Phenomena and Processes

Autoencoder

An unsupervised learning technique where the machine learns patterns in unlabeled data sets, makes compressed representations and reconstructs the input as output at minimum loss of features from the input. Autoencoders are useful in denoising images, DIMENSIONALITY REDUCTION and feature extraction.

National Library of MedicineMedical Subject Headings2026

Structured Summary

Abstract

An unsupervised learning technique where the machine learns patterns in unlabeled data sets, makes compressed representations and reconstructs the input as output at minimum loss of features from the input. Autoencoders are useful in denoising images, DIMENSIONALITY REDUCTION and feature extraction.

MeSH Record

Classification

Broader headings

Related Concepts

Knowledge Graph

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MeSH Record

Synonyms

1 entry terms
  • Autoencoders

MeSH Record

History Note

2025

MeSH Record

Previous Indexing

  • Algorithms (2011-2024)
  • Neural Networks, Computer (2011-2024)

MeSH Hierarchy

Tree Numbers

  1. G17w.035w.250w.500w.250w.250w
  2. G17w.035w.250w.500w.750w.500w
  3. G17w.035w.297w
  4. G17w.485w.500w.250w
  5. L01w.224w.050w.375w.530w.250w.250w
  6. L01w.224w.050w.375w.530w.750w.500w
  7. L01w.224w.050w.375w.605w.500w.250w
  8. L01w.224w.050w.395w

AMA Style

References

  1. National Library of Medicine. Autoencoder. Medical Subject Headings (MeSH). 2026. Unique ID D000098446. http://id.nlm.nih.gov/mesh/2026/D000098446
  2. Autoencoder. In: Wikipedia. https://en.wikipedia.org/wiki/Autoencoder
  3. Autoencoder. In: Wikidata. https://www.wikidata.org/wiki/Q786435