Concepedia

Automated Machine Learning

Automated Machine Learning is a predictive modeling framework that distinguishes itself by systematically integrating and optimizing machine learning pipeline components—such as feature preprocessing, model selection, hyperparameter tuning, and validation—through algorithmic search and evaluation, thereby minimizing manual intervention in the model development process.

1.8K

Publications

104.8K

Citations

7.4K

Authors

2.3K

Institutions

Publications per year

2017–2026

1.5K

Parents

Publications

1.8K

Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer

Babak Ehteshami Bejnordi, Mitko Veta, Paul Johannes van Diest et al. · JAMA · 2017 · 3.3K citations · Full text

, , +17

A survey of named entity recognition and classification

David R. Nadeau, Satoshi Sekine · Lingvisticae Investigationes · 2007 · 2.5K citations

, , +14

Deep Learning Approach for Intelligent Intrusion Detection System

R. Vinayakumar, Mamoun Alazab, K. P. Soman et al. · IEEE Access · 2019 · 1.8K citations · Full text

, , +13

Making a Science of Model Search: Hyperparameter Optimization in Hundreds of Dimensions for Vision Architectures

James Bergstra, Daniel Yamins, David Cox · Digital Access to Scholarship at Harvard (DASH) (Harvard University) · 2013 · 1.6K citations · Full text

, , +15

Machine learning: An artificial intelligence approach

Earl Hunt · Journal of Mathematical Psychology · 1983 · 1.4K citations

, , +11

1–5 of 1.8K

Authors

7.4K

  1. IT
    Ioannis Tsamardinos

    University of Crete, Greece

    9 publications · 359 citations

    10

    h-index

  2. JH
    Jason H. Moore

    Dartmouth College, United States

    9 publications · 1.3K citations

    9

    h-index

  3. FH
    Frank Hutter

    University of Freiburg, Germany

    8 publications · 3K citations

    8

    h-index

  4. MW
    Marcel Wever

    Paderborn University, Germany

    8 publications · 406 citations

    8

    h-index

  5. DW
    Dakuo Wang

    Northeastern University, United States

    8 publications · 379 citations

    8

    h-index

1–5 of 7.4K

Institutions

2.3K

  1. University College London

    London, United Kingdom

    20 h-index

    68 publications

    7.8K citations

  2. University of California, Berkeley

    Berkeley, United States

    17 h-index

    39 publications

    6.2K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    16 h-index

    53 publications

    5K citations

  4. Stanford University

    Stanford, United States

    16 h-index

    34 publications

    3K citations

  5. Columbia University

    New York, United States

    16 h-index

    35 publications

    1.9K citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    15 h-index

    41 publications

    8K citations

  7. University of Washington

    Seattle, United States

    15 h-index

    39 publications

    8.5K citations

  8. Harvard University

    Cambridge, United States

    15 h-index

    43 publications

    26K citations

1–8 of 2.3K

Venues

  1. arXiv (Cornell University)

    Repository · 84 publications · 3.8K citations

    33

    h-index

  2. Scientific Reports

    32 publications · 1.4K citations

    23

    h-index

  3. IEEE Access

    28 publications · 3.7K citations

    22

    h-index

  4. Sensors

    20 publications · 1.3K citations

    18

    h-index

  5. PLoS ONE

    18 publications · 1.3K citations

    15

    h-index

1–5