518
Views
59
CrossRef citations to date
0
Altmetric
Original Articles

High-Dimensional Discriminant Analysis

, &
Pages 2607-2623 | Published online: 13 Oct 2007

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (3)

Erina Paul, Avid M. Afzal, Roland Brown, Shanshan Cao, Yushi Liu, Tatiana Matejovicova, Anupreet Porwal, Zhe Sun, Richard Baumgartner & Himel Mallick. (2024) A survey of Bayesian statistical methods in biomarker discovery and early clinical development. Communications in Statistics: Case Studies, Data Analysis and Applications 10:1, pages 67-93.
Read now
Li-Pang Chen. (2022) Nonparametric discriminant analysis with network structures in predictor. Journal of Statistical Computation and Simulation 92:18, pages 3836-3861.
Read now
Anthony Zullo, Mathieu Fauvel & Frédéric Ferraty. (2018) Experimental comparison of functional and multivariate spectral-based supervised classification methods in hyperspectral image. Journal of Applied Statistics 45:12, pages 2219-2237.
Read now

Articles from other publishers (56)

Justine Labory, Evariste Njomgue-Fotso & Silvia Bottini. (2024) Benchmarking feature selection and feature extraction methods to improve the performances of machine-learning algorithms for patient classification using metabolomics biomedical data. Computational and Structural Biotechnology Journal 23, pages 1274-1287.
Crossref
Niloofar Aslani Akhore Olyaei, Mojtaba Khazaei & Dariush Najarzadeh. (2024) The parsimonious Gaussian mixture models with partitioned parameters and their application in clustering. Statistical Methods & Applications.
Crossref
Mohammad Maghrour Zefreh, Muhammad Atiullah Saif, Domokos Esztergár-Kiss & Adam Torok. (2023) A data-driven decision support tool for public transport service analysis and provision. Transport Policy 135, pages 82-90.
Crossref
Junning Ma, Yue Guan, Fuguo Xing, Evgeni Eltzov, Yan Wang, Xu Li & Bowen Tai. (2023) Accurate and non-destructive monitoring of mold contamination in foodstuffs based on whole-cell biosensor array coupling with machine-learning prediction models. Journal of Hazardous Materials 449, pages 131030.
Crossref
Mauricio Argotty-Erazo, Antonio Blázquez-Zaballos, Carlos A. Argoty-Eraso, Leandro L. Lorente-Leyva, Nadia N. Sánchez-Pozo & Diego H. Peluffo-Ordóñez. (2023) A Novel Linear-Model-Based Methodology for Predicting the Directional Movement of the Euro-Dollar Exchange Rate. IEEE Access 11, pages 67249-67284.
Crossref
Mengrui Jiang, Giulia Pedrielli & Szu Hui Ng. (2022) Gaussian Processes for High-Dimensional, Large Data Sets: A Review. Gaussian Processes for High-Dimensional, Large Data Sets: A Review.
Alexandre Constantin, Mathieu Fauvel & Stéphane Girard. (2022) Mixture of multivariate Gaussian processes for classification of irregularly sampled satellite image time-series. Statistics and Computing 32:5.
Crossref
Jin Jin & Yue Wang. (2022) T2-DAG: a powerful test for differentially expressed gene pathways via graph-informed structural equation modeling. Bioinformatics 38:4, pages 1005-1014.
Crossref
Lucas Miranda, Riya Paul, Benno Pütz, Nikolaos Koutsouleris & Bertram Müller-Myhsok. (2021) Systematic Review of Functional MRI Applications for Psychiatric Disease Subtyping. Frontiers in Psychiatry 12.
Crossref
Helena Pelin, Marcus Ising, Frederike Stein, Susanne Meinert, Tina Meller, Katharina Brosch, Nils R. Winter, Axel Krug, Ramona Leenings, Hannah Lemke, Igor Nenadić, Stefanie Heilmann-Heimbach, Andreas J. Forstner, Markus M. Nöthen, Nils Opel, Jonathan Repple, Julia Pfarr, Kai Ringwald, Simon Schmitt, Katharina Thiel, Lena Waltemate, Alexandra Winter, Fabian Streit, Stephanie Witt, Marcella Rietschel, Udo Dannlowski, Tilo Kircher, Tim Hahn, Bertram Müller-Myhsok & Till F. M. Andlauer. (2021) Identification of transdiagnostic psychiatric disorder subtypes using unsupervised learning. Neuropsychopharmacology 46:11, pages 1895-1905.
Crossref
Fernando Mateo, Andrea Tarazona & Eva María Mateo. (2021) Comparative Study of Several Machine Learning Algorithms for Classification of Unifloral Honeys. Foods 10:7, pages 1543.
Crossref
Ning An, Shuo Liu, Huitong Ding, Haipeng Wang, Lingling Zhang & Gil Alterovitz. (2021) A Data-driven Method for BioBrick Quality Assessment. A Data-driven Method for BioBrick Quality Assessment.
Mojan Javaheripi, Mohammad Samragh, Bita Darvish Rouhani, Tara Javidi & Farinaz Koushanfar. (2021) CuRTAIL: ChaRacterizing and Thwarting AdversarIal Deep Learning. IEEE Transactions on Dependable and Secure Computing 18:2, pages 736-752.
Crossref
Adriana Tomic, Ivan Tomic, Levi Waldron, Ludwig Geistlinger, Max Kuhn, Rachel L. Spreng, Lindsay C. Dahora, Kelly E. Seaton, Georgia Tomaras, Jennifer Hill, Niharika A. Duggal, Ross D. Pollock, Norman R. Lazarus, Stephen D.R. Harridge, Janet M. Lord, Purvesh Khatri, Andrew J. Pollard & Mark M. Davis. (2021) SIMON: Open-Source Knowledge Discovery Platform. Patterns 2:1, pages 100178.
Crossref
Seung Hyun Baek, Alberto Garcia-Diaz & Yuanshun Dai. (2020) Multi-choice wavelet thresholding based binary classification method. Methodology 16:2, pages 127-146.
Crossref
Jonathan Iworiso & Spyridon Vrontos. (2019) On the directional predictability of equity premium using machine learning techniques. Journal of Forecasting 39:3, pages 449-469.
Crossref
Cátia Dias do Carmo, Massaine Bandeira e Sousa, Jocilene dos Santos Pereira, Hernán Ceballos & Eder Jorge de Oliveira. (2020) Identification of waxy cassava genotypes using fourier‐transform near‐infrared spectroscopy. Crop Science 60:2, pages 883-895.
Crossref
Amelec Viloria, Guojun Wang & Mercedes Gaitan. 2020. Proceedings of 6th International Conference on Big Data and Cloud Computing Challenges. Proceedings of 6th International Conference on Big Data and Cloud Computing Challenges 77 85 .
Paolo Giordani, Maria Brigida Ferraro & Francesca MartellaPaolo Giordani, Maria Brigida Ferraro & Francesca Martella. 2020. An Introduction to Clustering with R. An Introduction to Clustering with R 291 340 .
William CipolliIIIIII & Timothy Hanson. (2018) Supervised learning via smoothed Polya trees. Advances in Data Analysis and Classification 13:4, pages 877-904.
Crossref
A. Poterie, J.-F. Dupuy, V. Monbet & L. Rouvière. (2019) Classification tree algorithm for grouped variables. Computational Statistics 34:4, pages 1613-1648.
Crossref
P.P.S. Saputra, Rifqi Firmansyah & Denny Irawan. (2019) Various and multilevel of coiflet discrete wavelet transform and quadratic discriminant analysis for classification misalignment on three phase induction motor. Journal of Physics: Conference Series 1367:1, pages 012049.
Crossref
P.P.S. Saputra, FD Murdianto, Rifqi Firmansyah & Kukuh Widarsono. (2019) Combination Of Quadratic Discriminant Analysis And Daubechis Wavelet For Classification Level Of Misalignment On Induction Motor. Combination Of Quadratic Discriminant Analysis And Daubechis Wavelet For Classification Level Of Misalignment On Induction Motor.
Charles Bouveyron, Gilles Celeux, T. Brendan Murphy & Adrian E. Raftery. 2019. Model-Based Clustering and Classification for Data Science. Model-Based Clustering and Classification for Data Science.
Fanny Orlhac, Pierre‐Alexandre Mattei, Charles Bouveyron & Nicholas Ayache. (2018) Class‐specific variable selection in high‐dimensional discriminant analysis through Bayesian Sparsity. Journal of Chemometrics 33:2.
Crossref
Akram Shalabi, Masato Inoue, Johnathan Watkins, Emanuele De Rinaldis & Anthony CC Coolen. (2016) Bayesian clinical classification from high-dimensional data: Signatures versus variability. Statistical Methods in Medical Research 27:2, pages 336-351.
Crossref
Hao SUN & Mingzhe JIN. (2018) Ghostwriter Verification of Yasunari Kawabata’s Novel <i>Hananikki</i>川端康成の小説『花日記』の代筆疑惑検証. Joho Chishiki Gakkaishi 28:1, pages 3-14.
Crossref
Mailys Lopes, Mathieu Fauvel, Annie Ouin & Stéphane Girard. (2017) Spectro-Temporal Heterogeneity Measures from Dense High Spatial Resolution Satellite Image Time Series: Application to Grassland Species Diversity Estimation. Remote Sensing 9:10, pages 993.
Crossref
Xueqin LIU & Mingzhe JIN. (2017) Whether Koji Uno’s Writing Style had been changed before he was hospitalized. Joho Chishiki Gakkaishi 27:3, pages 245-260.
Crossref
Matthieu Marbac & Paul D. McNicholas. 2014. Wiley StatsRef: Statistics Reference Online. Wiley StatsRef: Statistics Reference Online 1 7 .
Jacques Swanepoel & Johannes Coetzer. (2016) Incorporating user individuality into writer-independent on-line signature verification. Incorporating user individuality into writer-independent on-line signature verification.
Paul D. McNicholas. (2016) Model-Based Clustering. Journal of Classification 33:3, pages 331-373.
Crossref
Paul D. McNicholas. 2016. Mixture Model-Based Classification. Mixture Model-Based Classification 181 204 .
Mailys Lopes, Mathieu Fauvel, Stephane Girard & David Sheeren. (2016) High dimensional Kullback-Leibler divergence for grassland management practices classification from high resolution satellite image time series. High dimensional Kullback-Leibler divergence for grassland management practices classification from high resolution satellite image time series.
André Große-Stoltenberg, Christine Hellmann, Christiane Werner, Jens Oldeland & Jan Thiele. (2016) Evaluation of Continuous VNIR-SWIR Spectra versus Narrowband Hyperspectral Indices to Discriminate the Invasive Acacia longifolia within a Mediterranean Dune Ecosystem. Remote Sensing 8:4, pages 334.
Crossref
C. Bouveyron. (2016) Model-based Clustering of High-Dimensional Data in Astrophysics. EAS Publications Series 77, pages 91-119.
Crossref
C. Bouveyron, M. Fauvel & S. Girard. (2014) Kernel discriminant analysis and clustering with parsimonious Gaussian process models. Statistics and Computing 25:6, pages 1143-1162.
Crossref
Charles Bouveyron & Camille Brunet-Saumard. (2013) Discriminative variable selection for clustering with the sparse Fisher-EM algorithm. Computational Statistics 29:3-4, pages 489-513.
Crossref
Charles Bouveyron. (2014) Adaptive Mixture Discriminant Analysis for Supervised Learning with Unobserved Classes. Journal of Classification 31:1, pages 49-84.
Crossref
Charles Bouveyron & Camille Brunet-Saumard. (2014) Model-based clustering of high-dimensional data: A review. Computational Statistics & Data Analysis 71, pages 52-78.
Crossref
Mingzhe Jin. (2014) Using Integrated Classification Algorithm to Identify a Text's Author. Kodo Keiryogaku (The Japanese Journal of Behaviormetrics) 41:1, pages 35-46.
Crossref
Jacques Swanepoel & Johannes Coetzer. (2013) A robust dissimilarity representation for writer‐independent signature modelling. IET Biometrics 2:4, pages 159-168.
Crossref
Charles Bouveyron. (2013) Probabilistic model‐based discriminant analysis and clustering methods in chemometrics. Journal of Chemometrics 27:12, pages 433-446.
Crossref
Anastasios Bellas, Charles Bouveyron, Marie Cottrell & Jérôme Lacaille. (2013) Model-based clustering of high-dimensional data streams with online mixture of probabilistic PCA. Advances in Data Analysis and Classification 7:3, pages 281-300.
Crossref
M. Fauvel, J. Chanussot, J.A. Benediktsson & A. Villa. (2013) Parsimonious Mahalanobis kernel for the classification of high dimensional data. Pattern Recognition 46:3, pages 845-854.
Crossref
Charles Bouveyron & Camille Brunet. (2012) Probabilistic Fisher discriminant analysis: A robust and flexible alternative to Fisher discriminant analysis. Neurocomputing 90, pages 12-22.
Crossref
Fan Yang, Zhuoyong Zhang, Yuhong Xiang & Peter de B. Harrington. (2012) Near infrared spectroscopy combined with high dimensional data analysis applied to diagnosis of endometrial carcinoma. Near infrared spectroscopy combined with high dimensional data analysis applied to diagnosis of endometrial carcinoma.
Juan Antonio Fern?ndez Pierna, Ludovic Duponchel, Cyril Ruckebusch, Dominique Bertrand, Vincent Baeten & Pierre Dardenne. (2012) Trappist beer identification by vibrational spectroscopy: A chemometric challenge posed at the ?Chimiom?trie 2010? congress. Chemometrics and Intelligent Laboratory Systems 113, pages 2-9.
Crossref
Wei Wang, Yilin Mo, John A. Ozolek & Gustavo K. Rohde. (2011) Penalized Fisher discriminant analysis and its application to image-based morphometry. Pattern Recognition Letters 32:15, pages 2128-2135.
Crossref
Charles Bouveyron, Gilles Celeux & Stéphane Girard. (2011) Intrinsic dimension estimation by maximum likelihood in isotropic probabilistic PCA. Pattern Recognition Letters 32:14, pages 1706-1713.
Crossref
Julien Jacques, Charles Bouveyron, Stéphane Girard, Olivier Devos, Ludovic Duponchel & Cyril Ruckebusch. (2010) Gaussian mixture models for the classification of high‐dimensional vibrational spectroscopy data. Journal of Chemometrics 24:11-12, pages 719-727.
Crossref
Jianhua Zhao, Philip L.H. Yu & Shulan Li. 2010. Proceedings of COMPSTAT'2010. Proceedings of COMPSTAT'2010 597 604 .
E. C?me, L. Oukhellou, T. Den?ux & P. Aknin. (2009) Learning from partially supervised data using mixture models and belief functions. Pattern Recognition 42:3, pages 334-348.
Crossref
Dacheng Tao, Xuelong Li, Xindong Wu & S.J. Maybank. (2009) Geometric Mean for Subspace Selection. IEEE Transactions on Pattern Analysis and Machine Intelligence 31:2, pages 260-274.
Crossref
Eimad E. Abusham & E. K. Wong. (2009) Locally Linear Discriminate Embedding for Face Recognition. Discrete Dynamics in Nature and Society 2009, pages 1-8.
Crossref
M. Osadchy & D. Keren. (2006) Incorporating the Boltzmann Prior in Object Detection Using SVM. Incorporating the Boltzmann Prior in Object Detection Using SVM.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.