Original question and givens
S={0,…,1}, F=P(S), masses=[1, 2], D=3, and w_i=mass_i/D. Masses are nonnegative and sum exactly to D; uniform weights are not assumed. X=[3, 3] in index order and Y=[-1, 2] on the same S and weights, with no independence premise. Give (E[XY], E[X]E[Y]). Use exact reduced fractions with positive denominators, retaining /1 for integers.
G001 — S={0,…,1}, F=P(S), masses=[1, 2], D=3, and w_i=mass_i/D. Masses are nonnegative and sum exactly to D; uniform weights are not assumed. X=[3, 3] in index order and Y=[-1, 2] on the same S and weights, with no independence premise. Give (E[XY], E[X]E[Y]). Use exact reduced fractions with positive denominators, retaining /1 for integers.
Step-by-step derivation
S001 · calculation
Before
total mass numerator := sum(1, 2)
After
total mass numerator = 3
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=[1, 2];D=3
After
probabilities=[1/3, 2/3]
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(1, 3)
After
X weighted numerator0 = 3
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(3, 3)
After
X contribution0 = 1
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, 3)
After
X weighted numerator1 = 6
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(6, 3)
After
X contribution1 = 2
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 expectation := sum(1, 2)
After
X expectation = 3
Conditions: none
Add every indexed expectation contribution.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S006
S008 · calculation
Before
Y weighted numerator0 := mul(1, -1)
After
Y weighted numerator0 = -1
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, S007
S009 · calculation
Before
Y contribution0 := div(-1, 3)
After
Y contribution0 = -1/3
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, S008
S010 · calculation
Before
Y weighted numerator1 := mul(2, 2)
After
Y 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, S009
S011 · calculation
Before
Y contribution1 := div(4, 3)
After
Y contribution1 = 4/3
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 expectation := sum(-1/3, 4/3)
After
Y expectation = 1
Conditions: none
Add every indexed expectation contribution.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S011
S013 · calculation
Before
pointwise XY0 := mul(3, -1)
After
pointwise XY0 = -3
Conditions: none
First multiply X_iY_i at the same outcome,then apply its original weight.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S012
S014 · calculation
Before
pointwise XY1 := mul(3, 2)
After
pointwise XY1 = 6
Conditions: none
First multiply X_iY_i at the same outcome,then apply its original weight.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S013
S015 · calculation
Before
XY weighted numerator0 := mul(1, -3)
After
XY weighted numerator0 = -3
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, S014
S016 · calculation
Before
XY contribution0 := div(-3, 3)
After
XY contribution0 = -1
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, S015
S017 · calculation
Before
XY weighted numerator1 := mul(2, 6)
After
XY weighted numerator1 = 12
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, S016
S018 · calculation
Before
XY contribution1 := div(12, 3)
After
XY contribution1 = 4
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, S017
S019 · calculation
Before
XY expectation := sum(-1, 4)
After
XY expectation = 3
Conditions: none
Add every indexed expectation contribution.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S018
S020 · calculation
Before
product of means := mul(3, 1)
After
product of means = 3
Conditions: none
Compute the product of means separately;do not substitute it for the expectation of the product.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S019
S021 · implies
Before
E[XY]=3;E[X]E[Y]=3
After
report in this order;no independence inferred
Conditions: none
Independence implies this moment equality,but one moment equality alone does not establish general independence;compute only the two values in the declared joint model.
Step identifiers and dependencies
Rule: mixed_moment_not_independence · Uses: G001, S020