimanyu Kumar

Share this article

Comparative Studies, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 2589 - 2593

A Comparative Study on PCA and KPCA Methods for Face Recognition

Mohammad Mohsen Ahmadinejad, Elizabeth Sherly

Share this article

Comparative Studies, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 1107 - 1110

Comparative Study of PCA and LDA

Chetana Narkhede, Uma Nagaraj

Share this article

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

Pages: 2277 - 2280

Image Compression Methods using Dimension Reduction and Classification through PCA and LDA: A Review

Khushboo Kumar Sahu, Prof. K. J. Satao

Share this article

Survey Paper, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016

Pages: 1254 - 1257

A Literature Survey on Various Methods used for Metal Defects Detection Using Image Segmentation

M. H. Thasin Fouzia, Dr. K. Nirmala

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 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 4 Issue 9, September 2015

Pages: 1617 - 1620

Euclidean Distance Based Text Line Extraction and Skew Correction

Neha, Apoorva Arora

Share this article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 3, March 2015

Pages: 1415 - 1418

Reducing Semantic Gap in Image Retrieval by Integrating High Level Query and Low Level Facial Features

Anusree B S

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 12, December 2014

Pages: 681 - 684

An Evaluation of Projection Based Multiplicative Data Perturbation for KNN Classification

Bhupendra Kumar Pandya, Umesh Kumar Singh, Keerti Dixit

Share this article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 8, August 2016

Pages: 899 - 902

Investigation into Reliable and Efficient Biometrics Techniques

Ambuj

Share this article
Top