Concepedia

Materials Data Mining

Materials Data Mining is a computational methodology within materials informatics that systematically extracts, analyzes, and interprets patterns, relationships, and knowledge from large-scale materials datasets to accelerate the discovery and design of novel materials.

550

Publications

61.6K

Citations

2.2K

Authors

698

Institutions

Publications per year

2017–2026

401

Parents

Publications

550

Commentary: The Materials Project: A materials genome approach to accelerating materials innovation

Anubhav Jain, Shyue Ping Ong, Geoffroy Hautier et al. · APL Materials · 2013 · 12.7K citations · Full text

, , +17

Materials Design and Discovery with High-Throughput Density Functional Theory: The Open Quantum Materials Database (OQMD)

James E. Saal, Scott Kirklin, Muratahan Aykol et al. · JOM · 2013 · 2.5K citations

, , +16

Machine learning in materials informatics: recent applications and prospects

Rampi Ramprasad, Rohit Batra, Ghanshyam Pilania et al. · npj Computational Materials · 2017 · 1.8K citations · Full text

, , +17

Machine-learning-assisted materials discovery using failed experiments

Paul Raccuglia, Katherine C. Elbert, Philip Adler et al. · Nature · 2016 · 1.7K citations

, , +12

AFLOW: An automatic framework for high-throughput materials discovery

Stefano Curtarolo, Wahyu Setyawan, Gus L. W. Hart et al. · Computational Materials Science · 2012 · 1.5K citations · Full text

, , +14

1–5 of 550

Authors

2.2K

  1. KA
    Kristin A. Persson

    Lawrence Berkeley National Laboratory, United States

    14 publications · 16.4K citations

    14

    h-index

  2. GC
    Gerbrand Ceder

    Massachusetts Institute of Technology, United States

    12 publications · 15.3K citations

    12

    h-index

  3. KR
    Krishna Rajan

    Iowa State University, United States

    12 publications · 404 citations

    11

    h-index

  4. JM
    John M. Gregoire

    California Institute of Technology, United States

    10 publications · 507 citations

    10

    h-index

  5. AJ
    Anubhav Jain

    Lawrence Berkeley National Laboratory, United States

    10 publications · 16K citations

    10

    h-index

1–5 of 2.2K

Institutions

698

  1. Northwestern University

    Evanston, United States

    20 h-index

    61 publications

    27.2K citations

  2. Lawrence Berkeley National Laboratory

    Berkeley, United States

    20 h-index

    88 publications

    160.8K citations

  3. National Institute of Standards and Technology

    Gaithersburg, United States

    15 h-index

    67 publications

    14.1K citations

  4. Argonne National Laboratory

    Lemont, United States

    15 h-index

    30 publications

    5.5K citations

  5. Massachusetts Institute of Technology

    Cambridge, United States

    15 h-index

    39 publications

    144.3K citations

  6. Shanghai University

    Shanghai, China

    15 h-index

    64 publications

    5.9K citations

  7. University of Science and Technology Beijing

    Beijing, China

    14 h-index

    63 publications

    4.4K citations

  8. University of California, Berkeley

    Berkeley, United States

    13 h-index

    43 publications

    8.3K citations

1–8 of 698

Venues

  1. npj Computational Materials

    29 publications · 5.6K citations

    26

    h-index

  2. Computational Materials Science

    22 publications · 4K citations

    19

    h-index

  3. Scientific Data

    12 publications · 1.5K citations

    12

    h-index

  4. Digital Discovery

    11 publications · 323 citations

    11

    h-index

  5. Chemistry of Materials

    10 publications · 1.2K citations

    10

    h-index

1–5