KEDAR-CABELLI@RUTGERS.ARPA (07/03/84)
From: Smadar <KEDAR-CABELLI@RUTGERS.ARPA> [Forwarded from the Rutgers bboard by Laws@SRI-AI.] A Ph.D. Oral Examination - Proposal Defense Title: Analogy with Purpose in Legal Reasoning from Precedents Speaker: Smadar Kedar-Cabelli Date: Friday, July 6, 1984, 10:00 - 11:00 am Location: Hill Center, room 423 Open to DCS Faculty and Students One open problem in current artificial intelligence (AI) models of learning and reasoning by analogy is: which aspects of the analogous situations are relevant to the analogy, and which are irrelevant? It is currently recognized that analogy involves mapping some underlying causal network of relations between situations [Winston 82], [Gentner 83], [Burstein 83], [Carbonell 83]. However, most current models of analogy provide the system with exactly the relevant relations, tailor-made to each analogy to be performed. As AI systems become more complex, we will have to provide them with the capability of automatically focusing on the relevant aspects of situations when reasoning analogically. These will have to be sifted from the large amount of information used to represent complex, real-world situations. In order to study these general issues, we are examining a particular case study of learning and reasoning by analogy: forming legal concepts by legal reasoning from precedents. This is studied within the TAXMAN II project, which is investigating legal reasoning using AI techniques [McCarty 82], [Nagel 83]. In this talk, we will discuss the problem and a proposed solution. We examine legal reasoning from precedents within the context of current AI models of analogy. We then add a focusing capability. Current work on goal-directed learning [Mitchell 83a], [Mitchell 83b], and explanation-based learning [Dejong 83] applies here: the explanation of how the precedent satisfies the intent of the law (i.e. its goals, or purposes) helps to automatically focus the reasoning on what is relevant. Intuitively, suppose a lawyer wishes to argue that a particular case involving a bicycle violated the following statute: 'a vehicle is forbidden in a public park' [Hart 58]. He might argue by analogy to a clear precedent--a passenger car. He needs to establish that a bicycle is a vehicle for the purposes of this statute, that bicycles should be banned from the park for the same reasons that passenger cars are. The purpose, or intent of the law is to prohibit those things that would interfere with the serene, quiet setting of the park, or would destroy the natural habitat, and so on. Reasoning from this, the lawyer can determine that aspects of the cases such as the ability to trample over lawns, run over small animals, make noise, are relevant for this purpose. On the other hand, aspects of the cases involving the country where the vehicles were manufactured, or the materials the vehicles are made of, are irrelevant for this purpose. Given a different law and purpose, these might well be relevant.