articleTop 10% cited
Exploratory Modeling for Policy Analysis
Operations Research · 1993 · Vol. 41(3) · pp. 435–449
Steve Bankes✉(RAND Corporation)
Abstract
Exploratory modeling is using computational experiments to assist in reasoning about systems where there is significant uncertainty. While frequently confused with the use of models to consolidate knowledge into a package that is used to predict system behavior, exploratory modeling is a very different kind of use, requiring a different methodology for model development. This paper distinguishes these two broad classes of model use describes some of the approaches used in exploratory modeling, and suggests some technological innovations needed to facilitate it.
Simulation Techniques and ApplicationsComplex Systems and Decision MakingBusiness Process Modeling and AnalysisComputer scienceExploratory analysisExploratory researchManagement scienceSystem dynamicsOperations researchData scienceIndustrial engineeringKnowledge managementArtificial intelligence
Citations
701
FWCI
5.68
field-weighted impact
References
30
Percentile
97%
vs. same field & year
Citations per year
Cited by
Thinking inside the box: A participatory, computer-assisted approach to scenario discovery
Technological Forecasting and Social Change · 2009 · 522 citations
OR/MS research in disaster operations management
European Journal of Operational Research · 2005 · 1,589 citations
Adapt or Perish: A Review of Planning Approaches for Adaptation under Deep Uncertainty
Sustainability · 2013 · 587 citations
References
Neural Networks and the Bias/Variance Dilemma
Neural Computation · 1992 · 3,522 citations
A Practical Bayesian Framework for Backpropagation Networks
Neural Computation · 1992 · 2,890 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.
