Amplification
nounid
4731·updated May 18, 2026verified
Let [construct space] 𝑌 ′ and [prediction space] 𝑌ˆ be categorical. Then, a model exhibits disparity amplification if 𝑑tv (𝑌ˆ |𝑍=0,𝑌ˆ |𝑍=1) 𝑑tv (𝑌 ′ |𝑍=0,𝑌 ′ |𝑍=1). dtv is the total variation distance defined as follows. Let 𝑌0 and 𝑌1 be categorical random variables with finite supports Y0 and Y1. Then, the total variation distance between 𝑌0 and 𝑌1 is 𝑑tv (𝑌0,𝑌1) = 12 Σ︁ 𝑦∈Y0∪Y1 Pr[𝑌0=𝑦] − Pr[𝑌1=𝑦] . In the special case where 𝑌0,𝑌1 ∈ {0, 1}, the total variation distance can also be expressed as | Pr[𝑌0=1] − Pr[𝑌1=1] |.
polysemous
Classifications
Entity Type
Vulnerability72%llm-generatedllm:claude-haiku-4-5
Sensitivity
unclassified
Information Class
unclassified
Variants
- synonym
- elaborationgain
- plural
- Amplifications
- possessive
- Amplification's
- pluralpossessive
- Amplifications'
Framework definitions
- §1
- [an act of amplifying, which is] to make larger or greater (as in amount, importance, or intensity).
- §1
- Let [construct space] 𝑌 ′ and [prediction space] 𝑌ˆ be categorical. Then, a model exhibits disparity amplification if 𝑑tv (𝑌ˆ |𝑍=0,𝑌ˆ |𝑍=1) 𝑑tv (𝑌 ′ |𝑍=0,𝑌 ′ |𝑍=1). dtv is the total variation distance defined as follows. Let 𝑌0 and 𝑌1 be categorical random variables with finite supports Y0 and Y1. Then, the total variation distance between 𝑌0 and 𝑌1 is 𝑑tv (𝑌0,𝑌1) = 12 Σ︁ 𝑦∈Y0∪Y1 Pr[𝑌0=𝑦] − Pr[𝑌1=𝑦] . In the special case where 𝑌0,𝑌1 ∈ {0, 1}, the total variation distance can also be expressed as | Pr[𝑌0=1] − Pr[𝑌1=1] |.
- §1
- (electronics) the act of increasing voltage or power or current
- §2
- addition of extra material or illustration or clarifying detail
- §3
- the amount of increase in signal power or voltage or current expressed as the ratio of output to input
Outgoing relationships
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This term is not the subject of any RDF-style relationship yet.
Incoming relationships
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No other term currently asserts a relationship to this one.