Fisher discriminant analysis with kernels

Mika Sirén, Gunnar Rätsch, Jason Weston, Bernhard Schölkopf, K.R. Mullers

Type: Article

Publication Date: 2003-01-20

Citations: 2635

DOI: https://doi.org/10.1109/nnsp.1999.788121

Similar Works

Action	Title	Year	Authors
+	kfda: Kernel Fisher Discriminant Analysis	2017
+	Fisher Discriminant with Asymmetric Kernel	2005	Naoya Koide Yukihiko Yamashita
+	A review of kernel Fisher discriminant analysis for statistical classification	2005	N. Louw S. J. Steel
+	Invariant Feature Extraction and Classification in Kernel Spaces	1999	Sebastian Mika Gunnar Rätsch Jason Weston Bernhard Schölkopf Alex Smola Klaus‐Robert Müller
+	A Bayesian Kernel logistic discriminant model: an improvement to the Kernel Fisher's discriminant	2008	Riadh Ksantini Djemel Ziou Bernard Colin François Dubeau
+	Linear and Quadratic Discriminant Analysis: Tutorial	2019	Benyamin Ghojogh Mark Crowley
+	Constructing descriptive and discriminative nonlinear features: Rayleigh coefficients in kernel feature spaces	2003	Mika Sirén Gunnar Rätsch Jason Weston Bernhard Schölkopf Alexander J. Smola K. Müller
+	Fisher Discriminant Analysis	2023	Benyamin Ghojogh Mark Crowley Fakhri Karray Ali Ghodsi
+	Fisher and Kernel Fisher Discriminant Analysis: Tutorial	2019	Benyamin Ghojogh Fakhri Karray Mark Crowley
+ PDF Chat	On the equivalence of Kernel Fisher discriminant analysis and Kernel Quadratic Programming Feature Selection	2011	Irene Rodríguez-Luján C. Santa Cruz Ramón Huerta
+	Scalable Kernel Learning via the Discriminant Information	2019	Mert Al Zejiang Hou Sun‐Yuan Kung
+ PDF Chat	Scalable Kernel Learning Via the Discriminant Information	2020	Mert Al Zejiang Hou Sun‐Yuan Kung
+	Fisher and Kernel Fisher Discriminant Analysis: Tutorial.	2019	Benyamin Ghojogh Fakhri Karray Mark Crowley
+	A Non-parametric Fisher Kernel	2021	Pau Figuera Pablo G. Bringas
+	Fisher Discriminant Analysis (Linear Discriminant Analysis)	2004	Nello Cristianini
+	Fisher’s Linear Discriminant	2020	Jianxin Wu
+	Relation between kernel CCA and kernel FDA	2006	Makoto Yamada Ali Pezeshki M.R. Azimi-Sadjadi
+ PDF Chat	Unequal Covariance Awareness for Fisher Discriminant Analysis and Its Variants in Classification	2022	Thi Thu Hien Nguyen Quang Minh Le Son N. T. Tu Binh T. Nguyen
+	Unequal Covariance Awareness for Fisher Discriminant Analysis and Its Variants in Classification	2022	Thu Nguyen Quang Minh Le Son N. T. Tu Binh T. Nguyen
+	Complete Kernal Fisher Discrimination Analysis	2011	David Zhang Xiao‐Yuan Jing Jian Yang

Works That Cite This (293)

Action	Title	Year	Authors
+ PDF Chat	Distance estimation in numerical data sets with missing values	2013	Emil Eirola Gauthier Doquire Michel Verleysen Amaury Lendasse
+	Dimensionality Reduction Based on Group-Based Tensor Model for Hyperspectral Image Classification	2016	Jinliang An Xiangrong Zhang Licheng Jiao
+	Large-Scale Nyström Kernel Matrix Approximation Using Randomized SVD	2014	Mu Li Wei Bi James T. Kwok Bao‐Liang Lu
+	The Effects of Data Imputation on Covariance and Inverse Covariance Matrix Estimation	2024	Tuan L. Vo Quan Huu Thu Nguyen Pål Halvorsen Michael A. Riegler Binh T. Nguyen
+ PDF Chat	A maximum uncertainty LDA-based approach for limited sample size problems - with application to face recognition	2006	Carlos Eduardo Thomaz Edson C. Kitani Duncan Gillies
+	An Optimal Witness Function for Two-Sample Testing.	2021	Jonas M. Kübler Wittawat Jitkrittum Bernhard Schölkopf Krikamol Muandet
+	Robust kernel principal component analysis and classification	2010	Michiel Debruyne Tim Verdonck
+	Classification accuracy as a proxy for two sample testing	2016	Ilmun Kim Aaditya Ramdas Aarti Singh Larry Wasserman
+	A modified interval type-2 fuzzy C-means algorithm with application in MR image segmentation	2013	Cunyong Qiu Jian Xiao Long Yu Lu Han Muhammad Naveed Iqbal
+	Riemannian Stein Variational Gradient Descent for Bayesian Inference	2017	Chang Liu Jun Zhu

Works Cited by This (3)

Action	Title	Year	Authors
+ PDF Chat	Regularized Discriminant Analysis	1989	Jerome H. Friedman
+	Flexible Discriminant Analysis by Optimal Scoring	1994	Trevor Hastie Robert Tibshirani Andreas Buja
+ PDF Chat	Regularized Discriminant Analysis	1989	Jerome H. Friedman