| University of Ulm, Faculty of Computer Science, Dept. of Artificial Intelligence | up: Research |
Simulation is defined as the experimentation with models. A model for
a system and an experiment is anything to which the experiment can be applied
in order to answer questions about the system. Often deductive models for
systems are difficult to acquire. Case-based and inductive approaches facilitate
the acquisition of knowledge and present an alternative which allows for
an "easy" application.
| Fuzzy-Based Inductive Reasoning (1993-1995) |
Francois Cellier and his students have been working on the refinement
and application of Fuzzy-Based Inductive Reasoning (FIR) since the late
80ties. FIR, methodological rooted in the work by George
Klir, requires huge amounts of homogeneously structured cases to derive
a behavior and structural model of the system of interest. In collaboration
with Francois Cellier and Robert Frye we employed FIR to predict the carbon
dioxid dynamic of Biosphere 2.
The project was sponsored by the Feodor Lynen Program of the Alexander
von Humboldt
Foundation.
| OASES - Our Approach to Simulate
Experimental Studies (1995-1998) |
Contrary to other case-based approaches which require general knowledge
for case matching and adaptation - OASES utilizes the knowledge inherent
in cases for case matching and adaptation. Instead of global strategies,
local context dependent strategies of matching and adaptation are employed
reflecting recent developments in the community of case-based reasoning.
Applied in the area of bonehealing OASES has demonstrated its capability
to deal with idiosyncrasy. Based on 650 cases out of 50 publications with
70 different variables it predicts the likely result of certain experimental
settings in the area of bone healing. Currently an application in the area
of Anaesthesiology is under development. The system shall forecast post
operational side effects of certain anaesthesiological procedures. The
case base comprises 2000 cases out of 200 publications.
The project was sponsored by the Land Baden Württemberg.
| Publications |
For Publications click here.
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