Parsimonious multiscale classification models

Journal of Chemometrics

Volumn 14, Issue 5-6, 2000, Pages 529-539

  Alsberg, Bjørn K ^a  

^a ABERYSTWYTH UNIVERSITY   (United Kingdom)

Author keywords

Classification; Compression; Discriminant partial least squares; Infrared spectroscopy; Parsimony; Variable selection; VS DPLS; Wavelet transform

Indexed keywords

CLASSIFICATION (OF INFORMATION); FORECASTING; INFRARED SPECTROSCOPY; LEAST SQUARES APPROXIMATIONS;

CLASSIFICATION MODELS; COMPRESSION; DISCRIMINANT PARTIAL LEAST SQUARES; INFRARED: SPECTROSCOPY; PARSIMONY; SIMPLE APPROACH; VARIABLES SELECTIONS; VS-DISCRIMINANT PARTIAL LEAST SQUARE; WAVELETS TRANSFORM;

WAVELET TRANSFORMS;

ALGORITHM; CHEMOMETRICS; CONFERENCE PAPER; EUBACTERIUM; INFRARED SPECTROSCOPY; MULTIVARIATE ANALYSIS; NONHUMAN; REGRESSION ANALYSIS; SPECTROSCOPY; STATISTICAL MODEL;

EID: 0033659849     PISSN: 08869383     EISSN: None     Source Type: Journal    
DOI: 10.1002/1099-128X(200009/12)14:5/6<529::AID-CEM629>3.0.CO;2-E     Document Type: Conference Paper

References (47)

1. Multivariate analysis of skin impedance data in long-term type 1 diabetic patients
2. Development of a sensory texture profile of cooked potatoes by multivariate data analysis
3. Variable selection in discriminant partial least-squares analysis
4. Classification of pyrolysis mass spectra by fuzzy multivariate rule induction - Comparison with regression, K-nearest neighbour, neural and decision-tree methods
5. Neural networks - A review from a statistical perspective
6. Special issue: Inductive logic programming - Guest editors' introduction
7. Feature construction with inductive logic programming: A study of quantitative predictions of biological activity aided by structural attributes
8. The discovery of indicator variables for QSAR using inductive logic programming
9. Multivariate decision trees
10. Function approximations by coupling neural networks and genetic programming trees with oblique decision trees
11. Searching for most parsimonious trees with simulated evolutionary optimization
12. Genetic programming as an analytical tool for non-linear dielectric spectroscopy
13. The parsimony principle applied to multivariate calibration
14. The influence of data preprocessing on the robustness and parsimony of multivariate calibration models
15. Model uncertainty, data mining and statistical inference
16. Interactive variable selection (IVS) for PLS. I. Theory and algorithms
17. Evolutionary variable selection in regression and PLS analyses
18. Variable selection and multivariate methods for the identification of microorganisms by flow cytometry
19. GOLPE-guided region selection
20. Genetic algorithms as a method for variable selection in multiple linear regression and partial least squares regression, with applications to pyrolysis mass spectrometry
21. Functional data analyses of lip motion
22. A functional data-analysis of the pinch force of human fingers
23. Representation of spectra by continuous functions
24. Wavelet application in spectral compression and library search in analytical chemistry
25. Compression of Nth-order data arrays by B-splines. I. Theory
26. Application of biorthogonal wavelet transform to the compression of ultraviolet-visible spectra
27. Application of wavelet transform in infrared spectrometry: Spectral compression and library search
28. Compression of chemical process data by functional approximation and feature extraction
29. Special issue on wavelet transforms and multiresolution signal analysis - Introduction
30. An introduction to wavelet transforms for chemometricians: A time-frequency approach
31. An introduction to wavelets
32. Introduction to wavelets in engineering
33. Wavelet denoising of infrared spectra
34. Wavelet analysis in analytical chemistry
35. Multiscale cluster analysis
36. Standardization of near-infrared spectra in the wavelet domain
37. Identification and discrimination of oral asaccharolytic Eubacterium spp by pyrolysis mass spectrometry and artificial neural networks
38. Chemometric analysis of diffuse reflectance-absorbance Fourier transform infrared spectra using rule induction methods: Application to the classification of Eubacterium species
39. Variable selection in wavelet regression models
40. Fuzzy multivariate rule-building expert systems: Minimal neural networks
41. Inductive logic programming for relational knowledge discovery