TwoRavens: Intuitive Statistical Exploration, Model Extraction, and Curation

Abstract

The DARPA Data Driven Discovery of Models (D3M) program automates the methods in data science to create empirical models of real, complex processes. TwoRavens, a D3M system, is a Web-based platform for automated machine learning and statistical analysis. The goal is to allow the domain expert, in concert with our system, to complete a high quality, predictive and interpretable model without a statistical expert. To do so, the system facilitates intuitive machine learning and model interpretation, model discovery, and data exploration, as researchers impart substantive knowledge about their data and own research questions to guide the automated generation of AI assistance for data analysis through human-guided machine learning.

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Document Details

Document Type
Technical Report
Publication Date
Nov 19, 2021
Accession Number
AD1153245

Entities

People

  • James Honaker
  • Vito D'orazio

Organizations

  • Harvard University

Tags

Communities of Interest

  • Autonomy
  • Engineered Resilient Systems

DTIC Thesaurus Topics

  • Air Force
  • Artificial Intelligence
  • Big Data
  • Control Panels
  • Control Surfaces
  • Data Analysis
  • Data Science
  • Data Visualization
  • Engineering
  • Governments
  • Information Science
  • Machine Learning
  • New York
  • Robots
  • Schools
  • Statistical Analysis
  • United States

Fields of Study

  • Computer science

Readers

  • Agent-Based Social Robotics and Mobile-Assisted Learning in Virtual Environments.
  • Database Systems and Applications
  • Distributed Systems and Data Platform Development

Technology Areas

  • AI & ML