Phenomena and Processes

Reinforcement Machine Learning

A machine learning training method in which an agent in an uncertain environment is rewarded for optimal behaviors and punished for undesired behaviors, allowing the agent to learn from trial-and-error.

National Library of MedicineMedical Subject Headings2026

Structured Summary

Abstract

A machine learning training method in which an agent in an uncertain environment is rewarded for optimal behaviors and punished for undesired behaviors, allowing the agent to learn from trial-and-error.

MeSH Record

Classification

Broader headings

Related Concepts

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See Also

MeSH Record

Synonyms

8 entry terms
  • Reinforcement Learning, Machine
  • Machine Learning, Reinforcement
  • Machine Reinforcement Learning
  • Machine Reinforcement Learnings
  • Reinforcement Machine Learnings
  • Deep Reinforcement Learning
  • Deep Reinforcement Learnings
  • Reinforcement Learning, Deep

MeSH Record

Aspects Covered

9 allowable subheadings

Indexed with the subheadings classification, economics, ethics, history, legislation & jurisprudence, standards, statistics & numerical data, supply & distribution, trends.

MeSH Record

History Note

2025

MeSH Record

Previous Indexing

  • Reinforcement, Psychology (2007-2024)

MeSH Hierarchy

Tree Numbers

  1. G17w.035w.250w.500w.485w
  2. L01w.224w.050w.375w.530w.485w

AMA Style

References

  1. National Library of Medicine. Reinforcement Machine Learning. Medical Subject Headings (MeSH). 2026. Unique ID D000098408. http://id.nlm.nih.gov/mesh/2026/D000098408
  2. Reinforcement Machine Learning. In: Wikipedia. https://en.wikipedia.org/wiki/Reinforcement_learning
  3. Reinforcement Machine Learning. In: Wikidata. https://www.wikidata.org/wiki/Q830687