Original question and givens
S={0,…,2}, F=P(S), masses=[16, 2, 1], D=19, and w_i=mass_i/D. Masses are nonnegative and sum exactly to D; uniform weights are not assumed. X=[-15, 2, 16] in index order and Y=[1, -1, -15] on the same S and weights, with no independence premise. Find E[X]−E[Y], equivalently E[X−Y]. Use exact reduced fractions with positive denominators, retaining /1 for integers.
G001 — S={0,…,2}, F=P(S), masses=[16, 2, 1], D=19, and w_i=mass_i/D. Masses are nonnegative and sum exactly to D; uniform weights are not assumed. X=[-15, 2, 16] in index order and Y=[1, -1, -15] on the same S and weights, with no independence premise. Find E[X]−E[Y], equivalently E[X−Y]. Use exact reduced fractions with positive denominators, retaining /1 for integers.
Step-by-step derivation
S001 · calculation
Before
total mass numerator := sum(16, 2, 1)
After
total mass numerator = 19
Conditions: none
Nonnegative integer masses must sum to D for normalized weights.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001
S002 · implies
Before
indexed masses=[16, 2, 1];D=19
After
probabilities=[16/19, 2/19, 1/19]
Conditions: none
Outcome indices start at0 and align masses with X and Y values.Retain zero-mass outcomes;negative random-variable values are allowed.
Step identifiers and dependencies
Rule: indexed_normalized_expectation_model · Uses: G001, S001
S003 · calculation
Before
X weighted numerator0 := mul(16, -15)
After
X weighted numerator0 = -240
Conditions: none
Multiply the mass by the value at the same index;deleting zero masses must not shift alignment.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S002
S004 · calculation
Before
X contribution0 := div(-240, 19)
After
X contribution0 = -240/19
Conditions: none
Divide by the common positive denominator,retaining the index position of a zero contribution.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S003
S005 · calculation
Before
X weighted numerator1 := mul(2, 2)
After
X weighted numerator1 = 4
Conditions: none
Multiply the mass by the value at the same index;deleting zero masses must not shift alignment.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S004
S006 · calculation
Before
X contribution1 := div(4, 19)
After
X contribution1 = 4/19
Conditions: none
Divide by the common positive denominator,retaining the index position of a zero contribution.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S005
S007 · calculation
Before
X weighted numerator2 := mul(1, 16)
After
X weighted numerator2 = 16
Conditions: none
Multiply the mass by the value at the same index;deleting zero masses must not shift alignment.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S006
S008 · calculation
Before
X contribution2 := div(16, 19)
After
X contribution2 = 16/19
Conditions: none
Divide by the common positive denominator,retaining the index position of a zero contribution.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S007
S009 · calculation
Before
X expectation := sum(-240/19, 4/19, 16/19)
After
X expectation = -220/19
Conditions: none
Add every indexed expectation contribution.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S008
S010 · calculation
Before
Y weighted numerator0 := mul(16, 1)
After
Y weighted numerator0 = 16
Conditions: none
Multiply the mass by the value at the same index;deleting zero masses must not shift alignment.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S009
S011 · calculation
Before
Y contribution0 := div(16, 19)
After
Y contribution0 = 16/19
Conditions: none
Divide by the common positive denominator,retaining the index position of a zero contribution.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S010
S012 · calculation
Before
Y weighted numerator1 := mul(2, -1)
After
Y weighted numerator1 = -2
Conditions: none
Multiply the mass by the value at the same index;deleting zero masses must not shift alignment.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S011
S013 · calculation
Before
Y contribution1 := div(-2, 19)
After
Y contribution1 = -2/19
Conditions: none
Divide by the common positive denominator,retaining the index position of a zero contribution.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S012
S014 · calculation
Before
Y weighted numerator2 := mul(1, -15)
After
Y weighted numerator2 = -15
Conditions: none
Multiply the mass by the value at the same index;deleting zero masses must not shift alignment.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S013
S015 · calculation
Before
Y contribution2 := div(-15, 19)
After
Y contribution2 = -15/19
Conditions: none
Divide by the common positive denominator,retaining the index position of a zero contribution.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S014
S016 · calculation
Before
Y expectation := sum(16/19, -2/19, -15/19)
After
Y expectation = -1/19
Conditions: none
Add every indexed expectation contribution.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S015
S017 · calculation
Before
difference of expectations := sub(-220/19, -1/19)
After
difference of expectations = -219/19
Conditions: none
Subtract the weighted sums in the same model to obtain the expectation of the difference.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S016
S018 · implies
Before
E[X]=-220/19;E[Y]=-1/19
After
E[X]−E[Y]=E[X−Y]=-219/19
Conditions: none
Distributivity of the finite weighted sum gives linearity;independence is unnecessary.
Step identifiers and dependencies
Rule: expectation_linearity_without_independence · Uses: G001, S017