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1. A Greener,Safer,and More Understandable AI for Natural Science and Technology NSTL国家科技图书文献中心

Harald Martens -  《Journal of Chemometrics》 - 2025,39(2) - e3643~27 - 共27页

摘要:More rational,open-minded use of quantitative Big Data in Science and Technology is required for better real-world problem solving as well as for the stabilization of shared belief structures in socie...
关键词: explainable AI |  hybrid |  minimalistic machine learning |  quantitative Big Data |  subspace modeling

2. Frequency-Based Features for Early Cerebral Palsy Prediction NSTL国家科技图书文献中心

Hodjat Rahmati |  Harald Martens... -  《2015 37th Annual international conference of the IEEE Engineering in Medicine and Biology Society: EMBC 2015, Milan, Italy, 25-29 August 2015, pages 4566-5472, [v.6]》 -  Annual International Conference of the IEEE Engineering in Medicine and Biology Society - 2015, - 5187~5190 - 共4页

摘要:In this paper we aim at predicting cerebral palsy, the most serious and lifelong motor function disorder in children, at an early age by analysing infants' motion data. An essential step for doing so ...
关键词: Frequency-Based Features |  Early Cerebral Palsy Prediction |  video-derived
NSTL主题词: Cerebral Palsy

3. Analyzing complex mathematical model behavior by partial least squares regression-based multivariate metamodeling SCOPUS Scopus数据库 NSTL国家科技图书文献中心

Kristin T?ndel |  Harald Martens -  《Wiley interdisciplinary reviews. Computational statistics》 - 2014,6(6) - 440~475 - 共36页

摘要:The increasing complexity of mathematical models of complex systems like living cells has created a need for methods to reduce computational demand,maintain overview of the capabilities and feasibilit...
关键词: chemometrics |  computational biology |  differential equations |  metamodeling |  multivariate analysis |  nonlinear dynamics

4. Emulating facial biomechanics using multivariate partial least squares surrogate models SCOPUS Scopus数据库 SCIE Web of Science核心 NSTL国家科技图书文献中心

Tim Wu |  Harald Martens... -  《International journal for numerical methods in biomedical engineering》 - 2014,30(11) - 1103~1120 - 共18页

摘要:A detailed biomechanical model of the human face driven by a network of muscles is a useful tool in relating the muscle activities to facial deformations. However, lengthy computational times often hi...
关键词: facial expression |  meta-modelling |  multivariate regression |  surrogate model

5. Multi-level binary replacement (MBR) design for computer experiments in high-dimensional nonlinear systems SCIE Web of Science核心 NSTL国家科技图书文献中心

Harald Martens |  Ingrid Mage... -  《Journal of Chemometrics》 - 2010,24(11/12) - 748~756 - 共9页

摘要:Computer experiments are useful for studying a complex system, e.g. a high-dimensional nonlinear mathematical model of a biological or physical system. Based on the simulation results, an empirical "m...
关键词: binary replacement |  combinatorial explosion |  computer experiment |  fractional factorial |  multi-level design

6. Optical coefficient-based multivariate calibration on near-infrared spectroscopy SCIE Web of Science核心 NSTL国家科技图书文献中心

Zhenqi Shi |  Robert P. Cogdill... -  《Journal of Chemometrics》 - 2010,24(5/6) - 288~299 - 共12页

摘要:The time and expense of calibration development limit the feasibility of NIR spectroscopy for many industrial applications, with a major portion of the costs being related to creation of a sufficient ...
关键词: near-infrared spectroscopy |  multivariate calibration |  net analyte signal |  generalized least square |  synthetic calibration |  absorption coefficients |  reduced scattering coefficients

7. RMieS-EMSC correction for infrared spectra of biological cells: Extension using full Mie theory and GPU computing SCIE Web of Science核心 NSTL国家科技图书文献中心

Paul Bassan |  Achim Kohler... -  《Journal of Biophotonics》 - 2010,3(8/9) - 609~620 - 共12页

摘要:In the field of biomedical infrared spectroscopy it is often desirable to obtain spectra at the cellular level. Samples consisting of isolated single biological cells are particularly unsuited to such...
关键词: FTIR |  single cells |  cell nucleus |  infrared microspectroscopy. anomalous dispersion artefact |  signal correction |  EMSC |  Mie scattering |  resonant Mie scattering

8. Resonant Mie Scattering (RMieS) correction of infrared spectra from highly scattering biological samples SCIE Web of Science核心 NSTL国家科技图书文献中心

Paul Bassan |  Achim Kohler... -  《The Analyst: The Analytical Journal of the Royal Society of Chemistry: A Monthly International Publication Dealing with All Branches of Analytical Chemistry》 - 2010,135(2) - 268~277 - 共10页

摘要:Infrared spectra of single biological cells often exhibit the dispersion artefact observed as a sharp decrease in intensity on the high wavenumber side of absorption bands, in particular the Amide I b...
关键词: Resonant Mie Scattering |  correction |  infrared spectra

9. Predicting the Fatty Acid Composition of Milk: A Comparison of Two Fourier Transform Infrared Sampling Techniques SCIE Web of Science核心 NSTL国家科技图书文献中心

NILS KRISTIAN AFSETH |  HARALD MARTENS... -  《Applied Spectroscopy: Society for Applied Spectroscopy》 - 2010,64(7) - 700~707 - 共8页

摘要:In the present study a novel approach for Fourier transform infrared (FT-IR) characterization of the fatty acid composition of milk based on dried film measurements has been presented and compared to ...
关键词: Fourier transform infrared spectroscopy |  FT-IR spectroscopy |  Fatty acid composition |  Milk |  Partial least squares regression |  PLSR

10. Non-linear Multivariate Dynamics Modelled by PLSR NSTL国家科技图书文献中心

Harald Martens -  《Proceedings of the 6th international conference on partial least squares and related methods》 -  International conference on partial least squares and related methods - 2009, - 139~144 - 共6页

摘要:Information-rich high-speed, low-cost multi-channel measurements will increasingly become available for characterizing and quantifying chemical constituents and physical phenomena in e.g. biology. The...
关键词: PLS regression;;time series;;non-linear dynamics;;Jacobian;;estimation
NSTL主题词: Modeling |  Multivariate |  dynamics
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