PCA versus LDA

Martinez, A.M., Kak, A.C.·2001·IEEE Transactions on Pattern Analysis and Machine Intelligence
DOI 10.1109/34.908974

Cited by (1,000)

Items 101–200 of 1,000

  1. Gabor-Based Kernel Partial-Least-Squares Discrimination Features for Face Recognition
    Vitomir Štruc, Nikola Pavešić · 2009 · Informatica
  2. 2D-LPP: A two-dimensional extension of locality preserving projections
    Si-Bao Chen, Haifeng Zhao, Min Kong, Bin Luo · 2006 · Neurocomputing
  3. Chemometric applications to assess quality and critical parameters of virgin and extra-virgin olive oil. A review
    Ana María Gómez‐Caravaca, Rubén Mariano Maggio, Lorenzo Cerretani · 2016 · Analytica Chimica Acta
  4. A Least-Squares Framework for Component Analysis
    Fernando De la Torre · 2011 · IEEE Transactions on Pattern Analysis and Machine Intelligence
  5. Multiple sensors on pulsed eddy-current detection for 3-D subsurface crack assessment
    Gui Yun Tian, Ali Sophian, DAVID J. TAYLOR, John Rudlin · 2005 · IEEE Sensors Journal
  6. Revisiting Linear Discriminant Techniques in Gender Recognition
    Juan Bekios-Calfa, José M. Buenaposada, Luis Baumela · 2010 · IEEE Transactions on Pattern Analysis and Machine Intelligence
  7. Eigenspace-Based Face Recognition: A Comparative Study of Different Approaches
    Javier Ruíz-del-Solar, Pedro Navarrete · 2005 · IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews)
  8. An Accelerometer-Based Digital Pen With a Trajectory Recognition Algorithm for Handwritten Digit and Gesture Recognition
    Jeen-Shing Wang, Fang-Chen Chuang · 2011 · IEEE Transactions on Industrial Electronics
  9. Bounded activation functions for enhanced training stability of deep neural networks on visual pattern recognition problems
    Shan Sung Liew, Mohamed Khalil-Hani, Rabia Bakhteri · 2016 · Neurocomputing
  10. Combining reconstructive and discriminative subspace methods for robust classification and regression by subsampling
    Sanja Fidler, Danijel Skočaj, A. Leonardis · 2006 · IEEE Transactions on Pattern Analysis and Machine Intelligence
  11. Multi-resolution independent component analysis for high-performance tumor classification and biomarker discovery
    Henry Han, Xiaoli Li · 2011 · BMC Bioinformatics
  12. Using SVM based method for equipment fault detection in a thermal power plant
    Kai-Ying Chen, Long‐Sheng Chen, Mu‐Chen Chen, Chia-Lung Lee · 2010 · Computers in Industry
  13. Automated breast cancer detection in digital mammograms: A moth flame optimization based ELM approach
    Debendra Muduli, Ratnakar Dash, Banshidhar Majhi · 2020 · Biomedical Signal Processing and Control
  14. On the kernel Extreme Learning Machine classifier
    Alexandros Iosifidis, Anastasios Tefas, Ioannis Pitas · 2014 · Pattern Recognition Letters
  15. Linear Subspace Learning-Based Dimensionality Reduction
    Xudong Jiang · 2011 · IEEE Signal Processing Magazine
  16. Detecting driver drowsiness using feature-level fusion and user-specific classification
    Jaeik Jo, Sung Joo Lee, Kang Ryoung Park, Ig-Jae Kim, Jaihie Kim · 2013 · Expert Systems with Applications
  17. A Fuzzy Self-Constructing Feature Clustering Algorithm for Text Classification
    Jung-Yi Jiang, Ren-Jia Liou, Shie-Jue Lee · 2010 · IEEE Transactions on Knowledge and Data Engineering
  18. Age estimation via face images: a survey
    Raphael Angulu, Jules‐Raymond Tapamo, Aderemi O. Adewumi · 2018 · EURASIP Journal on Image and Video Processing
  19. Recognition of Affect Based on Gait Patterns
    Michelle E. Karg, Kolja Kühnlenz, MARTIN J. BUSS · 2010 · IEEE Transactions on Systems Man and Cybernetics Part B (Cybernetics)
  20. Low-Rank Preserving Projections
    Yuwu Lu, Zhihui Lai, Yong Dong Xu, Xuelong Li, David D. Zhang, Chun Yuan · 2015 · IEEE Transactions on Cybernetics
  21. Bearing Fault Diagnosis Based on Statistical Locally Linear Embedding
    Xiang Wang, Yuan Guang Zheng, Zhenzhou Zhao, Jinping Wang · 2015 · Sensors
  22. On the Accuracy of Fault Detection and Separation in Permanent Magnet Synchronous Machines Using MCSA/MVSA and LDA
    Haddad, Reemon Z., Strangas, Elias G. · 2016 · IEEE Transactions on Energy Conversion
  23. Principal components analysis and track quality index: A machine learning approach
    Ahmed Lasisi, Nii Attoh-Okine · 2018 · Transportation Research Part C Emerging Technologies
  24. MRI brain cancer classification using hybrid classifier (SVM-KNN)
    Ketan Machhale, Hari Babu Nandpuru, Vivek Kapur, Laxmi Kosta · 2015 · International Conference on Industrial Instrumentation and Control
  25. Gait Recognition Using Image Self-Similarity
    Chiraz BenAbdelkader, Ross Cutler, Larry Steven Davis · 2004 · EURASIP Journal on Advances in Signal Processing
  26. Graph-optimized locality preserving projections
    Limei Zhang, Lishan Qiao, Songcan Chen · 2010 · Pattern Recognition
  27. Bearing Defect Classification Based on Individual Wavelet Local Fisher Discriminant Analysis with Particle Swarm Optimization
    Mien Van, Hee‐Jun Kang · 2015 · IEEE Transactions on Industrial Informatics
  28. A group incremental feature selection for classification using rough set theory based genetic algorithm
    Asit Kumar Das, Shampa Sengupta, Siddhartha Bhattacharyya · 2018 · Applied Soft Computing
  29. Review of classical dimensionality reduction and sample selection methods for large-scale data processing
    Xinzheng Xu, Tianming Liang, Jiong Zhu, Dong Zheng, Tongfeng Sun · 2018 · Neurocomputing
  30. Machine recognition and representation of neonatal facial displays of acute pain
    Sheryl Brahnam, Chao-Fa Chuang, Frank Y. Shih, Melinda R. Slack · 2005 · Artificial Intelligence in Medicine
  31. Two-stage plant species recognition by local mean clustering and Weighted sparse representation classification
    Shanwen Zhang, Haoxiang Wang, Wenzhun Huang · 2017 · Cluster Computing
  32. Learning to propagate labels on graphs: An iterative multitask regression framework for semi-supervised hyperspectral dimensionality reduction
    Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Jian Xu, Xiao Xiang Zhu · 2019 · ISPRS Journal of Photogrammetry and Remote Sensing
  33. Application of Internet of Things and artificial intelligence for smart fitness: A survey
    Alireza Farrokhi, Reza Farahbakhsh, Javad Rezazadeh, Roberto Minerva · 2021 · Computer Networks
  34. Robust non-negative matrix factorization
    Lijun Zhang, Zhengguang Chen, Miao Zheng, Xiaofei He · 2011 · Frontiers of Electrical and Electronic Engineering in China
  35. Using the idea of the sparse representation to perform coarse-to-fine face recognition
    Yong Dong Xu, Qi Zhu, Zizhu Fan, David D. Zhang, Jian‐Xun Mi, Zhihui Lai · 2013 · Information Sciences
  36. Dimensionality Reduction and Classification of Hyperspectral Images Using Ensemble Discriminative Local Metric Learning
    Yanni Dong, Bo Du, Liangpei Zhang, Lefei Zhang · 2017 · IEEE Transactions on Geoscience and Remote Sensing
  37. Hyperspectral Anomaly Detection via a Sparsity Score Estimation Framework
    Rui Zhao, Bo Du, Liangpei Zhang · 2017 · IEEE Transactions on Geoscience and Remote Sensing
  38. Hyperspectral dimensionality reduction for biophysical variable statistical retrieval
    Juan Pablo Rivera-Caicedo, Jochem Verrelst, Jordi Muñoz-Marı́, Gustau Camps‐Valls, J. Moreno · 2017 · ISPRS Journal of Photogrammetry and Remote Sensing
  39. “Lipidomics”: Mass spectrometric and chemometric analyses of lipids
    Zhuojun Wu, Giulia Ilaria Bagarolo, Sven Thoröe‐Boveleth, Joachim Jankowski · 2020 · Advanced Drug Delivery Reviews
  40. Vision-based method for detecting driver drowsiness and distraction in driver monitoring system
    Jaeik Jo, Sung Joo Lee, Jaihie Kim, Ho Gi Jung, Kang Ryoung Park · 2011 · Optical Engineering
  41. Bayes Optimality in Linear Discriminant Analysis
    Onur C. Hamsici, Aleix M. Martı́nez · 2008 · IEEE Transactions on Pattern Analysis and Machine Intelligence
  42. Fault detection, location and classification of a transmission line
    Debani Prasad Mishra, Papia Ray · 2017 · Neural Computing and Applications
  43. MRI brain cancer classification using Support Vector Machine
    Hari Babu Nandpuru, Suresh Salankar, Vibha Rajesh Bora · 2014 · IEEE Students Conference on Electrical, Electronics and Computer Science
  44. Facial expression recognition and synthesis based on an appearance model
    Bouchra Abboud, Franck Davoine, Mô Dang · 2004 · Signal Processing Image Communication
  45. Performance analysis of a new computer aided detection system for identifying lung nodules on chest radiographs
    Russell C. Hardie, Steven K. Rogers, Terry Wilson, Adam Rogers · 2007 · Medical Image Analysis
  46. Dimensionality Reduction and Feature Selection for Object-Based Land Cover Classification based on Sentinel-1 and Sentinel-2 Time Series Using Google Earth Engine
    Oliver Stromann, Andrea Nascetti, Osama A. Yousif, Yifang Ban A · 2019 · Remote Sensing
  47. Face recognition using Kernel-based Fisher Discriminant Analysis
    Qingshan Liu, Rui Huang, Hanqing Lu, Songde Ma · 2003 · International Conference on Automatic Face and Gesture Recognition
  48. Facial asymmetry quantification for expression invariant human identification
    Yanxi Liu, Karen L. Schmidt, Jeffrey F. Cohn, Sinjini Mitra · 2003 · Computer Vision and Image Understanding
  49. Enhanced Human Face Recognition Using LBPH Descriptor, Multi-KNN, and Back-Propagation Neural Network
    Mohannad Abuzneid, Ausif Mahmood · 2018 · IEEE Access
  50. Audiovisual Information Fusion in Human–Computer Interfaces and Intelligent Environments: A Survey
    Shankar T. Shivappa, Mohan Manubhai Trivedi, Bhaskar D. Rao · 2010 · Proceedings of the IEEE
  51. A novel adaptive cuckoo search algorithm for intrinsic discriminant analysis based face recognition
    Manoj Kumar Naik, Rutuparna Panda · 2015 · Applied Soft Computing
  52. Gabor-based kernel PCA with doubly nonlinear mapping for face recognition with a single face image
    Xudong Xie, Kin‐Man Lam · 2006 · IEEE Transactions on Image Processing
  53. Survey on graph embeddings and their applications to machine learning problems on graphs
    Ilya Makarov, Dmitrii Kiselev, Nikita Nikitinsky, Lovro Šubelj · 2021 · PeerJ Computer Science
  54. The Outcome of the 2022 Landslide4Sense Competition: Advanced Landslide Detection From Multisource Satellite Imagery
    Omid Ghorbanzadeh, Yonghao Xu, Hengwei Zhao, Junjue Wang, Yanfei Zhong, Dong Zhao, Qi Zang, Shuang Wang, Fahong Zhang, Yilei Shi et al. · 2022 · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
  55. Where are linear feature extraction methods applicable?
    Aleix M. Martı́nez, Manli Zhu · 2005 · IEEE Transactions on Pattern Analysis and Machine Intelligence
  56. IDR/QR: an incremental dimension reduction algorithm via QR decomposition
    Jieping Ye, Qi Li, Hui Xiong, H. Park, Ravi Janardan, V. Kumar · 2005 · IEEE Transactions on Knowledge and Data Engineering
  57. Feature extraction using constrained maximum variance mapping
    Bo Li, De-Shuang Huang, Chao Wang, Kunhong Liu · 2008 · Pattern Recognition
  58. An Integrated Class-Imbalanced Learning Scheme for Diagnosing Bearing Defects in Induction Motors
    Roozbeh Razavi‐Far, Maryam Farajzadeh-Zanjani, Mehrdad Saif · 2017 · IEEE Transactions on Industrial Informatics
  59. Features versus Context: An Approach for Precise and Detailed Detection and Delineation of Faces and Facial Features
    Liya Ding, Aleix M. Martı́nez · 2010 · IEEE Transactions on Pattern Analysis and Machine Intelligence
  60. A Comprehensive Survey on ECG Signals as New Biometric Modality for Human Authentication: Recent Advances and Future Challenges
    Anthony Ngozichukwuka Uwaechia, Dzati Athiar Ramli · 2021 · IEEE Access
  61. A k-nearest-neighbor classifier with heart rate variability feature-based transformation algorithm for driving stress recognition
    Jeen-Shing Wang, Che‐Wei Lin, Ya-Ting Carolyn Yang · 2012 · Neurocomputing
  62. Secure open source collaboration
    Andrew Meneely, Laurie A. Williams · 2009 · ACM SIGSAC Conference on Computer and Communications Security (CCS)
  63. Facial Expression Recognition Based on 3D Dynamic Range Model Sequences
    Yi Sun, Lijun Yin · 2008 · Lecture notes in computer science
  64. Wafer Defect Pattern Recognition and Analysis Based on Convolutional Neural Network
    Naigong Yu, Qiao Xu, Honglu Wang · 2019 · IEEE Transactions on Semiconductor Manufacturing
  65. ResMorCNN Model: Hyperspectral Images Classification Using Residual-Injection Morphological Features and 3DCNN Layers
    Mohammad Reza Esmaeili, Dariush Abbasi‐Moghadam, Alireza Sharifi, Aqil Tariq, Qingting Li · 2023 · IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
  66. Discriminative Analysis of Lip Motion Features for Speaker Identification and Speech-Reading
    Hasan Ertan Çetingül, Y. Yemez, Engin Erzin, Ahmet Murat Tekalp · 2006 · IEEE Transactions on Image Processing
  67. Validation of PCA and LDA for SAR ATR
    Amit Kumar Mishra · 2008 · IEEE Region 10 Conference (TENCON)
  68. Machine assessment of neonatal facial expressions of acute pain
    Sheryl Brahnam, Chao-Fa Chuang, Randall S. Sexton, Frank Y. Shih · 2006 · Decision Support Systems
  69. Computer-Aided Prostate Cancer Diagnosis From Digitized Histopathology: A Review on Texture-Based Systems
    CLARA M. MOSQUERA-LOPEZ, Sos С. Agaian, Alejandro Vélez Hoyos, Ian Murchie Thompson · 2014 · IEEE Reviews in Biomedical Engineering
  70. A Review of Fault Diagnosing Methods in Power Transmission Systems
    Ali Raza, Abdeldjabar Benrabah, Thamer‎ Alquthami, Muhammad Akmal · 2020 · Applied Sciences
  71. Learning Robust Discriminant Subspace Based on Joint L₂,ₚ- and L₂,ₛ-Norm Distance Metrics
    Liyong Fu, Zechao Li, Qiaolin Ye, Hang Yin, Qingwang Liu, Xiaobo Chen, Xijian Fan, Wankou Yang, Guowei Yang · 2020 · IEEE Transactions on Neural Networks and Learning Systems
  72. Optimal linear representations of images for object recognition
    Xiuwen Liu, Anuj Srivastava, Kyle A. Gallivan · 2004 · IEEE Transactions on Pattern Analysis and Machine Intelligence
  73. Graph Embedded Extreme Learning Machine
    Alexandros Iosifidis, Anastasios Tefas, Ioannis Pitas · 2015 · IEEE Transactions on Cybernetics
  74. Preprocessing, classification modeling and feature selection using flow injection electrospray mass spectrometry metabolite fingerprint data
    David Pierre Enot, Wanchang Lin, Manfred Beckmann, David Parker, David P. Overy, John Draper · 2008 · Nature Protocols
  75. Multiple view semi-supervised dimensionality reduction
    Chenping Hou, Changshui Zhang, Yi Wu, Feiping Nie · 2009 · Pattern Recognition
  76. Face recognition based on multi-class mapping of Fisher scores
    Ling Chen, Hong Man, Ara Nefian · 2005 · Pattern Recognition
  77. Yawning Detection for Monitoring Driver Fatigue
    Xiao Fan, Baocai Yin, Yanfeng Sun · 2007 · International Conference on Machine Learning and Cybernetics
  78. Fuzzy Spectral and Spatial Feature Integration for Classification of Nonferrous Materials in Hyperspectral Data
    Artzai Picón, Ovidiu Ghita, Paul F. Whelan, Pedro Iriondo · 2009 · IEEE Transactions on Industrial Informatics
  79. Motor Imagery Classification Based on Bilinear Sub-Manifold Learning of Symmetric Positive-Definite Matrices
    Xiaofeng Xie, Zhu Liang Yu, Haiping Lu, Zhenghui Gu, Yuanqing Li · 2016 · IEEE Transactions on Neural Systems and Rehabilitation Engineering
  80. Gabor filter-based hand-pose angle estimation for hand gesture recognition under varying illumination
    Deng-Yuan Huang, Wu-Chih Hu, Sung-Hsiang Chang · 2010 · Expert Systems with Applications
  81. A Modified Backpropagation Learning Algorithm With Added Emotional Coefficients
    Adnan Khashman · 2008 · IEEE Transactions on Neural Networks
  82. Automatic Modulation Recognition Using Wavelet Transform and Neural Networks in Wireless Systems
    Kaïs Hassan, Iyad Dayoub, Walaa Hamouda, Marion Berbineau · 2010 · EURASIP Journal on Advances in Signal Processing
  83. Learning Regularized LDA by Clustering
    Yanwei Pang, Shuang Wang, Yuan Yuan · 2014 · IEEE Transactions on Neural Networks and Learning Systems
  84. Critical-to-Fault-Degradation Variable Analysis and Direction Extraction for Online Fault Prognostic
    Chunhui Zhao, Furong Gao · 2016 · IEEE Transactions on Control Systems Technology
  85. Joint and Progressive Subspace Analysis (JPSA) With Spatial–Spectral Manifold Alignment for Semisupervised Hyperspectral Dimensionality Reduction
    Danfeng Hong, Naoto Yokoya, Jocelyn Chanussot, Jian Xu, Xiao Xiang Zhu · 2020 · IEEE Transactions on Cybernetics
  86. Semi-supervised local multi-manifold Isomap by linear embedding for feature extraction
    Yan Zhang, Zhao Zhang, Jie Qin, Li Zhang, Bing Li, Fanzhang Li · 2017 · Pattern Recognition
  87. Face recognition using recursive Fisher linear discriminant
    Cheng Xiang, Xiaoxuan Fan, Teng Hong Lee · 2006 · IEEE Transactions on Image Processing
  88. A New Formulation of Linear Discriminant Analysis for Robust Dimensionality Reduction
    Haifeng Zhao, Zheng Wang, Feiping Nie · 2018 · IEEE Transactions on Knowledge and Data Engineering
  89. A REVIEW OF FACE RECOGNITION METHODS
    M. Parisa Beham, S. Mohamed Mansoor Roomi · 2013 · International Journal of Pattern Recognition and Artificial Intelligence
  90. Face recognition using transform domain feature extraction and PSO-based feature selection
    N. L. Ajit Krisshna, V. K. Deepak, K. Manikantan, S. Ramachandran · 2014 · Applied Soft Computing
  91. Generalizing Common Tasks in Automated Skin Lesion Diagnosis
    Paul Wighton, T. K. Lee, Harvey Lui, David I. McLean, M. Stella Atkins · 2011 · IEEE Transactions on Information Technology in Biomedicine
  92. Gabor filter bank with deep autoencoder based face recognition system
    Rabah Hammouche, Abdelouahab Attıa, Samir Akhrouf, Zahid Akhtar · 2022 · Expert Systems with Applications
  93. Graph Embedded Analysis for Head Pose Estimation
    Yun Fu, Thomas S. Huang · 2006 · International Conference on Automatic Face and Gesture Recognition
  94. Robust L1-norm two-dimensional linear discriminant analysis
    Chun‐Na Li, Yuan‐Hai Shao, Nai-Yang Deng · 2015 · Neural Networks
  95. Supervised Band Selection Using Local Spatial Information for Hyperspectral Image
    Xianghai Cao, Tao Xiong, Licheng Jiao · 2016 · IEEE Geoscience and Remote Sensing Letters
  96. Generalized Multi-View Embedding for Visual Recognition and Cross-Modal Retrieval
    Guanqun Cao, Alexandros Iosifidis, Ke Chen, Moncef Gabbouj · 2017 · IEEE Transactions on Cybernetics
  97. Survey:Time-series data preprocessing: A survey and an empirical analysis
    Amal Tawakuli, Bastian Havers, Vincenzo Massimiliano Gulisano, Daniel Kaiser, Thomas Engel · 2024 · Journal of Engineering Research
  98. Discriminatively regularized least-squares classification
    Hui Xue, Songcan Chen, Qiang Yang · 2008 · Pattern Recognition
  99. A review of monolithic multichannel quartz crystal microbalance: A review
    Adisorn Tuantranont, Anurat Wisitsoraat, Pornpimol Sritongkham, Kata Jaruwongrungsee · 2010 · Analytica Chimica Acta
  100. Alternative Metodology for Gold Nanoparticles Diameter Characterization Using PCA Technique and UV-VIS Spectrophotometry
    Juan Carlos Martínez-Espinosa, Nayem Amtanus Chequer, J. L. González, Teodoro Córdova–Fraga · 2013 · Nanoscience and Nanotechnology