Concepedia

Automata Learning

Automata Learning is a computational method that systematically infers the structure of a finite automaton from observed input-output behaviors, distinguishing itself from general machine learning by leveraging formal language theory to ensure the learned model precisely captures the regularities of the target system.

714

Publications

33.5K

Citations

1.3K

Authors

554

Institutions

Publications per year

2017–2026

144

Parents

Publications

714

The responsibility gap: Ascribing responsibility for the actions of learning automata

Andreas Matthias · Ethics and Information Technology · 2004 · 959 citations

, , +9

Complexity of automaton identification from given data

Eric Gold · Information and Control · 1978 · 770 citations

, , +12

Learning Automata - A Survey

Kumpati S. Narendra, M.A.L. Thathachar · IEEE Transactions on Systems Man and Cybernetics · 1974 · 667 citations

, , +8

A fast automaton-based method for detecting anomalous program behaviors

R. Sekar, Mr. Rushant Bendre, Dinakar Dhurjati et al. · 2002 · 561 citations

, , +16

On the regularization of Zeno hybrid automata

Karl Henrik Johansson, Magnus Egerstedt, John Lygeros et al. · Systems & Control Letters · 1999 · 555 citations · Full text

, , +10

1–5 of 714

Authors

1.3K

  1. MR
    Mohammad Reza Meybodi

    Amirkabir University of Technology, Iran

    35 publications · 1.2K citations

    21

    h-index

  2. BJ
    B. John Oommen

    Carleton University, Canada

    30 publications · 1.4K citations

    19

    h-index

  3. MT
    M.A.L. Thathachar

    Indian Institute of Science Bangalore, India

    17 publications · 1.6K citations

    15

    h-index

  4. CL
    C. Lee Giles

    Pennsylvania State University, United States

    17 publications · 1.1K citations

    13

    h-index

  5. JA
    Javad Akbari Torkestani

    Islamic Azad University, Arak, Iran

    13 publications · 489 citations

    13

    h-index

1–5 of 1.3K

Institutions

554

  1. Amirkabir University of Technology

    Tehran, Iran

    28 h-index

    88 publications

    3.1K citations

  2. Carleton University

    Ottawa, Canada

    19 h-index

    43 publications

    2.1K citations

  3. Indian Institute of Science Bangalore

    Bengaluru, India

    17 h-index

    39 publications

    2.6K citations

  4. Yale University

    New Haven, United States

    13 h-index

    22 publications

    2.2K citations

  5. Princeton University

    Princeton, United States

    13 h-index

    27 publications

    1.9K citations

  6. Islamic Azad University, Arak

    Arak, Iran

    12 h-index

    13 publications

    497 citations

  7. University of Maryland, College Park

    College Park, United States

    12 h-index

    33 publications

    2.8K citations

  8. University of Agder

    Kristiansand, Norway

    11 h-index

    30 publications

    935 citations

1–8 of 554

Venues

  1. IEEE Transactions on Systems Man and Cybernetics

    30 publications · 2.6K citations

    21

    h-index

  2. Machine Learning

    22 publications · 1.4K citations

    18

    h-index

  3. 16

    h-index

  4. arXiv (Cornell University)

    Repository · 20 publications · 468 citations

    13

    h-index

  5. Theoretical Computer Science

    13 publications · 349 citations

    12

    h-index

1–5