Article View: sci.cognitive
Article #404Subject: Offprints of dissertation on belief systems available
From: Afzal Ballim
Date: Fri, 18 Dec 1992 11:16
Date: Fri, 18 Dec 1992 11:16
170 lines
8973 bytes
8973 bytes
Offprints of my Ph.D. dissertation are available to whoever is interested, simply send my your address. I've included an extended abstract (1000 words) below. My preference is to send an electronic copy (postscript file) as that way I don't have to pay for copying and mailing. The formats of the file that are available are: 1) A5 format -- this is really A4, but with two pages side by side in landscape mode (each being an A5 page). There are a number of subchoices here:- 1a) Simple 2-page - This is a normal 2-up format. 1b) Full booklet format - the pages are arranged so that if you make a double-sided copy of the print file, and cut those pages down the middle, then the left-sides will give you the second half of the thesis, and the right-side the first. I.e., allows you to make a booklet from the copy. 2) A4 format -- the file is formated to fill an A4 page. 3) US Letter -- the file is formated to fill a US Letter page. In all cases the file will have been uuencoded. Finally, if you'd like more details on my belief work (as well as information on facets not covered in my dissertation), then you could run out and get a copy of the book:-) Artificial Believers (1991) Afzal Ballim & Yorick Wilks Lawrence Erlbaum Associates, ISBN: 0-8058-0453-6 ==================================================================== ViewFinder: A Framework for Representing, Ascribing and Maintaining Nested Beliefs of Interacting Agents Afzal Ballim Abstract Interacting with agents in an intelligent manner means that the computer program is able to adapt itself to the specific requirements of agents. The dissertation is concerned with an important feature necessary for this ability to adapt: the use of models of the beliefs and knowledge of the interacting agents. The objective of this dissertation is to detail a theory of belief, by which is meant a theory of how the contents of nested belief models are formed. The work is motivated by (i) the aspects of representation, formation, and revision of nested belief models that have been neglected, and (ii) the lack of a unifying framework for all of these features of nested beliefs. In much research involving models of the beliefs of agents, the models used are pre-given. While this is sufficient in highly constrained domains it is inappropriate in general. In more complex domains it is necessary to dynamically generate these models. This dissertation is directly concerned with the problems of dynamically creating such nested models of the beliefs of agents. Major Contributions =================== Using Stereotypes for Belief Ascription: The use of stereotypes (in particular, hierarchically organised stereotypes) is shown to be an excellent method for making shallow belief models, i.e., the system's view of another agent, but to suffer from serious problems as a mechanism for making deeper ascriptions. A precedence inheritance reasoner for stereotypes is developed as this is necessary in shallow use of stereotypes, in deep use, and in the fused ascription process later developed. Perturbation as a Basis for Belief Ascription: The perturbation model of belief ascription is investigated, and shown to be excellent for generation of deep belief models. However, it relies upon beliefs generally being common between the ascribing agent (the ascriber) and the agent to whom the beliefs are being ascribed (the ascribee), and so is inadequate when this assumption does not hold. Ascription Operators: The perturbation method of belief ascription relies on counter-evidence to block ascription. In the investigation of counter-evidence a number of families of ascription operators are identified. In particular, a distinction is made between radical operators, which can form a disjunctive result, and conservative operators which form a unique result. Different types of each of these operators are developed. Weighing Evidence Sources: The basic perturbation mechanism for belief ascription intuitively implies a simple recursive algorithm. This is shown to be false. It is demonstrated that pre-stored nested beliefs of the agents involved in a nesting (and pre-stored beliefs of their views of each other) must be considered as sources of evidence and counter-evidence for ascription. A method for totally ordering these evidence sources is developed. A Fused Approach: The stereotype ascription and perturbation ascription are fused together via the notion of atypical beliefs . These are beliefs that are only held by particular groups of agents. A mechanism based on lambda expressions is investigated for fusing atypicality into the perturbation mechanism. Evaluation of these lambda expressions in a nested environments investigated, as to is the nature of transformations on them that is required when they are ascribed from agent to agent. Improvements are made over previously descriptions of these processes. Interpreted and Ascribed Beliefs: Interpreted beliefs are those beliefs attributed to an agent based on inferences from the utterances (or actions) of the agent. Ascribed beliefs are those beliefs attributed to an agent based on principles of commonality and minimal evidence about the probable background of the agent. It is claimed that belief interpretation requires belief ascription as a pre-requisite. Further, although it might be expected that interpreted beliefs would always be preferred to ascribed ones, it is claimed that this is not necessarily the case and that this largely depends on the inference rules used to interpret the beliefs. It follows that interpretation rules must be classed to give some indication of the reliability of their inferences. Maintenance of Nested Beliefs: A number of aspects of belief revision with respect to nested beliefs are considered. It is claimed that it is necessary to distinguish between simulating an agents own revision mechanism, and making revisions of the belief model of the agent because the model has proved to be wrong. In addition, it is shown how either of these changes can cause the system to want to change its own beliefs, but in different ways. Simulating the agents own revision process is more likely to cause the system to make revisions of its beliefs about the domain, or topic of conversation, while revisions on the belief model are more likely to cause the system to make revisions of its beliefs about the agent. An operation known as percolation is devised to aid in the former revision process. A Framework for Environments: A general framework for environments is developed. The framework is deliberately designed to be open-ended, i.e., not completely defined. A number of important types of environment are discussed. It is shown how environments may be used as a mechanism for reasoning about ordering relations, and how, thus, they provide an appropriate medium for reasoning about different ordering relations, such as confidence relations, inheritance leaning relations, etc. Particular attention is paid to the representational problems discussed in the background section. Ascription Operators as Environment Projection: The ascription operators previously developed are generalised to be operators that cause projection of one environment on another. Environment projection operators are studied in more detail, and a number of extra projection operators are proposed, including Bayesian projection, Fuzzy projection, and Logic Foundational projection. Environment Projection as a Fundamental Operator: It is shown that environment projection can be seen as a fundamental operator underlying many important processes in AI, including belief ascription, inheritance reasoning, truth maintenance, belief revision, merging of intensional descriptions, and metaphor generation. An environment framework may thus serve as a basis for investigation, development, and implementation of all of these processes. -- Afzal Ballim |BITNET,EARN,MHS,X.400: afzal@divsun.unige.ch ISSCO, University of Geneva |UUCP: mcsun!divsun.unige.ch!afzal 54 route des Acacias |JANET: afzal%divsun.unige.ch@uk.ac.ean-relay CH-1227 GENEVA,Switzerland |CSNET,ARPA: afzal%divsun.unige.ch@relay.cs.net
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Newsgroups: sci.cognitive Path: arc1-ca.pugleaf.net!sparky!uunet!news.univie.ac.at!chx400!news.unige.ch!divsun.unige.ch!afzal From: afzal@divsun.unige.ch (Afzal Ballim) Subject: Subject: Offprints of dissertation on belief systems available Message-ID: <1992Dec18.111627.11536@news.unige.ch> Keywords: Belief, dissertation Sender: usenet@news.unige.ch Reply-To: afzal@divsun.unige.ch Organization: University of Geneva, Switzerland Date: Fri, 18 Dec 1992 11:16:27 GMT Lines: 170