Second Generation Metalearning for Data-Driven Discovery of Models

Abstract

Our contributions to D3M center on our work on D3M framework. We (Brandon Schoenfeld) lead the Meta Learning working group. The group created the Pipeline and Pipeline Run Schemas and the associated framework. We contributed to the designs. We produced the Experimenter, Rerun, many test cases. We also created Primitives (TA1) for metafeature extraction, missing value imputation, and data profiling.

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Document Details

Document Type
Technical Report
Publication Date
Jul 01, 2021
Accession Number
AD1143832

Entities

People

  • Brandon Schoenfeld
  • Kevin Seppi

Organizations

  • Brigham Young University

Tags

Communities of Interest

  • Autonomy

DTIC Thesaurus Topics

  • Accuracy
  • Air Force
  • Algorithms
  • Computational Science
  • Data Mining
  • Deep Learning
  • Information Exchange
  • Information Processing
  • Information Retrieval
  • Information Science
  • Information Systems
  • Jet Propulsion
  • Machine Learning
  • Mathematical Models
  • Neural Networks
  • Robots
  • Standards

Fields of Study

  • Computer science

Readers

  • Distributed Systems and Data Platform Development
  • Regression Analysis.
  • Team-Based Human-Centered Cognitive Task Decision Making and Information Performance.