Interactive Acquisition of Justifications: Learning "Why" by Being Told "What."

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KSL-91-17 +  redirect page

Interactive Acquisition of Justifications: Learning "Why" by Being Told "What." +  Has identifier

Interactive Acquisition of Justifications: Learning "Why" by Being Told "What." +  Ksl tr id

Interactive Acquisition of Justifications: Learning "Why" by Being Told "What." +  Number

Interactive Acquisition of Justifications: Learning "Why" by Being Told "What."

Bibtype  techreport

Has publishing details  August,1991

Has title  Interactive Acquisition of Justifications: Learning "Why" by Being Told "What."

Has where published  KSL-91-17

Has year  1991

Title  Interactive Acquisition of Justifications: Learning "Why" by Being Told "What."

Year  1991

Abstract  In this paper I describe an approach to au In this paper I describe an approach to automated knowledge acquisition in which users specify desired system behavior by constructing justifications of examples. Justifications are explanations of why example behaviors are appropriate in given situations. I analyze the problem of acquiring justifications, showing how current knowledge acquisition techniques are best suited for asking what-questions, while justifications are naturally viewed as answers to why-questions. I sketch a new approach for acquiring justifications that transforms why-questions into what-questions, borrowing the sources of power of existing techniques. In this approach, users construct justifications by selecting facts that specify what is relevant in a situation from a space of facts provided by the elicitation tool.Justifications are then used to create operational mappings from situations to intended outcomes. I show how the approach is applied to two different knowledge acquisition problems: the acquisition of diagnostic strategy and the acquisition of design rationale. I conclude by identifying common characteristics of the two applications and discuss how their design distributes the cognitive load between human and machines. cognitive load between human and machines.

Author  Thomas R. Gruber +

Has author  Thomas R. Gruber +

Has identifier  Interactive Acquisition of Justifications: Learning "Why" by Being Told "What." +

Institution  Knowledge Systems, AI Laboratory +

Ksl tr id  Interactive Acquisition of Justifications: Learning "Why" by Being Told "What." +

Month  August +

Number  Interactive Acquisition of Justifications: Learning "Why" by Being Told "What." +

Process note  YES +

Categories  KSL Technical Report +, Publication +, Technical Report +

 

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