2005 Special issue: Incremental learning of feature space and classifier for face recognition
Neural Networks - 2005 Special issue: IJCNN 2005
Evolving fuzzy classifiers using different model architectures
Fuzzy Sets and Systems
Affine-invariant contours recognition using an incremental hybrid learning approach
Pattern Recognition Letters
Fast algorithm for updating the discriminant vectors of dual-space LDA
IEEE Transactions on Information Forensics and Security
Boosted online learning for face recognition
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A multitask learning model for online pattern recognition
IEEE Transactions on Neural Networks
Curiosity driven incremental LDA agent active learning
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
An incremental learning algorithm of recursive Fisher linear discriminant
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Adaptive incremental principal component analysis in nonstationary online learning environments
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Towards incremental classifier fusion
Intelligent Data Analysis
Incremental two-dimensional linear discriminant analysis with applications to face recognition
Journal of Network and Computer Applications
A novel incremental linear discriminant analysis for multitask pattern recognition problems
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Incremental principal component analysis based on adaptive accumulation ratio
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Burst detection from multiple data streams: a network-based approach
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Efficient update of the covariance matrix inverse in iterated linear discriminant analysis
Pattern Recognition Letters
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
On dynamic soft dimension reduction in evolving fuzzy classifiers
IPMU'10 Proceedings of the Computational intelligence for knowledge-based systems design, and 13th international conference on Information processing and management of uncertainty
A fast incremental kernel principal component analysis for online feature extraction
PRICAI'10 Proceedings of the 11th Pacific Rim international conference on Trends in artificial intelligence
On-line incremental feature weighting in evolving fuzzy classifiers
Fuzzy Sets and Systems
Robust ensemble learning for mining noisy data streams
Decision Support Systems
Online error correcting output codes
Pattern Recognition Letters
Incremental Linear Discriminant Analysis Using Sufficient Spanning Sets and Its Applications
International Journal of Computer Vision
Convergence proof of matrix dynamics for online linear discriminant analysis
Journal of Multivariate Analysis
Active learning with the furthest nearest neighbor criterion for facial age estimation
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
Radial Basis Function Network for Multitask Pattern Recognition
Neural Processing Letters
Journal of Biomedical Informatics
Least squares online linear discriminant analysis
Expert Systems with Applications: An International Journal
Fast and robust face recognition for incremental data
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Robust visual tracking via incremental maximum margin criterion
ISNN'06 Proceedings of the Third international conference on Advnaces in Neural Networks - Volume Part II
An incremental linear discriminant analysis using fixed point method
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Incremental complete LDA for face recognition
Pattern Recognition
A novel supervised dimensionality reduction algorithm for online image recognition
PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
Incremental face recognition for large-scale social network services
Pattern Recognition
Incremental learning of complete linear discriminant analysis for face recognition
Knowledge-Based Systems
Editors Choice Article: I2VM: Incremental import vector machines
Image and Vision Computing
Statistical Analysis and Data Mining
WCCI'12 Proceedings of the 2012 World Congress conference on Advances in Computational Intelligence
Data stream classification with artificial endocrine system
Applied Intelligence
Dynamic topography information landscapes: an incremental approach to visual knowledge discovery
DaWaK'12 Proceedings of the 14th international conference on Data Warehousing and Knowledge Discovery
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part II
Online annotation of faces in personal videos by sequential learning
Multimedia Tools and Applications
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This paper presents a constructive method for deriving an updated discriminant eigenspace for classification when bursts of data that contains new classes is being added to an initial discriminant eigenspace in the form of random chunks. Basically, we propose an incremental linear discriminant analysis (ILDA) in its two forms: a sequential ILDA and a Chunk ILDA. In experiments, we have tested ILDA using datasets with a small number of classes and small-dimensional features, as well as datasets with a large number of classes and large-dimensional features. We have compared the proposed ILDA against the traditional batch LDA in terms of discriminability, execution time and memory usage with the increasing volume of data addition. The results show that the proposed ILDA can effectively evolve a discriminant eigenspace over a fast and large data stream, and extract features with superior discriminability in classification, when compared with other methods.