A Framework for Knowledge-Based Temporal Abstraction

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KSL-95-29 +  redirect page

A Framework for Knowledge-Based Temporal Abstraction +  Has identifier

A Framework for Knowledge-Based Temporal Abstraction +  Ksl tr id

A Framework for Knowledge-Based Temporal Abstraction +  Number

A Framework for Knowledge-Based Temporal Abstraction

Bibtype  techreport

Has publishing details  March,1995

Has title  A Framework for Knowledge-Based Temporal Abstraction

Has where published  KSL-95-29

Has year  1995

Title  A Framework for Knowledge-Based Temporal Abstraction

Year  1995

Abstract  A domain-independent knowledge-based infer A domain-independent knowledge-based inference structure is presented, specific to the task of abstracting higher-level concepts from time-stamped data. The framework includes a model of time, parameters, events, and contexts. A formal specification of a domain's temporal-abstraction knowledge supports acquisition, maintenance, reuse, and sharing of that knowledge.The knowledge-based temporal-abstraction method decomposes the temporal-abstraction task into five subtasks. These subtasks are solved by five domain-independent temporal-abstraction mechanisms. Thetemporal-abstraction mechanisms depend on four domain-specific knowledge types:structural, classification (functional), temporal-semantic (logical), and temporal-dynamic (probabilistic) knowledge. Values for the four knowledge types are specified when developing a temporal-abstraction system in a new domain. The knowledge-based temporal-abstraction method has been implemented in the RESUME system and evaluated in several different clinical domains(protocol-based care, monitoring of children's growth, and therapy of diabetes)with encouraging results. rapy of diabetes)with encouraging results.

Note  Medical Computer Science

Author  Yuval Shahar +

Has author  Yuval Shahar +

Has identifier  A Framework for Knowledge-Based Temporal Abstraction +

Institution  Knowledge Systems, AI Laboratory +

Ksl tr id  A Framework for Knowledge-Based Temporal Abstraction +

Month  March +

Number  A Framework for Knowledge-Based Temporal Abstraction +

Process note  NO +

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

 

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