Class-adapted local fisher discriminant analysis to reduce highly-dimensioned data on commodity hardware: application to hyperspectral images
Sign Up to like & getrecommendations! Published in 2018 at "Multimedia Tools and Applications"
DOI: 10.1007/s11042-018-6887-3
Abstract: Local Fisher Discriminant Analysis (LFDA) is a supervised feature extraction technique that proved to be efficient in reducing several types of data. However, it depends on the number of samples per class in a way… read more here.
Keywords: local fisher; class; fisher discriminant; hyperspectral images ... See more keywords
Fault Diagnosis in Chemical Processes Based on Class-Incremental FDA and PCA
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DOI: 10.1109/access.2019.2896056
Abstract: A class-incremental scheme of fisher discriminant analysis is proposed to improve the performance ofprocess fault diagnosis. Fisher discriminant analysis seeks directions which are efficient for discrimination and has excellent fault detection and diagnostic performance for… read more here.
Keywords: fisher discriminant; discriminant analysis; class incremental; fault ... See more keywords
Deep Least Squares Fisher Discriminant Analysis
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DOI: 10.1109/tnnls.2019.2906302
Abstract: While being one of the first and most elegant tools for dimensionality reduction, Fisher linear discriminant analysis (FLDA) is not currently considered among the top methods for feature extraction or classification. In this paper, we… read more here.
Keywords: least squares; discriminant analysis; squares fisher; fisher discriminant ... See more keywords
Extended Cauchy–Schwarz Inequality and Its Application for the Two-Class Fisher Discriminant Analysis
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DOI: 10.1556/012.2020.57.4.1474
Abstract: We present the sufficient condition for a classical two-class problem from Fisher discriminant analysis has a solution. Actually, the solution was presented up to our knowledge with a necessary condition only. We use an extended… read more here.
Keywords: schwarz inequality; two class; fisher discriminant; extended cauchy ... See more keywords
Predicting the Occurrence of Advanced Schistosomiasis Based on FISHER Discriminant Analysis of Hematological Biomarkers
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DOI: 10.3390/pathogens11091004
Abstract: We established a model that predicts the possibility of chronic schistosomiasis (CS) patients developing into advanced schistosomiasis (AS) patients using special biomarkers that were detected in human peripheral blood. Blood biomarkers from two cohorts (132… read more here.
Keywords: fisher discriminant; discriminant analysis; advanced schistosomiasis; schistosomiasis ... See more keywords