DocumentCode :
1865676
Title :
Advisory services for user composition tools
Author :
Nam, Kevin K. ; Locke, R. Taylor ; Yenson, Sarah ; Chang, Kimberlee ; Fiedler, Lars H.
Author_Institution :
MIT Lincoln Lab., Lexington, MA, USA
fYear :
2015
fDate :
7-9 Feb. 2015
Firstpage :
9
Lastpage :
16
Abstract :
We have developed an ontology based framework that evaluates compatibility between processing modules within an end user development framework, using MIT Lincoln Laboratory´s Composable Analytics environment [1] as a test case. In particular, we focus on inter-module semantic compatibility as well as compatibility between data and modules. Our framework includes a core ontology that provides an extendible vocabulary that can describe module attributes, module input and output requirements and preferences, and data characteristics that are pertinent to selecting appropriate modules in a given situation. Based on the ontological description of the modules and data, we first present a framework that takes a rule based approach in measuring semantic compatibility. Later, we extend the rule based approach to a flexible fuzzy logic based semantic compatibility evaluator. We have built an initial simulator to test module compatibility under varying situations. The simulator takes in the ontological description of the modules and data and calculates semantic compatibility. We believe the framework and simulation environment together will help both the developers test new modules they create as well as support end users in composing new capabilities. In this paper, we describe the details of the framework, the simulation environment, and our iterative process in developing the module ontology.
Keywords :
fuzzy logic; fuzzy reasoning; knowledge based systems; ontologies (artificial intelligence); MIT Lincoln Laboratory Composable Analytics environment; advisory services; core ontology; data characteristics; data module compatibility; end-user development framework; extendible vocabulary; flexible fuzzy logic based semantic compatibility evaluator; intermodule semantic compatibility; iterative process; module attributes; module input preferences; module input requirements; module output preferences; module output requirements; module selection; ontology based framework; processing modules; rule based approach; semantic compatibility measurement; simulation environment; user composition tools;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Semantic Computing (ICSC), 2015 IEEE International Conference on
Conference_Location :
Anaheim, CA
Type :
conf
DOI :
10.1109/ICOSC.2015.7050772
Filename :
7050772
Link To Document :
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