Misunderstood Concepts Flashcards

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1
Q

What is the formula for the location (L) of a yth percentile in an array with n entries sorted in ascending order?

A

The formula for the location (Ly) of a yth percentile in an array with n entries sorted in ascending order is Ly = (n + 1) × (y/100). In this case, n = 10 and y = 80%, so

L80 = (10 + 1) × (80/100) = 11 × 0.8 = 8.8.

the 8.8th position would be between the eighth and ninth entries, 20.65 percent and 27.37 percent, respectively. Using linear interpolation, P80 = X8 + (Ly − 8) × (X9 − X8),P80 = 20.65 + (8.8 − 8) × (27.37 − 20.65)
= 20.65 + (0.8 × 6.72) = 20.65 + 5.38
= 26.03 percent.

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2
Q

The fourth quintile is equivalent to the ___ percentile.

A

80th

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3
Q

What does “Percentile” refer to?

A

A percentile is a statistical measure indicating the value below which a given percentage of observations in a group of observations falls. Essentially, percentiles help to understand the relative standing of a value within a data set.

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4
Q

What is “Target Semideviation”?

A

Definition: Target semideviation calculates the standard deviation of all returns that fall below a chosen target or benchmark. It is a measure of downside risk, highlighting how returns deviate from the minimum acceptable return (MAR).

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5
Q

How do you calculate “Target Semideviation”?

A

The target semideviation is the square root
of the sum of the squared deviations from the target,
divided by n-1.

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6
Q

What is the coefficient of variation?

A

The coefficient of variation (CV) is a statistical measure of the relative dispersion or variability of a data set in relation to its mean. It is often expressed as a percentage and provides a standardized measure of the spread of the data points, allowing for comparison between distributions of scores that may have different units or different means.

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7
Q

What is a “unimodal dataset”?

A

A unimodal distribution in statistics refers to a frequency distribution that has only one peak. Unimodality means that a single value in the distribution occurs more frequently than any other value. The peak represents the most common value, also known as the mode.

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8
Q

What does “Skewness” refer to?

A

The location of the dataset’s tail end.

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9
Q

If a graph is “Positively Skewed” is the graphs tail on the “left” or “right”?

A

right.

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10
Q

What is the relationship between “Mean, Median, and Mode” of a negatively-skewed graph?

A

Mean < Median < Mode

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11
Q

What is the relationship between “Mean, Median, and Mode” of a positively-skewed graph?

A

Mean > Median > Mode

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12
Q

What is kurtosis and why is it useful?

A

Kurtosis is a statistical measure that describes the shape of a distribution’s tails in relation to a normal distribution. It provides insight into the likelihood of extreme outliers in the data set and the overall peakiness or flatness of the distribution.

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13
Q

What does “Lepto” mean?

What is “Leptokurtosis”?

A

lepto means narrow

“kleptos” have a “narrow” insterest in fire.

Leptokurtosis represents “narrow” graphs.

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14
Q

What does “Meso” mean?

What is “Mesokurtosis”?

A

meso means middle

mesokurtosis represents “medium” graphs (in terms of kurtosis)
(i.e., a more “normal” distribution)

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15
Q

What does “Platy” mean?

What is “Platykurtosis”?

A

Platy means “plate” or “flat”

Platykurtosis represents “flat” graphs (in terms of kurtosis)

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16
Q

How do you calculate “Variance” from mean and probability?

A

Variance =
Sum of All:
(Mean - Observation)^2 * Probability(Observation)

17
Q

How do you calculated “Standard Deviation” from “Variance”?

A

Std dev = sqrt(variance)

18
Q

What is Bayes’ theorem?

A

P(A |B ) = P(B | A) * P(A) / P(B)

19
Q

How do you find the “unconditional probability of an event given new information”?

A