Comparative Study of PCA and LDA
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

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

Comparative Study of PCA and LDA

Chetana Narkhede, Uma Nagaraj

Face recognition gains a lot of courtesy in recent years due to its various applications in our societies. In the appearance-based face recognition classical principal component analysis (PCA) and linear component analysis (LDA) algorithms are widely used. Small database marks the robust result of these algorithms principally. These algorithms are mainly used for feature point extraction and dimensionality reduction in 2D face recognition. We present a comparison of both the algorithms and combination of these two algorithms.

Keywords: Principle component analysis, linear discriminant analysis, face recognition, dimensionality reduction, Eigenfaces

Edition: Volume 4 Issue 4, April 2015

Pages: 1107 - 1110

Share this Article

How to Cite this Article?

Chetana Narkhede, Uma Nagaraj, "Comparative Study of PCA and LDA", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB152772, Volume 4 Issue 4, April 2015, 1107 - 1110

119 PDF Views | 97 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Principle component analysis'

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

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

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014

Pages: 1285 - 1288

Online Anomaly Detection under Over-sampling PCA

Y Srilakshmi, D Ratna Kishore

Share this Article

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

Pages: 10 - 14

An Ensemble Classification Framework to Evolving Data Streams

Naga Chithra Devi. R

Share this Article

M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 5 Issue 4, April 2016

Pages: 1625 - 1628

A Hybrid Non Blind Video Watermarking Scheme Based on DWPT and PCA

Shital Khaparde, Shanta Sondor

Share this Article

Similar Articles with Keyword 'linear discriminant analysis'

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 1532 - 1535

Analysis of Speech Signal with Linear and Quadratic Discriminant Analysis: A Fundamental Approach

Jeevant Singh Gaharwar, Samta Gajbhiye

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

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 4 Issue 6, June 2015

Pages: 834 - 837

Optimization of Image Compression Technique: Huffman Coding by Using PCDA

Rakhi Seth, Sanjivani Shantaiya

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1049 - 1052

Optimization of Huffman Encoding for Multiple Images Compression using PCDA

Khushboo Kumar Sahu, K. J. Satao

Share this Article

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 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 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 5 Issue 3, March 2016

Pages: 1968 - 1973

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

Mugdha Tripathi

Share this Article

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

Similar Articles with Keyword 'dimensionality reduction'

Review Papers, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 2450 - 2453

Image Classification Using Group Sparse Multiview Patch Alignment Framework Method

Ashok Kakad, Pandhrinath Ghonge

Share this Article

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

Pages: 1764 - 1769

Principal Component Analysis Based Classification Technique for Basmati Rice Grain Analysis

Rubi Kambo, Amit Yerpude

Share this Article

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

Pages: 1215 - 1218

Review on Intrusion Detection Using Fuzzy ARTMAP with Feature Selection Technique

Swati Sonawale, Roshani Ade

Share this Article

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

Pages: 820 - 824

Clustering Medical Data Using Subspace and Parallel Approximation Algorithm

B. Thenmozhi, P. Shanthi

Share this Article

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 3, March 2015

Pages: 1051 - 1054

An Efficient Network Intrusion Based on Decision Tree Classifier & K-Mean Clustering using Dimensionality Reduction

Vandna Malviya, Anurag Jain

Share this Article

Similar Articles with Keyword 'Eigenfaces'

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 4 Issue 6, June 2015

Pages: 971 - 975

Face Recognition Based Automated Attendance Management System using Principal Component Analysis

Aalam Gumber, Navneet Kaur

Share this Article
Top