Step-by-step derivation
S001 · calculation
Before
total mass numerator := sum(13, 2, 1)
After
total mass numerator = 16
Conditions: none
Nonnegative masses must sum to D to give total probability1.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001
S002 · calculation
Before
probability weight0 := div(13, 16)
After
probability weight0 = 13/16
Conditions: none
Divide the indexed mass by the common positive denominator D.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S001
S003 · calculation
Before
probability weight1 := div(2, 16)
After
probability weight1 = 1/8
Conditions: none
Divide the indexed mass by the common positive denominator D.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S002
S004 · calculation
Before
probability weight2 := div(1, 16)
After
probability weight2 = 1/16
Conditions: none
Divide the indexed mass by the common positive denominator D.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S003
S005 · implies
Before
values=[-12, 2, 13];weights=[13/16, 1/8, 1/16]
After
known finite probability law,not a sampled estimate
Conditions: none
This is the complete normalized probability law,so variance uses its probability weights,not an n−1 sample estimate.Retain original indices of zero-mass outcomes.
Step identifiers and dependencies
Rule: probability_variance_scope · Uses: G001, S004
S006 · calculation
Before
pointwise difference0 := sub(-12, 1)
After
pointwise difference0 = -13
Conditions: none
First take X_i−Y_i at the shared outcome,without re-pairing two models.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S005
S007 · calculation
Before
pointwise difference1 := sub(2, -1)
After
pointwise difference1 = 3
Conditions: none
First take X_i−Y_i at the shared outcome,without re-pairing two models.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S006
S008 · calculation
Before
pointwise difference2 := sub(13, -12)
After
pointwise difference2 = 25
Conditions: none
First take X_i−Y_i at the shared outcome,without re-pairing two models.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S007
S009 · implies
Before
[-13, 3, 25]
After
compute the variance of this shared-model difference
Conditions: none
Without an independence premise,do not replace Var(X−Y) by Var(X)+Var(Y).Form the difference variable first and retain the original weights.
Step identifiers and dependencies
Rule: difference_variance_not_sum · Uses: G001, S008
S010 · calculation
Before
target variable weighted value0 := mul(13/16, -13)
After
target variable weighted value0 = -169/16
Conditions: none
Multiply aligned probabilities and values,retaining negative values and zero weights exactly.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S009
S011 · calculation
Before
target variable weighted value1 := mul(1/8, 3)
After
target variable weighted value1 = 3/8
Conditions: none
Multiply aligned probabilities and values,retaining negative values and zero weights exactly.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S010
S012 · calculation
Before
target variable weighted value2 := mul(1/16, 25)
After
target variable weighted value2 = 25/16
Conditions: none
Multiply aligned probabilities and values,retaining negative values and zero weights exactly.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S011
S013 · calculation
Before
target variable mean := sum(-169/16, 3/8, 25/16)
After
target variable mean = -69/8
Conditions: none
Add every weighted term to obtain the exact mean.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S012
S014 · calculation
Before
centered difference0 := sub(-13, -69/8)
After
centered difference0 = -35/8
Conditions: none
Subtract this variable's own exact mean.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S013
S015 · calculation
Before
centered square0 := square(-35/8)
After
centered square0 = 1225/64
Conditions: none
The squared deviation is nonnegative;do not use a signed deviation itself as a variance term.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S014
S016 · calculation
Before
centered contribution0 := mul(13/16, 1225/64)
After
centered contribution0 = 15925/1024
Conditions: none
Multiply by the aligned probability;a zero weight contributes0 even for a large deviation.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S015
S017 · calculation
Before
centered difference1 := sub(3, -69/8)
After
centered difference1 = 93/8
Conditions: none
Subtract this variable's own exact mean.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S016
S018 · calculation
Before
centered square1 := square(93/8)
After
centered square1 = 8649/64
Conditions: none
The squared deviation is nonnegative;do not use a signed deviation itself as a variance term.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S017
S019 · calculation
Before
centered contribution1 := mul(1/8, 8649/64)
After
centered contribution1 = 8649/512
Conditions: none
Multiply by the aligned probability;a zero weight contributes0 even for a large deviation.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S018
S020 · calculation
Before
centered difference2 := sub(25, -69/8)
After
centered difference2 = 269/8
Conditions: none
Subtract this variable's own exact mean.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S019
S021 · calculation
Before
centered square2 := square(269/8)
After
centered square2 = 72361/64
Conditions: none
The squared deviation is nonnegative;do not use a signed deviation itself as a variance term.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S020
S022 · calculation
Before
centered contribution2 := mul(1/16, 72361/64)
After
centered contribution2 = 72361/1024
Conditions: none
Multiply by the aligned probability;a zero weight contributes0 even for a large deviation.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S021
S023 · implies
Before
[15925/1024, 8649/512, 72361/1024]
After
all indexed centered-square contributions retained
Conditions: none
Retain one term for every outcome,including zeros.These are quantities of the complete probability law,not sample estimates.
Step identifiers and dependencies
Rule: complete_centered_variance_terms · Uses: G001, S022
S024 · calculation
Before
variance of the difference := sum(15925/1024, 8649/512, 72361/1024)
After
variance of the difference = 6599/64
Conditions: none
Sum every centered-square contribution of the difference variable.
Step identifiers and dependencies
Rule: exact_rational_arithmetic · Uses: G001, S023