data analysis

What Methods Are Used for Data Analysis?

Several methods are employed to analyze data in catalysis:
Statistical analysis: Techniques such as regression analysis, ANOVA, and multivariate analysis to identify trends and correlations.
Machine learning: Algorithms like decision trees, neural networks, and support vector machines to model complex relationships in large datasets.
Spectral analysis: Methods like Fourier transform and deconvolution to interpret spectroscopic data.
Kinetic modeling: Using mathematical models to describe reaction mechanisms and predict reaction behavior under different conditions.

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