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Independent Complement Product Two Events

Calculate neither and at-least-one probabilities from explicit independent event probabilities.

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Description

Calculate neither-event and at-least-one probabilities under independence.

Probability calculations distinguish event mass, density likelihood, support membership and interval inclusion. Zero likelihood is not always proof of impossibility, and a known zero-probability category differs from an absent label. Independence, disjointness and supplied CDF values are assumptions or records, rather than properties established by local arithmetic.

Calculate neither-event and at-least-one probabilities under independence.

When to use this tool

Use Independent Complement Product Two Events when you already have firstProbability, secondProbability and need to calculate neither-event and at-least-one probabilities under independence.

How to use the tool and how it works

  1. Enter firstProbability, secondProbability. Use the units and conventions below.
  2. Run the tool. Correct any format, range, or cross-field input error before interpreting the output.
  3. Read neitherProbability, atLeastOneProbability. Use the output convention below.

Require both probabilities in [0,1]; neither=(1-p)*(1-q), atLeastOne=1-neither.1

Input fieldMeaning and unitsAccepted input
firstProbabilityFirst ProbabilityRequired. Finite number; minimum 0; maximum 1.
secondProbabilitySecond ProbabilityRequired. Finite number; minimum 0; maximum 1.
Output fieldInterpretationReturned shape
neitherProbabilityNeither ProbabilityRequired. Finite number.
atLeastOneProbabilityAt Least One ProbabilityRequired. Finite number.
json
{
  "input": {
    "firstProbability": 0.5,
    "secondProbability": 0.25
  },
  "output": {
    "neitherProbability": 0.375,
    "atLeastOneProbability": 0.625
  }
}

Limitations and assumptions

  • Independence is an assumption, not tested by the tool; dependent-event probabilities need joint information.
  • Inputs must satisfy both the field types and the cross-field conditions above. Invalid input causes an error; a successful false flag or documented placeholder is a different result.
  • Numeric calculations use binary floating point unless exact decimal-integer arithmetic is explicitly stated. No hidden measurement tolerance or decimal rounding is added; nonfinite or out-of-contract results are rejected. Numeric signed-zero results are exported as zero.

Alternative or Complementary methods

Use the complete joint model when independence or disjointness cannot be assumed. Evaluate a distribution on its actual support for CDF or likelihood questions, and keep absent categories distinct from explicitly listed zero-probability outcomes.

References

  1. Calculation and input contract: probability/independent-complement-product-two-events — tool.io

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