Category: Lab Notes: Statistics

T-test

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A t-test is a statistical test used to determine whether there is a significant difference between the means of two…

Statistical Assumption

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Statistical assumptions are the underlying conditions or requirements that must be satisfied for a statistical method, model, or test to…

Machine Learning Model

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A machine learning (ML) model is a computational algorithm or system designed to learn patterns and relationships from data in…

Statistical Model

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A statistical model is a mathematical framework that represents the process generating data in order to analyze, interpret, and make…

Regression Analysis

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Regression analysis is a powerful statistical technique used to study the relationship between a dependent variable (often called the outcome…

Type II Error

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A Type II error occurs in hypothesis testing when a researcher fails to reject a false null hypothesis (H₀). In…

Type I Error

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A Type I error is a fundamental concept in hypothesis testing that occurs when a researcher incorrectly rejects a true…

False Discovery Rate

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The False Discovery Rate (FDR) is a statistical concept used to control the expected proportion of incorrect rejections of the…

Alternative Hypothesis

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The alternative hypothesis (H₁ or Ha) is a key concept in hypothesis testing that represents the statement researchers aim to…

Null Hypothesis

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The null hypothesis (H₀) is a central concept in hypothesis testing and inferential statistics. It represents a baseline or default…

Hypothesis Testing

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Hypothesis testing is a fundamental statistical method used to make inferences or draw conclusions about a population based on data…

Word Cloud

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A word cloud is a visual representation of textual data in which words are displayed in varying sizes, colors, or…

Tree Map

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A tree map is a visualization technique used to represent hierarchical data through nested rectangles, where the size and color…

Choropleth Map

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A choropleth map is a thematic map in which areas are shaded, colored, or patterned in proportion to a statistical…

Sankey Diagram

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A Sankey diagram is a type of flow diagram used to visualize the movement or transfer of resources, values, or…