Statistics Mind Map
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Visual Mind Map & Concept Tree (English)
Structured concept hierarchy, subtopic relationships, and exam revision tree.
Statistics
- Introduction
- Meaning of Statistics
- Collection, presentation, analysis, and interpretation of numerical data
- Mean of Grouped Data
- Direct Method
- Formula: $\bar{x} = \frac{\sum f_i x_i}{\sum f_i}$
- $x_i$ = Class mark = $\frac{\text{Lower limit} + \text{Upper limit}}{2}$
- Assumed Mean Method
- Formula: $\bar{x} = a + \frac{\sum f_i d_i}{\sum f_i}$
- $d_i = x_i - a$ ($a$ = Assumed mean)
- Step-Deviation Method
- Formula: $\bar{x} = a + \left(\frac{\sum f_i u_i}{\sum f_i}\right) \times h$
- $u_i = \frac{x_i - a}{h}$ ($h$ = Class size)
- Direct Method
- Mode of Grouped Data
- Definition: Value that appears most frequently
- Modal Class: Class interval with the maximum frequency
- Formula: $\text{Mode} = l + \left(\frac{f_1 - f_0}{2f_1 - f_0 - f_2}\right) \times h$
- $l$ = Lower limit of modal class
- $h$ = Size of class interval
- $f_1$ = Frequency of modal class
- $f_0$ = Frequency of preceding class
- $f_2$ = Frequency of succeeding class
- Median of Grouped Data
- Definition: Middle-most value of the data
- Median Class: Class interval with cumulative frequency just greater than $\frac{N}{2}$
- Formula: $\text{Median} = l + \left(\frac{\frac{N}{2} - cf}{f}\right) \times h$
- $l$ = Lower limit of median class
- $N$ = Sum of frequencies ($\sum f_i$)
- $cf$ = Cumulative frequency of preceding class
- $f$ = Frequency of median class
- $h$ = Class size
- Graphical Representation of Cumulative Frequency Distribution
- Ogives (Cumulative Frequency Curves)
- LessThan Type Ogive
- Plot upper class limits against less than cumulative frequencies
- Shape: Rising curve
- MoreThan Type Ogive
- Plot lower class limits against more than cumulative frequencies
- Shape: Falling curve
- Median Determination
- X-coordinate of the intersection point of both ogives gives the median
- LessThan Type Ogive
- Ogives (Cumulative Frequency Curves)