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BROWSING CATEGORY
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19.02.2026
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Julie
Eliminate instrumental noise using chemometric filters
You are looking to Eliminate instrumental noise with chemometric filters without distorting your signals or losing useful information. It’s a...
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19.02.2026
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Julie
Understanding Principal Component Analysis (PCA) in chemometrics
If you are looking to understand Principal Component Analysis (PCA) in chemometrics, you’re in the right place. I’ll guide you...
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19.02.2026
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Julie
Interpreting the score and loading plots in a chemometric analysis
Decoding graphs isn’t some obscure rite. When I’m asked how to interpret Score and Loading Plots in a laboratory project,...
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19.02.2026
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Julie
Detection of outliers (Outliers) in your chemometric models
The Detection of outliers (Outliers) in your chemometric models is not a theoretical exercise. I've seen production lines stopped for...
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19.02.2026
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Julie
Unsupervised classification (HCA): A chemometric approach
Are you looking to transform complex measurements into readable groups without imposing labels? That’s exactly what unsupervised classification (HCA) offers...
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19.02.2026
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Julie
Multidimensional visualization tools for the chemometrician
When I talk about spectral data with my students, I often see the same look: too many variables, not enough...
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19.02.2026
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Julie
PLS regression (Partial Least Squares): The pillar of chemometrics
The PLS regression (Partial Least Squares): The pillar of chemometrics. Behind this somewhat formal formula, there is a tool that...
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19.02.2026
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Julie
PCR or PLS: Which chemometric regression method to choose?
Are you hesitating between PCR and PLS to calibrate your models? The question comes up every semester with my students...
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19.02.2026
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Julie
Validating a chemometric model: R², RMSEP and RMSEC explained
Are you trying to untangle what your metrics really say when it's time to validate a chemometric model: R², RMSEP...
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19.02.2026
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Julie
Cross-validation in chemometrics: Principles and best practices
When asked how to make a predictive model reliable in the laboratory, I always come back to the same foundation:...
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19.02.2026
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Julie
Avoid overfitting (Overfitting) in your chemometric calibrations
Are you looking for clear benchmarks to avoid overfitting in your chemometric calibrations? I’ve seen splendid models... in the lab,...
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18.02.2026
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Julie
Transfer of chemometric models between instruments: The challenge
You are preparing the deployment of a model built in the lab to another machine, perhaps in production. The topic...
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18.02.2026
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Julie
Variable selection in chemometrics: Improving the robustness of models
When asked why some models hold up in production while others fall apart at the first batch change, I always...
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18.02.2026
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Julie
The SIMCA method for supervised classification in chemometrics
You’re looking to bring order to batches, varieties, origins, without losing control of the error rate and the ability to...
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18.02.2026
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Julie
Discriminant chemometrics: Choosing between LDA and PLS-DA
Are you hesitating between LDA and PLS-DA for your next laboratory project? This question comes up every semester in my...
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18.02.2026
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Julie
Machine Learning and Chemometrics: SVM and Random Forest Applied to Spectra
In my laboratory, I often hear the same request: “How to get the most out of our spectroscopy data with...
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18.02.2026
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Julie
Deep Learning in spectroscopy : The new frontier of chemometrics
When asked where the discipline is headed, I answer without hesitation: “Deep Learning in Spectroscopy: The New Frontier of Chemometrics”....
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18.02.2026
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Julie
Chemometrics at the service of agro-food quality control
I've seen it dozens of times in the field: when we put Chemometrics in the service of agro-food quality control,...
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30.01.2026
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Julie
The preprocessing of spectral data: A crucial step in chemometrics
If I had to summarize years of projects in the lab and in production, I would say this: everything starts...
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30.01.2026
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Julie
Baseline correction: Essential chemometric techniques
I am often asked how to tame a baseline that undulates, climbs, or sags without warning. The topic deserves an...
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30.01.2026
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Julie
Normalization and standardization of spectra in chemometrics
If you work with NIR, Raman, UV-Vis or MIR, you’ve already felt it: the quality of a model starts well...
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30.01.2026
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Julie
Chemometrics: Using the Savitzky-Golay derivative on your spectra
You work daily with optical measurements and you want to gain precision. Chemometrics: Using the Savitzky-Golay derivative on your spectra...
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30.01.2026
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Julie
The SNV method (Standard Normal Variate) in chemometric analysis
When I teach chemometrics, a simple gesture often returns to the lab: capture a spectrum, "denoise" it, then prepare it...
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26.01.2026
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Julie
What is chemometrics? Definition and origin of the discipline.
If you’re looking for a clear answer to the question “chemometrics, what is it?”, you’re in the right place. I...
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26.01.2026
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Julie
The importance of statistics in analytical chemistry.
When someone asks me why I devote so much time to statistics, I answer that everything we measure in the...
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25.01.2026
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Julie
Difference between chemometrics and bioinformatics.
You are looking for the Difference between chemometrics and bioinformatics. I have been teaching for fifteen years at the interface...
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25.01.2026
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Julie
The role of the chemometrician in modern industry.
When asked what a chemometrician does, I like to say that he is the engineer who gives a voice to...
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25.01.2026
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Julie
The key steps of a successful chemometric study.
When someone asks me how to structure “The key steps of a successful chemometric study”, I think back to projects...
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25.01.2026
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Julie
Chemometrics glossary: The essential terms to know.
Looking for a clear reference to help you navigate this vast universe? This Chemometrics Glossary: The indispensable terms to know...
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25.01.2026
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Julie
Why has chemometrics become indispensable with AI?
Why has chemometrics become indispensable with AI? The question is asked of me in lecture halls as often as in...
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