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Słownik AI

Kompletny słownik sztucznej inteligencji

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kategorie
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pojęcia
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Pearson correlation coefficient

Statistical measure that quantifies the strength and direction of the linear relationship between two continuous quantitative variables, ranging from -1 to +1.

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Chi-square test

Non-parametric statistical test used to assess the independence between two qualitative variables by comparing observed frequencies to theoretical frequencies.

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Scatter plot

Graphical visualization representing pairs of values from two quantitative variables where each point corresponds to an individual observation.

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Covariance

Statistical measure indicating how two variables vary together, positive if they move in the same direction and negative if they move in opposite directions.

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Correlation matrix

Square table presenting correlation coefficients between all pairs of variables in a dataset, facilitating the identification of multivariate relationships.

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Spearman correlation test

Non-parametric test measuring the strength and direction of the monotonic relationship between two variables based on their ranks rather than their raw values.

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Contingency table

Matrix crossing the frequency occurrences of two qualitative variables to analyze their association and detect dependencies.

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Student's t-test for two samples

Statistical test comparing the means of two groups to determine if the observed difference is statistically significant.

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Coefficient of determination R²

Indicator measuring the proportion of variance of the dependent variable explained by the regression model, ranging from 0 to 1.

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Residual analysis

Systematic examination of the differences between observed values and values predicted by a model to validate its fundamental assumptions.

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Regression line

Linear fitting line that minimizes the sum of squared residuals to best represent the relationship between two quantitative variables.

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Fisher's test

Statistical test comparing the variances of two populations or evaluating the overall significance of a regression model.

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Partial correlation coefficient

Measure of the relationship between two variables after controlling for the effect of one or more additional variables.

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Kendall's test

Non-parametric test assessing the concordance between the ranks of two variables, particularly robust to extreme values.

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Bivariate box plot

Visualization combining boxplots of two variables to simultaneously compare their distributions and detect relational patterns.

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Elasticity

Measure of the percentage change in one variable in response to a 1% change in another variable, essential in economic analysis.

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