Chemometrics : data analysis for the laboratory and chemical plant /
Brereton, Richard G
Chemometrics : data analysis for the laboratory and chemical plant / Richard Brereton - xiv, 489 pages : illustrations ; 26 cm
Includes bibliographical references (pages 12-13) and index
Points of View -- Software and Calculations -- Experimental Design -- Degrees of Freedom -- Analysis of Variance and Comparison of Errors -- Design Matrices and Modelling -- Assessment of Significance -- Leverage and Confidence in Models -- Factorial Designs -- Full Factorial Designs -- Fractional Factorial Designs -- Plackett-Burman and Taguchi Designs -- Partial Factorials at Several Levels: Calibration Designs -- Central Composite or Response Surface Designs -- Setting Up the Design -- Degrees of Freedom -- Axial Points -- Modelling -- Statistical Factors -- Mixture Designs -- Mixture Space -- Simplex Centroid -- Simplex Lattice -- Constraints -- Process Variables -- Simplex Optimisation -- Fixed Sized Simplex -- Elaborations -- Modified Simplex -- Limitations -- Signal Processing -- Sequential Signals in Chemistry -- Environmental and Geological Processes -- Industrial Process Control -- Chromatograms and Spectra -- Fourier Transforms -- Advanced Methods -- Peakshapes -- Digitisation -- Noise -- Sequential Processes -- Linear Filters -- Smoothing Functions -- Derivatives -- Convolution -- Correlograms and Time Series Analysis -- Auto-correlograms -- Cross-correlograms -- Multivariate Correlograms -- Fourier Transform Techniques -- Fourier Transforms -- Fourier Filters -- Convolution Theorem -- Topical Methods -- Kalman Filters -- Wavelet Transforms -- Maximum Entropy (Maxent) and Bayesian Methods -- Pattern Recognition -- Exploratory Data Analysis -- Unsupervised Pattern Recognition
This title is aimed at people who need to use chemometrics but do not wish to understand complex mathematics. It includes worked problems and two dedicated chapters explaining how to analyse data sets using the most common chemometrics packages
0471489778 9780471489771 0470849118 9780470849118 0471489786 9780471489788
GBA311998 bnb
Chemometrics--Data processing
Chemical processes--Statistical methods--Data processing
QD75.4.S8 / B74 2006
Chemometrics : data analysis for the laboratory and chemical plant / Richard Brereton - xiv, 489 pages : illustrations ; 26 cm
Includes bibliographical references (pages 12-13) and index
Points of View -- Software and Calculations -- Experimental Design -- Degrees of Freedom -- Analysis of Variance and Comparison of Errors -- Design Matrices and Modelling -- Assessment of Significance -- Leverage and Confidence in Models -- Factorial Designs -- Full Factorial Designs -- Fractional Factorial Designs -- Plackett-Burman and Taguchi Designs -- Partial Factorials at Several Levels: Calibration Designs -- Central Composite or Response Surface Designs -- Setting Up the Design -- Degrees of Freedom -- Axial Points -- Modelling -- Statistical Factors -- Mixture Designs -- Mixture Space -- Simplex Centroid -- Simplex Lattice -- Constraints -- Process Variables -- Simplex Optimisation -- Fixed Sized Simplex -- Elaborations -- Modified Simplex -- Limitations -- Signal Processing -- Sequential Signals in Chemistry -- Environmental and Geological Processes -- Industrial Process Control -- Chromatograms and Spectra -- Fourier Transforms -- Advanced Methods -- Peakshapes -- Digitisation -- Noise -- Sequential Processes -- Linear Filters -- Smoothing Functions -- Derivatives -- Convolution -- Correlograms and Time Series Analysis -- Auto-correlograms -- Cross-correlograms -- Multivariate Correlograms -- Fourier Transform Techniques -- Fourier Transforms -- Fourier Filters -- Convolution Theorem -- Topical Methods -- Kalman Filters -- Wavelet Transforms -- Maximum Entropy (Maxent) and Bayesian Methods -- Pattern Recognition -- Exploratory Data Analysis -- Unsupervised Pattern Recognition
This title is aimed at people who need to use chemometrics but do not wish to understand complex mathematics. It includes worked problems and two dedicated chapters explaining how to analyse data sets using the most common chemometrics packages
0471489778 9780471489771 0470849118 9780470849118 0471489786 9780471489788
GBA311998 bnb
Chemometrics--Data processing
Chemical processes--Statistical methods--Data processing
QD75.4.S8 / B74 2006
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