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Convention: For the remainder of the present chapter, d, d0, d1, d2 . . . range over real numbers in the unit interval. |
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§10.3.1 Function Identification in the Presence of Approximations |
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In the following an approximation to a function f will be taken as a partial recursive function h that agrees with f to some extent. The following definition introduces two different formalizations of "extent of agreement." |
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10.29 Definition Let , , and . |
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(a) We say that h is d-conforming with f just in case: |
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(1) , i.e., h does not contradict f; and |
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(2) . |
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(b) We say that h is uniformly d-conforming with f just in case: |
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(1) , i.e., h does not contradict f; and |
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(2) . |
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Let us recall from Chapter 7 the motivation for uniform d-conformity. It is this: even if h is 1-conforming with f, h may be a bad approximation locally for many large intervals; uniform conformity renders the approximation more homogeneous. |
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In the paradigms defined below, a scientist learning f is fitted out with a program for an approximation h to f, along with access to the graph of f. The approximation h will be either d-conforming or uniformly d-conforming. Thus, our scientists again compute mappings from N × SEG to N, and M(p, s ) denotes the conjecture of M on prior information p plus evidential state s A definition similar to Definition 10.1 can be stated to describe the convergence of a scientist on information p and graph f. |
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The next definition makes things official. It extends the Ex paradigm to situations in which the scientist has access to a program for a partial function that is d- conforming with the function to be learned. |
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10.30 Definition Let and . |
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(a) A scientist M ApdExa-identifies f (written: ) just in case, for all p such that j p is d-conforming with f, and j M(p,f) = a f. |
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(b) . |
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