Language, speech & LLMs· survey· 1989
A tutorial on hidden Markov models and selected applications in speech recognition
On the reading lists
- #1 on the Surveys & tutorials shelf (2026 edition)
Why it matters
Definitive HMM reference that codified statistical speech recognition for decades.
Condensed from the expert lists' notes.
The record
- First released
- 1989 (from OpenAlex)
- Citations
- 22,741 citations, as counted by OpenAlex (CC0)
- Named by
- both expert lists
- Also relevant to
- Machine learning foundations
Editor's notes
- Classed as survey: A tutorial: the HMM theory it teaches predates it by two decades (Baum and colleagues). (AI draft (Claude), not yet reviewed, 2026-10-29)
Data sources
Catalogue data from OpenAlex (CC0), Crossref (CC0 metadata; no abstracts are shown), arXiv, and Papers With Code (CC BY-SA 4.0). Each count names its source. See the method.