Spatial Abstraction: Aspectualization, Coarsening, and Conceptual Classification
نویسندگان
چکیده
Spatial abstraction empowers complex agent control processes. We propose a formal definition of spatial abstraction and classify it by its three facets, namely aspectualization, coarsening, and conceptual classification. Their characteristics are essentially shaped by the representation on which abstraction is performed. We argue for the use of so-called aspectualizable representations which enable knowledge transfer in agent control tasks. In a case study we demonstrate that aspectualizable spatial knowledge learned in a simplified simulation empowers strategy transfer to a real robotics platform.
منابع مشابه
Structural Knowledge Transfer by Spatial Abstraction for Learning Agents
In this article we investigate the role of abstraction principles for knowledge transfer in agent control learning tasks. We analyze abstraction from a formal point of view and characterize three distinct facets: aspectualization, coarsening, and conceptual classification. The taxonomy we develop allows us to interrelate existing approaches to abstraction, leading to a code of practice for desi...
متن کاملUnderstanding Web usage at di erent levels of abstraction: coarsening and visualising sequences
As Web sites begin to realise the advantages of engaging users in more extended interactions involving a semi-structured combination of information and communication behaviour, the log les recording Web usage become more complex. While Web usage mining provides for the syntactic speci cation of structured patterns like association rules or (generalised) sequences, it is less clear how to analys...
متن کاملThe Conceptual Framework of Individual and Social Security Provision in Residential Complexes Based on Iranian-Islamic Foundations
Security as one of the basic human needs has a special place in relaxation, comfort and spiritual needs provision. For this reason, security is always of managers, planners, architects and urban designers' interest. Solutions and strategies of security provision have been fundamentally changed following prevailing change of housing architecture patterns from homes to residential complexes and h...
متن کاملQualitative Spatial Reasoning with Conceptual Neighborhoods for Agent Control
Research on qualitative spatial reasoning has produced a variety of calculi for reasoning about orientation or direction relations. Such qualitative abstractions are very helpful for agent control and communication between robots and humans. Conceptual neighborhood has been introduced as a means of describing possible changes of spatial relations which e.g. allows action planning at a high leve...
متن کاملAutomatic Workflow Generation and Modification by Enterprise Ontologies and Documents
This article presents a novel method and development paradigm that proposes a general template for an enterprise information structure and allows for the automatic generation and modification of enterprise workflows. This dynamically integrated workflow development approach utilises a conceptual ontology of domain processes and tasks, enterprise charts, and enterprise entities. It also suggests...
متن کامل