The Model Analyst's Toolkit: Scientific Model Development, Analysis, and Validation

Abstract

The proposed research effort builds on and extends the work of the previous ONR-funded "Validation Coverage Toolkit for HSCB Models" project. The overall objectives of the ongoing research program are: * Help scientists create, analyze, refine, and validate rich scientific models * Help computational scientists verify the correctness of their implementations of those models * Help users of scientific models, including decision makers within the US Navy, to use those models correctly and with confidence * Use a combination of human-driven data visualization and analysis, automated data analysis, and machine learning to leverage human expertise in model building with automated analyses of complex models against large datasets

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Document Details

Document Type
Technical Report
Publication Date
Aug 20, 2014
Accession Number
ADA609277

Entities

People

  • Scott N. Reilly

Tags

Communities of Interest

  • Autonomy
  • Engineered Resilient Systems

DTIC Thesaurus Topics

  • Application Software
  • Big Data
  • Change Detection
  • Computer Science
  • Correlation Analysis
  • Data Analysis
  • Data Mining
  • Data Sets
  • Data Visualization
  • Digital Data
  • Feature Extraction
  • Governments
  • Machine Learning
  • Military Research
  • Pattern Recognition
  • Political Science
  • Validation

Fields of Study

  • Computer science

Readers

  • Agent-Based Social Robotics and Mobile-Assisted Learning in Virtual Environments.
  • Computational Fluid Dynamics (CFD)
  • Distributed Systems and Data Platform Development

Technology Areas

  • AI & ML