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W3MCSim: an online and reconfigurable Monte Carlo simulator for interactive probabilistic/statistical modeling
Kirk D Bulis1, Joseph J DiStefano
1Biocybernetics Laboratory, Department of Computer Science, University of California, Los Angeles, USA.
Computer Methods and Programs in Biomedicine
|January 11, 2005
Summary
A new Monte Carlo simulator (W3MCSim) offers interactive probabilistic modeling for scientists and educators. This web-based tool ensures efficient deployment and versatile application across various scientific simulations.
Area of Science:
- Computational Science
- Statistical Modeling
- Scientific Simulation Software
Background:
- Monte Carlo simulation is a powerful technique for probabilistic modeling.
- Efficient deployment and accessibility of simulation tools are crucial for scientific education and research.
- Existing tools may lack user-friendliness or broad applicability.
Purpose of the Study:
- To develop and present an Internet-based Monte Carlo simulator (W3MCSim).
- To demonstrate an efficient software deployment model using web technologies.
- To showcase the simulator's usability and versatility through diverse examples.
Main Methods:
- Implementation of W3MCSim as an Internet software tool.
- Leveraging Microsoft web technologies (Internet Explorer, COM, JScript) for web application architecture.
- Development of tutorial examples including dice sum simulation, Buffon's needle problem, and experimental design testing.
Main Results:
- W3MCSim is successfully deployed as an accessible web application.
- The chosen architecture ensures efficient software deployment and user interaction.
- Tutorial examples confirm the simulator's usability and versatility for various probabilistic modeling tasks.
Conclusions:
- W3MCSim provides an efficient and versatile platform for Monte Carlo simulations.
- The web application model facilitates easy access for students, educators, and scientists.
- The simulator's components are adaptable for reconfiguration into other applications.