Linear discriminant analysis (English Wikipedia)

Fisher, R. A. (1936). "The Use of Multiple Measurements in Taxonomic Problems" (PDF). Annals of Eugenics. 7 (2): 179–188. doi:10.1111/j.1469-1809.1936.tb02137.x. hdl:2440/15227.
Martinez, A. M.; Kak, A. C. (2001). "PCA versus LDA" (PDF). IEEE Transactions on Pattern Analysis and Machine Intelligence. 23 (2): 228–233. doi:10.1109/34.908974. Archived from the original (PDF) on 2008-10-11. Retrieved 2010-06-30.
Perriere, G.; Thioulouse, J. (2003). "Use of Correspondence Discriminant Analysis to predict the subcellular location of bacterial proteins". Computer Methods and Programs in Biomedicine. 70 (2): 99–105. doi:10.1016/s0169-2607(02)00011-1. PMID 12507786.
Hansen, John (2005). "Using SPSS for Windows and Macintosh: Analyzing and Understanding Data". The American Statistician. 59: 113. doi:10.1198/tas.2005.s139.
Israel, Steven A. (June 2006). "Performance Metrics: How and When". Geocarto International. 21 (2): 23–32. Bibcode:2006GeoIn..21...23I. doi:10.1080/10106040608542380. ISSN 1010-6049. S2CID 122376081.
Rao, R. C. (1948). "The utilization of multiple measurements in problems of biological classification". Journal of the Royal Statistical Society, Series B. 10 (2): 159–203. doi:10.1111/j.2517-6161.1948.tb00008.x. JSTOR 2983775.
Aliyari Ghassabeh, Youness; Rudzicz, Frank; Moghaddam, Hamid Abrishami (2015-06-01). "Fast incremental LDA feature extraction". Pattern Recognition. 48 (6): 1999–2012. Bibcode:2015PatRe..48.1999A. doi:10.1016/j.patcog.2014.12.012.
Chatterjee, C.; Roychowdhury, V.P. (1997-05-01). "On self-organizing algorithms and networks for class-separability features". IEEE Transactions on Neural Networks. 8 (3): 663–678. doi:10.1109/72.572105. ISSN 1045-9227. PMID 18255669.
Demir, G. K.; Ozmehmet, K. (2005-03-01). "Online Local Learning Algorithms for Linear Discriminant Analysis". Pattern Recognit. Lett. 26 (4): 421–431. Bibcode:2005PaReL..26..421D. doi:10.1016/j.patrec.2004.08.005. ISSN 0167-8655.
Yu, H.; Yang, J. (2001). "A direct LDA algorithm for high-dimensional data — with application to face recognition". Pattern Recognition. 34 (10): 2067–2069. Bibcode:2001PatRe..34.2067Y. CiteSeerX 10.1.1.70.3507. doi:10.1016/s0031-3203(00)00162-x.
Friedman, J. H. (1989). "Regularized Discriminant Analysis" (PDF). Journal of the American Statistical Association. 84 (405): 165–175. CiteSeerX 10.1.1.382.2682. doi:10.2307/2289860. JSTOR 2289860. MR 0999675.
Ahdesmäki, M.; Strimmer, K. (2010). "Feature selection in omics prediction problems using cat scores and false nondiscovery rate control". Annals of Applied Statistics. 4 (1): 503–519. arXiv:0903.2003. doi:10.1214/09-aoas277. S2CID 2508935.
Altman, Edward I. (1968). "Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy". The Journal of Finance. 23 (4): 589–609. doi:10.2307/2978933. JSTOR 2978933.
Agarwal, Vineet; Taffler, Richard (2007). "Twenty-Five Years of the Taffler Z-Score Model: Does It Really Have Predictive Ability?". Accounting and Business Research. 37 (4): 285–300. doi:10.1080/00014788.2007.9663313.
Moradi, M; Demirel, H (2024). "Alzheimer's disease classification using 3D conditional progressive GAN-and LDA-based data selection". Signal, Image and Video Processing. 18 (2): 1847–1861. doi:10.1007/s11760-023-02878-4.
Preisner, O; Guiomar, R; Machado, J; Menezes, JC; Lopes, JA (2010). "Application of Fourier transform infrared spectroscopy and chemometrics for differentiation of Salmonella enterica serovar Enteritidis phage types". Appl Environ Microbiol. 76 (11): 3538–3544. Bibcode:2010ApEnM..76.3538P. doi:10.1128/aem.01589-09. PMC 2876429. PMID 20363777.
David, DE; Lynne, AM; Han, J; Foley, SL (2010). "Evaluation of virulence factor profiling in the characterization of veterinary Escherichia coli isolates". Appl Environ Microbiol. 76 (22): 7509–7513. Bibcode:2010ApEnM..76.7509D. doi:10.1128/aem.00726-10. PMC 2976202. PMID 20889790.
Gorban, Alexander N.; Golubkov, Alexander; Grechuck, Bogdan; Mirkes, Evgeny M.; Tyukin, Ivan Y. (2018). "Correction of AI systems by linear discriminants: Probabilistic foundations". Information Sciences. 466: 303–322. arXiv:1811.05321. doi:10.1016/j.ins.2018.07.040. S2CID 52876539.
Gorban, Alexander N.; Makarov, Valeri A.; Tyukin, Ivan Y. (July 2019). "The unreasonable effectiveness of small neural ensembles in high-dimensional brain". Physics of Life Reviews. 29: 55–88. arXiv:1809.07656. Bibcode:2019PhLRv..29...55G. doi:10.1016/j.plrev.2018.09.005. PMID 30366739.

efmaefm.org (Global: low place; English: low place)

Agarwal, Vineet; Taffler, Richard (2005). "Twenty-five years of z-scores in the UK: do they really work?" (PDF).

ejer.com.tr (Global: low place; English: low place)

Büyüköztürk, Ş. & Çokluk-Bökeoğlu, Ö. (2008). Discriminant function analysis: Concept and application. Egitim Arastirmalari - Eurasian Journal of Educational Research, 33, 73-92.

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Bimpong, Patrick; et al. (2020). "Assessing Predictive Power and Earnings Manipulations. Applied Study on Listed Consumer Goods and Service Companies in Ghana Using 3 Z-Score Models". Expert Journal of Finance. 8 (1): 1–26.

handle.net (Global: 102^nd place; English: 76^th place)

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Fisher, R. A. (1936). "The Use of Multiple Measurements in Taxonomic Problems" (PDF). Annals of Eugenics. 7 (2): 179–188. doi:10.1111/j.1469-1809.1936.tb02137.x. hdl:2440/15227.

harvard.edu (Global: 18^th place; English: 17^th place)

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Israel, Steven A. (June 2006). "Performance Metrics: How and When". Geocarto International. 21 (2): 23–32. Bibcode:2006GeoIn..21...23I. doi:10.1080/10106040608542380. ISSN 1010-6049. S2CID 122376081.
Aliyari Ghassabeh, Youness; Rudzicz, Frank; Moghaddam, Hamid Abrishami (2015-06-01). "Fast incremental LDA feature extraction". Pattern Recognition. 48 (6): 1999–2012. Bibcode:2015PatRe..48.1999A. doi:10.1016/j.patcog.2014.12.012.
Demir, G. K.; Ozmehmet, K. (2005-03-01). "Online Local Learning Algorithms for Linear Discriminant Analysis". Pattern Recognit. Lett. 26 (4): 421–431. Bibcode:2005PaReL..26..421D. doi:10.1016/j.patrec.2004.08.005. ISSN 0167-8655.
Yu, H.; Yang, J. (2001). "A direct LDA algorithm for high-dimensional data — with application to face recognition". Pattern Recognition. 34 (10): 2067–2069. Bibcode:2001PatRe..34.2067Y. CiteSeerX 10.1.1.70.3507. doi:10.1016/s0031-3203(00)00162-x.
Preisner, O; Guiomar, R; Machado, J; Menezes, JC; Lopes, JA (2010). "Application of Fourier transform infrared spectroscopy and chemometrics for differentiation of Salmonella enterica serovar Enteritidis phage types". Appl Environ Microbiol. 76 (11): 3538–3544. Bibcode:2010ApEnM..76.3538P. doi:10.1128/aem.01589-09. PMC 2876429. PMID 20363777.
David, DE; Lynne, AM; Han, J; Foley, SL (2010). "Evaluation of virulence factor profiling in the characterization of veterinary Escherichia coli isolates". Appl Environ Microbiol. 76 (22): 7509–7513. Bibcode:2010ApEnM..76.7509D. doi:10.1128/aem.00726-10. PMC 2976202. PMID 20889790.
Gorban, Alexander N.; Makarov, Valeri A.; Tyukin, Ivan Y. (July 2019). "The unreasonable effectiveness of small neural ensembles in high-dimensional brain". Physics of Life Reviews. 29: 55–88. arXiv:1809.07656. Bibcode:2019PhLRv..29...55G. doi:10.1016/j.plrev.2018.09.005. PMID 30366739.

jstor.org (Global: 26^th place; English: 20^th place)

Rao, R. C. (1948). "The utilization of multiple measurements in problems of biological classification". Journal of the Royal Statistical Society, Series B. 10 (2): 159–203. doi:10.1111/j.2517-6161.1948.tb00008.x. JSTOR 2983775.
Friedman, J. H. (1989). "Regularized Discriminant Analysis" (PDF). Journal of the American Statistical Association. 84 (405): 165–175. CiteSeerX 10.1.1.382.2682. doi:10.2307/2289860. JSTOR 2289860. MR 0999675.
Altman, Edward I. (1968). "Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy". The Journal of Finance. 23 (4): 589–609. doi:10.2307/2978933. JSTOR 2978933.

ncsu.edu (Global: 2,542^nd place; English: 1,675^th place)

www2.chass.ncsu.edu

Garson, G. D. (2008). Discriminant function analysis. "PA 765: Discriminant Function Analysis". Archived from the original on 2008-03-12. Retrieved 2008-03-04. .

nih.gov (Global: 4^th place; English: 4^th place)

pubmed.ncbi.nlm.nih.gov

Perriere, G.; Thioulouse, J. (2003). "Use of Correspondence Discriminant Analysis to predict the subcellular location of bacterial proteins". Computer Methods and Programs in Biomedicine. 70 (2): 99–105. doi:10.1016/s0169-2607(02)00011-1. PMID 12507786.
Chatterjee, C.; Roychowdhury, V.P. (1997-05-01). "On self-organizing algorithms and networks for class-separability features". IEEE Transactions on Neural Networks. 8 (3): 663–678. doi:10.1109/72.572105. ISSN 1045-9227. PMID 18255669.
Preisner, O; Guiomar, R; Machado, J; Menezes, JC; Lopes, JA (2010). "Application of Fourier transform infrared spectroscopy and chemometrics for differentiation of Salmonella enterica serovar Enteritidis phage types". Appl Environ Microbiol. 76 (11): 3538–3544. Bibcode:2010ApEnM..76.3538P. doi:10.1128/aem.01589-09. PMC 2876429. PMID 20363777.
David, DE; Lynne, AM; Han, J; Foley, SL (2010). "Evaluation of virulence factor profiling in the characterization of veterinary Escherichia coli isolates". Appl Environ Microbiol. 76 (22): 7509–7513. Bibcode:2010ApEnM..76.7509D. doi:10.1128/aem.00726-10. PMC 2976202. PMID 20889790.
Gorban, Alexander N.; Makarov, Valeri A.; Tyukin, Ivan Y. (July 2019). "The unreasonable effectiveness of small neural ensembles in high-dimensional brain". Physics of Life Reviews. 29: 55–88. arXiv:1809.07656. Bibcode:2019PhLRv..29...55G. doi:10.1016/j.plrev.2018.09.005. PMID 30366739.

ncbi.nlm.nih.gov

Preisner, O; Guiomar, R; Machado, J; Menezes, JC; Lopes, JA (2010). "Application of Fourier transform infrared spectroscopy and chemometrics for differentiation of Salmonella enterica serovar Enteritidis phage types". Appl Environ Microbiol. 76 (11): 3538–3544. Bibcode:2010ApEnM..76.3538P. doi:10.1128/aem.01589-09. PMC 2876429. PMID 20363777.
David, DE; Lynne, AM; Han, J; Foley, SL (2010). "Evaluation of virulence factor profiling in the characterization of veterinary Escherichia coli isolates". Appl Environ Microbiol. 76 (22): 7509–7513. Bibcode:2010ApEnM..76.7509D. doi:10.1128/aem.00726-10. PMC 2976202. PMID 20889790.

osu.edu (Global: 2,333^rd place; English: 1,632^nd place)

ece.osu.edu

Martinez, A. M.; Kak, A. C. (2001). "PCA versus LDA" (PDF). IEEE Transactions on Pattern Analysis and Machine Intelligence. 23 (2): 228–233. doi:10.1109/34.908974. Archived from the original (PDF) on 2008-10-11. Retrieved 2010-06-30.

psu.edu (Global: 207^th place; English: 136^th place)

citeseerx.ist.psu.edu

Yu, H.; Yang, J. (2001). "A direct LDA algorithm for high-dimensional data — with application to face recognition". Pattern Recognition. 34 (10): 2067–2069. Bibcode:2001PatRe..34.2067Y. CiteSeerX 10.1.1.70.3507. doi:10.1016/s0031-3203(00)00162-x.
Friedman, J. H. (1989). "Regularized Discriminant Analysis" (PDF). Journal of the American Statistical Association. 84 (405): 165–175. CiteSeerX 10.1.1.382.2682. doi:10.2307/2289860. JSTOR 2289860. MR 0999675.

semanticscholar.org (Global: 11^th place; English: 8^th place)

api.semanticscholar.org

Israel, Steven A. (June 2006). "Performance Metrics: How and When". Geocarto International. 21 (2): 23–32. Bibcode:2006GeoIn..21...23I. doi:10.1080/10106040608542380. ISSN 1010-6049. S2CID 122376081.
Ahdesmäki, M.; Strimmer, K. (2010). "Feature selection in omics prediction problems using cat scores and false nondiscovery rate control". Annals of Applied Statistics. 4 (1): 503–519. arXiv:0903.2003. doi:10.1214/09-aoas277. S2CID 2508935.
Gorban, Alexander N.; Golubkov, Alexander; Grechuck, Bogdan; Mirkes, Evgeny M.; Tyukin, Ivan Y. (2018). "Correction of AI systems by linear discriminants: Probabilistic foundations". Information Sciences. 466: 303–322. arXiv:1811.05321. doi:10.1016/j.ins.2018.07.040. S2CID 52876539.

pdfs.semanticscholar.org

Hardle, W., Simar, L. (2007). Applied Multivariate Statistical Analysis. Springer Berlin Heidelberg. pp. 289-303.

stanford.edu (Global: 179^th place; English: 183^rd place)

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Friedman, J. H. (1989). "Regularized Discriminant Analysis" (PDF). Journal of the American Statistical Association. 84 (405): 165–175. CiteSeerX 10.1.1.382.2682. doi:10.2307/2289860. JSTOR 2289860. MR 0999675.

tandfonline.com (Global: 507^th place; English: 429^th place)

Hansen, John (2005). "Using SPSS for Windows and Macintosh: Analyzing and Understanding Data". The American Statistician. 59: 113. doi:10.1198/tas.2005.s139.

towardsdatascience.com (Global: 8,920^th place; English: 6,292^nd place)

Holtel, Frederik (2023-02-20). "Linear Discriminant Analysis (LDA) Can Be So Easy". Medium. Retrieved 2024-05-18.

utdallas.edu (Global: low place; English: 8,033^rd place)

Abdi, H. (2007) "Discriminant correspondence analysis." In: N.J. Salkind (Ed.): Encyclopedia of Measurement and Statistic. Thousand Oaks (CA): Sage. pp. 270–275.

web.archive.org (Global: 1^st place; English: 1^st place)

Martinez, A. M.; Kak, A. C. (2001). "PCA versus LDA" (PDF). IEEE Transactions on Pattern Analysis and Machine Intelligence. 23 (2): 228–233. doi:10.1109/34.908974. Archived from the original (PDF) on 2008-10-11. Retrieved 2010-06-30.
Garson, G. D. (2008). Discriminant function analysis. https://web.archive.org/web/20080312065328/http://www2.chass.ncsu.edu/garson/pA765/discrim.htm.
Garson, G. D. (2008). Discriminant function analysis. "PA 765: Discriminant Function Analysis". Archived from the original on 2008-03-12. Retrieved 2008-03-04. .
Kainen P.C. (1997) Utilizing geometric anomalies of high dimension: When complexity makes computation easier. In: Kárný M., Warwick K. (eds) Computer Intensive Methods in Control and Signal Processing: The Curse of Dimensionality, Springer, 1997, pp. 282–294.

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Israel, Steven A. (June 2006). "Performance Metrics: How and When". Geocarto International. 21 (2): 23–32. Bibcode:2006GeoIn..21...23I. doi:10.1080/10106040608542380. ISSN 1010-6049. S2CID 122376081.
Chatterjee, C.; Roychowdhury, V.P. (1997-05-01). "On self-organizing algorithms and networks for class-separability features". IEEE Transactions on Neural Networks. 8 (3): 663–678. doi:10.1109/72.572105. ISSN 1045-9227. PMID 18255669.
Demir, G. K.; Ozmehmet, K. (2005-03-01). "Online Local Learning Algorithms for Linear Discriminant Analysis". Pattern Recognit. Lett. 26 (4): 421–431. Bibcode:2005PaReL..26..421D. doi:10.1016/j.patrec.2004.08.005. ISSN 0167-8655.

Linear discriminant analysis (English Wikipedia)

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