Auto Topic: hbad

auto_hbad | topic

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1
Mentioned Chunks
3
Mentioned Docs
1

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definitionpros_cons

Covered Dimensions

definitionpros_cons

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hbad

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textbook
Artificial-Intelligence-A-Modern-Approach-4th-Edition.pdf
0.656... at most 1 −ϵ. Since the examples are independent, the bound for N examples is: P(hb agrees with N examples) ≤ (1 −ϵ)N. The probability that Hbad contains at least one consistent hypothesis is bounded by the sum of the individual probabilities: P(Hbad contains a consistent hypothe ...
textbook
Artificial-Intelligence-A-Modern-Approach-4th-Edition.pdf
0.593... thesis space: it lies inside what is called the ϵ-ball around the true function f . The hypothesis space outside ϵ-ball this ball is called Hbad. We can derive a bound on the probability that a “seriously wrong” hypothesis hb ∈ Hbad is consistent with the first N examples as follo ...
textbook
Artificial-Intelligence-A-Modern-Approach-4th-Edition.pdf
0.551event below some small numberδ: P(Hbad contains a consistent hypothesis) ≤ |H|(1 −ϵ)N ≤δ. Given that 1−ϵ ≤ e−ϵ, we can achieve this if we allow the algorithm to see N ≥ 1 ϵ ( ln 1 δ + ln |H| ) (19.1) 692 Chapter 19 Learning from Examples Patrons(x, Some) No Yes Yes No Patrons(x, ...