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Question 12922: Test Independence by the Exact Product Definition

On this page
  1. Original question and givens
  2. Definition and scope
  3. Step-by-step derivation
  4. Reverse checks
  5. Result
  6. This question review and source binding

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R0024-12922 · q-20261014-advance-20261027-r06-event-independence-0022

Original question and givens

Use one complete finite probability model with aligned exact masses=[10/49, 25/49, 4/49, 10/49] on Fin(4)={0,…,3}. Masses must be nonnegative and sum exactly to 1; do not assume uniformity. Events A=[2, 3], B=[1, 3] are carrier-label sets, normalized by removing duplicates and sorting numerically. The primary definition is P(A∩B)=P(A)P(B); conditional formulas require positive conditioning probability. Only two-event independence is checked, not mutual independence of a larger family. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (normalized A,normalized B,P_A,P_B,P_intersection,product,independent?).

  • G001 — Use one complete finite probability model with aligned exact masses=[10/49, 25/49, 4/49, 10/49] on Fin(4)={0,…,3}. Masses must be nonnegative and sum exactly to 1; do not assume uniformity. Events A=[2, 3], B=[1, 3] are carrier-label sets, normalized by removing duplicates and sorting numerically. The primary definition is P(A∩B)=P(A)P(B); conditional formulas require positive conditioning probability. Only two-event independence is checked, not mutual independence of a larger family. Use exact reduced rational outputs with positive denominators; omit /1 for integers. Give (normalized A,normalized B,P_A,P_B,P_intersection,product,independent?).

Definition and scope

Use the original question domain, assumptions and cited MKO definitions. This item has second-context mathematical and bilingual review, with the model, answer and every arithmetic step independently recomputed from the original parameters; the source question remains a candidate.

Step-by-step derivation

S001 · calculation

Before

event model whole mass total := sum(10/49, 25/49, 4/49, 10/49)

After

event model whole mass total = 1

Conditions: none

Compute exactly from the original roles and complete established operands,without changing pairings,order or replacing guards by approximation.

Step identifiers and dependencies

Rule: exact_rational_arithmetic · Uses: G001

S002 · implies

Before

complete carrier Fin(4);raw aligned masses=[[10, 49], [25, 49], [4, 49], [10, 49]]

After

normalized masses=[10/49, 25/49, 4/49, 10/49];nonnegative=Yes;total=1

Conditions: none

Qualify one complete finite PMF with nonnegative atoms and exact total1.Zero-mass atoms remain in the carrier;complements are not taken only within positive-mass support.

Step identifiers and dependencies

Rule: event_common_complete_probability_space · Uses: G001, S001

S003 · implies

Before

raw carrier events A=[2, 3];B=[1, 3];carrier size=4

After

normalized A=[2, 3];B=[1, 3];intersection=[3]

Conditions: none

Events are carrier-index sets,normalized without dropping zero-mass labels.Intersection requires the same label in A and B.This differs from coordinate-value events in a joint table.

Step identifiers and dependencies

Rule: event_carrier_label_sets_and_intersection · Uses: G001, S002

S004 · calculation

Before

A mass := sum(4/49, 10/49)

After

A mass = 2/7

Conditions: none

Compute exactly from the original roles and complete established operands,without changing pairings,order or replacing guards by approximation.

Step identifiers and dependencies

Rule: exact_rational_arithmetic · Uses: G001, S003

S005 · calculation

Before

B mass := sum(25/49, 10/49)

After

B mass = 5/7

Conditions: none

Compute exactly from the original roles and complete established operands,without changing pairings,order or replacing guards by approximation.

Step identifiers and dependencies

Rule: exact_rational_arithmetic · Uses: G001, S004

S006 · calculation

Before

A intersection B mass := sum(10/49)

After

A intersection B mass = 10/49

Conditions: none

Compute exactly from the original roles and complete established operands,without changing pairings,order or replacing guards by approximation.

Step identifiers and dependencies

Rule: exact_rational_arithmetic · Uses: G001, S005

S007 · calculation

Before

event product P_A times P_B := mul(2/7, 5/7)

After

event product P_A times P_B = 10/49

Conditions: none

Compute exactly from the original roles and complete established operands,without changing pairings,order or replacing guards by approximation.

Step identifiers and dependencies

Rule: exact_rational_arithmetic · Uses: G001, S006

S008 · implies

Before

P_A=2/7;P_B=5/7;P_intersection=10/49;product=10/49

After

two-event independent=Yes

Conditions: none

The primary definition is intersection probability equal to the marginal product,not disjointness.Do not assume independence before multiplying.This checks two events,not mutual independence of a larger family.

Step identifiers and dependencies

Rule: independence_primary_product_definition · Uses: G001, S007

Reverse checks

  • S008 · premise_and_result_audit — Check against the original data and this step's premises; a one-way implication is not an equivalence.
  • S007 · premise_and_result_audit — Recompute event product P_A times P_B with exact rational arithmetic, not rounded decimals.
  • S006 · premise_and_result_audit — Recompute A intersection B mass with exact rational arithmetic, not rounded decimals.
  • S005 · premise_and_result_audit — Recompute B mass with exact rational arithmetic, not rounded decimals.
  • S004 · premise_and_result_audit — Recompute A mass with exact rational arithmetic, not rounded decimals.
  • S003 · premise_and_result_audit — Check against the original data and this step's premises; a one-way implication is not an equivalence.
  • S002 · premise_and_result_audit — Check against the original data and this step's premises; a one-way implication is not an equivalence.
  • S001 · premise_and_result_audit — Recompute event model whole mass total with exact rational arithmetic, not rounded decimals.

Result

([2, 3], [1, 3], 2/7, 5/7, 10/49, 10/49, Yes)

The full substitutions and premise checks give the original answer; source identity,format and status are unchanged.

This question review and source binding

Review date: 2026-10-26

Original questions, answers, step expressions, numeric ASTs and historical records are retained. Source candidate labels remain historical and are not overwritten as formal proof.

Source hashes and review receipts
  • input commit: 0f7be61e2c22317a4075561dc822c87d881a50db
  • original question SHA-256: 9ddef521c4fada2fdf49b06c8f96313d3b12a0ecfbeaee87ac2263c777585869
  • candidate record SHA-256: 0f61ef3e6d8ac78b5e5a64b0e02b401da3cbc7885843a74792a6da4a7aae4ff3
  • semantic review receipt SHA-256: 1c8f6c2c6c75852cb93c08235684ce9f32ebe86065c58c693a04257e772c2d35
  • question-first witness SHA-256: 05fd764b5f9f7fff6185003efe576d87632f6daf40606ac3839a7feafe4f80d8
  • Lean: NOT_RUN · human review: NOT_PERFORMED
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