Comparison of regularized discriminant analysis linear discriminant analysis and quadratic discriminant analysis applied to NIR data

No abstract is available for this paper.

• Publication year

  1996

• Venue

  Analytica Chimica Acta

• Publication date

  1996-08-20

• Fields of study

  Chemistry, Environmental Science

• Identifiers
  DOI 10.1016/0003-2670(96)00142-0
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Spectral transformation and wavelength selection in near-infrared spectra classification

  1995cited by this paper
• The Link between Multiplicative Scatter Correction (MSC) and Standard Normal Variate (SNV) Transformations of NIR Spectra

  1994cited by this paper
• Determination of the Authenticity of Orange Juice by Discriminant Analysis of near Infrared Spectra

  1993cited by this paper
• Improvements to the classification performance of RDA

  1993cited by this paper
• Correction to the Description of Standard Normal Variate (SNV) and De-Trend (DT) Transformations in Practical Spectroscopy with Applications in Food and Beverage Analysis—2nd Edition

  1993cited by this paper
• Use of High Order Principal Components in NIR Spectroscopy

  1993cited by this paper
• Commercial Wheatflour Authentication by Discriminant Analysis of near Infrared Reflectance Spectra

  1993cited by this paper
• Regularized Discriminant Analysis

  1989cited by this paper
• Standard Normal Variate Transformation and De-Trending of Near-Infrared Diffuse Reflectance Spectra

  1989cited by this paper
• Classification: Oldtimers and newcomers

  1989cited by this paper
• Potential pattern recognition in chemical and medical decision making

  1986cited by this paper
• Multivariate Data Analysis

  1971cited by this paper

• Delineating Soybean Mega-Environments Across State Lines: A Statistical Learning Approach to Multi-State Official Variety Trial Analysis

  2026cites this paper
• Hyperspectral discrimination of vegetable crops grown under organic and conventional cultivation practices: a machine learning approach

  2025influential citation
• Easy and Fast Discrimination of Female Sand Flies from Lutzomyia Species with Infrared Spectroscopy and Multivariate Analysis

  2025cites this paper
• Patterns and influencing factors of intestinal microbiota from different groupers

  2025influential citation
• A hybrid intelligent framework for energy consumption classification of mechanical equipment in the steel industry based on machine learning and metaheuristic optimization

  2025cites this paper
• Rapid and Nondestructive Sex Differentiation of Aedes aegypti Using Infrared Spectroscopy and Discriminant Analysis

  2025cites this paper
• Near-infrared spectroscopy and multivariate analysis as real-time monitoring strategy of TEMPO-mediated oxidation of cellulose fibers from different feedstocks

  2024cites this paper
• Transforming Motor Imagery Analysis: A Novel EEG Classification Framework Using AtSiftNet Method

  2024cites this paper
• Landslide susceptibility assessment using locally weighted learning integrated with machine learning algorithms

  2024cites this paper
• Enhancing writing scores predictive accuracy using advanced machine learning methods

  2024cites this paper
• Automatic optimization of spectral classifiers’ hyperparameters for pathogen identification through evolutionary techniques

  2024cites this paper
• Classification of ROI-based fMRI data in short-term memory tasks using discriminant analysis and neural networks

  2024cites this paper
• Forecasting financial distress in listed Chinese construction firms: leveraging ensemble learning and non-financial variables

  2024cites this paper
• Classifying for interval and applying for image based on the extracted texture feature

  2024cites this paper
• Detecting Respiratory Viruses Using a Portable NIR Spectrometer—A Preliminary Exploration with a Data Driven Approach

  2024cites this paper
• Machine Learning Analysis of Factors Contributing to Diabetes Development

  2024cites this paper
• Effect of Sample Presentation on the Classification of Black Soldier Fly Larvae Using Near-Infrared Spectroscopy

  2024cites this paper
• Predictive machine learning for gully susceptibility modeling with geo-environmental covariates: main drivers, model performance, and computational efficiency

  2024cites this paper
• An Automated Approach for Discriminating Hole Cleaning Efficiency While Predicting Penetration Rate in Egyptian Western Desert Wells

  2024cites this paper
• Hyperspectral Data Can Differentiate Species and Cultivars of C3 and C4 Turf Despite Measurable Diurnal Variation

  2024cites this paper
• Diagnosis of Cutaneous Leishmaniasis Using FTIR Spectroscopy and Machine Learning: An Animal Model Study.

  2024cites this paper
• Storm Surges and Sea Level Rise Cluster Hydrological Variables Across a Coastal Forest Bordering a Salt Marsh

  2024cites this paper
• The use of ATR-FTIR spectroscopy for the diagnosis of Alzheimer’s disease using oral buccal cells

  2023cites this paper
• A review of biospectroscopy coupled with chemometrics for Alzheimer’s disease diagnosis

  2023cites this paper
• Multi-resistant diarrheagenic Escherichia coli identified by FTIR and machine learning: a feasible strategy to improve the group classification

  2023cites this paper
• A Systematic Review of Multi-Class and One-vs-Rest Classification Techniques for Near-Infrared Spectra of Crop Cultivars

  2023cites this paper
• Digital music interventions for stress with bio-sensing: a survey

  2023influential citation
• Diabetes Monitoring through Urine Analysis Using ATR-FTIR Spectroscopy and Machine Learning

  2023cites this paper
• Turning chaotic sample group clusterization into organized ones by feature selection: Application on photodiagnosis of Brucella abortus serological test.

  2023cites this paper
• Ganoderma boninense classification based on near-infrared spectral data using machine learning techniques

  2022cites this paper
• Comparing the Linear and Quadratic Discriminant Analysis of Diabetes Disease Classification Based on Data Multicollinearity

  2022influential citation
• Classification of various nutrient deficiencies in tomato plants through electrophysiological signal decomposition and sample space reduction.

  2022cites this paper
• Alzheimer's disease diagnosis by blood plasma molecular fluorescence spectroscopy (EEM)

  2022cites this paper
• Suç Veri Setini Analiz Etmek İçin Makine Öğreniminde Örnekleme Teknikleri ve Uygulaması

  2022cites this paper
• Enhancing automated analysis of marine soundscapes using ecoacoustic indices and machine learning

  2022cites this paper
• Detection of terbufos in cases of intoxication by means of entomotoxicological analysis using ATR-FTIR spectroscopy combined with chemometrics.

  2022cites this paper
• Synovial Sarcoma Classification Technique Using Support Vector Machine and Structure Features

  2022cites this paper
• Investigation of fault detection and isolation accuracy of different Machine learning techniques with different data processing methods for gas turbine

  2022cites this paper
• Investigation and Rapid Discrimination of Food-Related Bacteria under Stress Treatments Using IR Microspectroscopy

  2021cites this paper
• Machine Learning Techniques to Classify Healthy and Diseased Cardiomyocytes by Contractility Profile.

  2021cites this paper
• Rapid detection and discrimination of food-related bacteria using IR-microspectroscopy in combination with multivariate statistical analysis.

  2021cites this paper
• A Bayesian Optimized Discriminant Analysis Model for Condition Monitoring of Face Milling Cutter Using Vibration Datasets

  2021cites this paper
• A weighted twin support vector machine as a potential discriminant analysis tool and evaluation of its performance for near-infrared spectroscopic discrimination of the geographical origins of diverse agricultural products.

  2021cites this paper
• Flow Regime Identification in Vertical Upward Gas–Liquid Flow Using an Optical Sensor With Linear and Quadratic Discriminant Analysis

  2021cites this paper
• Impact of Breast Tumor Onset on Blood Count, Carcinoembryonic Antigen, Cancer Antigen 15-3 and Lymphoid Subpopulations Supported by Automatic Classification Approach: A Pilot Study

  2021cites this paper
• Feasibility study on exhaled-breath analysis by untargeted Selected-Ion Flow-Tube Mass Spectrometry in children with cystic fibrosis, asthma, and healthy controls: Comparison of data pretreatment and classification techniques.

  2021cites this paper
• Foundations of Side-Channel Attacks

  2021cites this paper
• Development of an impedimetric immunosensor for machine learning-based detection of endometriosis: A proof of concept

  2021cites this paper
• Validating Multivariate Classification Algorithms in Raman Spectroscopy-Based Osteosarcoma Cellular Analysis

  2021cites this paper
• A study of learning likely data structure properties using machine learning models

  2020cites this paper
• Multivariate classification techniques for vibrational spectroscopy in biological samples

  2020cites this paper
• Robust variable selection in the framework of classification with label noise and outliers: Applications to spectroscopic data in agri-food.

  2020cites this paper
• Tutorial: multivariate classification for vibrational spectroscopy in biological samples

  2020cites this paper
• ATR-FTIR spectroscopy for virus identification: A powerful alternative

  2020cites this paper
• Forecasting the potential of apple fruitlet drop by in-situ Vis-NIR spectroscopy

  2020cites this paper
• Ant colony optimization for variable selection in discriminant linear analysis

  2020cites this paper
• Fluorescence spectroscopy application for Argentinean yerba mate (Ilex paraguariensis) classification assessing first- and second-order data structure properties

  2020cites this paper
• Vibrational spectroscopy in protein research toward virus identification: challenges, new research, and future perspectives

  2020cites this paper
• Development of a Low-Cost Narrow Band Multispectral Imaging System Coupled with Chemometric Analysis for Rapid Detection of Rice False Smut in Rice Seed

  2020cites this paper
• Rapid determination of the chemical compositions of peanut seed (Arachis hypogaea.) Using portable near-infrared spectroscopy

  2020cites this paper
• Optimal data division for empowering artificial neural network models employing a modified M-SPXY algorithm

  2019cites this paper
• TTWD-DA: A MATLAB toolbox for discriminant analysis based on trilinear three-way data

  2019cites this paper
• Determination of meningioma brain tumour grades using Raman microspectroscopy imaging.

  2019cites this paper
• The potential of near infrared spectroscopy (NIRS) to trace apple origin: Study on different cultivars and orchard elevations

  2019cites this paper
• URBAN ACOUSTIC SCENE CLASSIFICATION USING BINAURAL WAVELET SCATTERING AND RANDOM SUBSPACE DISCRIMINATION METHOD

  2019cites this paper
• Machine learning to differentiate diseased cardiomyocytes from healthy control cells

  2019cites this paper
• Fraud detection in hen housing system declared on the eggs' label: An accuracy method based on UV-VIS-NIR spectroscopy and chemometrics.

  2019cites this paper
• Advances in chemometric control of commercial diesel adulteration by kerosene using IR spectroscopy

  2019cites this paper
• Advances into chemometric control of commercial diesel adulteration by 1 kerosene using IR spectroscopy 2

  2019cites this paper
• A New Fast Framework for Early Detection of Prostate Cancer Without Prostate Segmentation

  2018cites this paper
• Multi-Variable Classification Approach for the Detection of Lightning Activity Using a Low-Cost and Portable X Band Radar

  2018cites this paper
• Assessing Binary Mixture Effects from Genotoxic and Endocrine Disrupting Environmental Contaminants Using Infrared Spectroscopy

  2018cites this paper
• Robust Sparse Representation-Based Classification Using Online Sensor Data for Monitoring Manual Material Handling Tasks

  2018cites this paper
• Discriminant Analysis of Industrial Gases for Electronic Nose Applications

  2018cites this paper
• Preprocessing Tools Applied to Improve the Assessment of Aldrin Effects on Prostate Cancer Cells Using Raman Spectroscopy

  2018cites this paper
• Rapid discrimination of Notoginseng powder adulteration of different grades using FT-MIR spectroscopy combined with chemometrics.

  2018cites this paper
• Bayes-optimal linear discriminant analysis under heteroscedasticity

  2018cites this paper
• Mass spectrometry and multivariate analysis to classify cervical intraepithelial neoplasia from blood plasma: an untargeted lipidomic study

  2018cites this paper
• The effectiveness of using diversity to select multiple classifier systems with varying classification thresholds

  2018cites this paper
• Comparison of different classification methods for analyzing fluorescence spectra to characterize type and freshness of olive oils

  2018cites this paper
• Selection of Spectral Resolution and Scanning Speed for Detecting Green Jujubes Chilling Injury Based on Hyperspectral Reflectance Imaging

  2018cites this paper
• Advanced analytics in maintenance management based on ultrasonic guided waves

  2018cites this paper
• Mass spectrometry and multivariate analysis to classify cervical intraepithelial neoplasia from blood plasma : an untargeted lipidomic

  2018cites this paper
• Data processing approaches and strategies for non-destructive fruits quality inspection and authentication: a review

  2018cites this paper
• Discriminative Support Vector Machine-Based Odor Classification

  2018cites this paper
• Classification of Salmonella Serotypes with Hyperspectral Microscope Imagery

  2017influential citation
• Application of Machine Learning Algorithms to a Well Defined Clinical Problem: Liver Disease

  2017cites this paper
• Machine Learning for Wind Turbine Blades Maintenance Management

  2017cites this paper
• Comparing unfolded and two-dimensional discriminant analysis and support vector machines for classification of EEM data

  2017cites this paper
• Selection of robust variables for transfer of classification models employing the successive projections algorithm.

  2017cites this paper
• Comparison of multivariate classification algorithms using EEM fluorescence data to distinguish Cryptococcus neoformans and Cryptococcus gattii pathogenic fungi

  2017cites this paper
• LDA vs. QDA for FT-MIR prostate cancer tissue classification

  2017cites this paper
• Pattern recognition insight into drilling optimization of shaly formations

  2017cites this paper
• Chapter 4 - Characterization and Quantification of Microplastics by Infrared Spectroscopy

  2017cites this paper
• Differential diagnosis of Alzheimer’s disease using spectrochemical analysis of blood

  2017cites this paper
• A comparative study on the regularized versions of discriminant analysis: An application to gene expression data

  2017influential citation
• Distinguishing Different Cancerous Human Cells by Raman Spectroscopy Based on Discriminant Analysis Methods

  2017cites this paper
• Vocabulary of concepts and terms in chemometrics (IUPAC Recommendations 2016)

  2016cites this paper
• ATR-FTIR and multivariate analysis as a screening tool for cervical cancer in women from northeast Brazil: a biospectroscopic approach

  2016cites this paper
• Finger-Knuckle-print recognition using dynamic thresholds completed local binary pattern descriptor

  2016cites this paper