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Summary ST107 Exam Notes

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These are the detailed notes that cover all of the examinable content for ST107, at which is usually tested. Back then, I had to study the course from scratch within 3 weeks, and achieved a first-class grade by using this set of notes. It is designed to be concise yet comprehensive, allowing you to focus on revising the key equations and statistical concepts and ace your exams easily.

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September 6, 2023
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ST107 Notes

,Contents

DATA AND STATISTICS............................................................................................................................. 3
PROBABILITY................................................................................................................................................ 5
DISCRETE DISTRIBUTIONS..................................................................................................................... 7
CONTINOUS DISTRIBUTIONS.............................................................................................................. 10
SAMPLING DISTRIBUTIONS................................................................................................................. 13
POINT ESTIMATION................................................................................................................................ 15
INTERVAL ESTIMATION........................................................................................................................ 16
MEASURABLE HYPOTHESIS TESTING............................................................................................. 19
CATEGORICAL HYPOTHESIS TESTING............................................................................................ 22
Correlation and Regression.................................................................................................................. 24

, -----------------------------------------------------------------------------------------------------------------
DATA AND STATISTICS
-----------------------------------------------------------------------------------------------------------------

Discrete Data: data that is countable.

Continuous Data: data that is measurable.

Measurable Variables: values with generally-recognised methods of measurement.

Ordinal Categorical Variables: non-measurable variables that can be put in some
sensible order.

Nominal Categorical Variables: non-measurable variables that can be put in some
sensible order.

-----------------------------------------------------------------------------------------------------------------
Histogram

Histograms: diagrams that depict a frequency distribution of variables, that includes
the following aspects:
- an informative title (including the word “Histogram” with the variables)
- frequency density label
- x-axis label (variable) and y-axis label (frequency density)
- sensible number of classes
- plotting of frequency densities
- accuracy

Class Intervals: subdivisions of the total range of variables.

Frequency: number of observations of the variable to each corresponding interval.

Areaof ¯
¿ Frequency=Interval Width × Frequency Density

-----------------------------------------------------------------------------------------------------------------
Stem-And-Leaf Diagrams

Stem-and-Leaf Diagrams: diagrams that depict raw data with the following aspects:
- an informative title
- stem/leaf labels, including units (if provided)
- sensible stems
- vertical alignment
- ordered leaves
- accuracy

Stem: the major component of a typical data item.

Leaf: the remainder of the data value, apart from the stem.
-----------------------------------------------------------------------------------------------------------------
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