Concepedia

Instance-based Classification

Instance-Based Classification is a time series classification approach that belongs to the family of lazy learning methods, wherein classification is performed by directly comparing a query instance to stored labeled instances using a similarity or distance metric, without constructing an explicit generalization model.

324

Publications

18.9K

Citations

919

Authors

407

Institutions

Publications per year

2017–2026

96

Parents

Publications

324

Correlation-based Feature Selection for Discrete and Numeric Class Machine Learning

Mark A. Hall · Research Commons (The University of Waikato) · 2000 · 1.7K citations · Full text

, , +17

Reduction Techniques for Instance-Based Learning Algorithms

D.R. Wilson, Tony Martinez · Machine Learning · 2000 · 1.2K citations · Full text

, , +13

Multiple instance learning: A survey of problem characteristics and applications

Marc‐André Carbonneau, Veronika Cheplygina, Éric Granger et al. · Pattern Recognition · 2017 · 727 citations · Full text

, , +12

An exemplar-based random walk model of speeded classification.

Robert M. Nosofsky, Thomas J. Palmeri · Psychological Review · 1997 · 706 citations

, , +15

Multiple instance classification: Review, taxonomy and comparative study

Jaume Amores · Artificial Intelligence · 2013 · 557 citations

, , +13

1–5 of 324

Authors

919

  1. CG
    Cleotilde González

    Carnegie Mellon University, United States

    6 publications · 244 citations

    6

    h-index

  2. TM
    Tony Martinez

    Brigham Young University, United States

    5 publications · 75 citations

    5

    h-index

  3. DW
    D.R. Wilson

    Brigham Young University, United States

    5 publications · 90 citations

    5

    h-index

  4. NG
    Nicolás García‐Pedrajas

    University of Córdoba, Spain

    5 publications · 206 citations

    5

    h-index

  5. DW
    David W. Aha

    United States Naval Research Laboratory, United States

    4 publications · 301 citations

    4

    h-index

1–5 of 919

Institutions

407

  1. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    17 publications

    741 citations

  2. University of Córdoba

    Córdoba, Spain

    7 h-index

    18 publications

    946 citations

  3. Universidad de Granada

    Granada, Spain

    6 h-index

    16 publications

    622 citations

  4. Brigham Young University

    Provo, United States

    6 h-index

    10 publications

    161 citations

  5. University of Illinois Urbana-Champaign

    Urbana, United States

    5 h-index

    10 publications

    537 citations

  6. University of Technology Sydney

    Sydney, Australia

    4 h-index

    8 publications

    441 citations

  7. University of California, Irvine

    Irvine, United States

    4 h-index

    8 publications

    767 citations

  8. Philipps University of Marburg

    Marburg, Germany

    4 h-index

    8 publications

    639 citations

1–8 of 407

Venues

  1. Intelligent Data Analysis

    IDA · 9 publications · 667 citations

    9

    h-index

  2. Information Sciences

    8 publications · 251 citations

    8

    h-index

  3. Machine Learning

    7 publications · 482 citations

    7

    h-index

  4. arXiv (Cornell University)

    Repository · 7 publications · 287 citations

    7

    h-index

  5. Expert Systems with Applications

    6 publications · 723 citations

    6

    h-index

1–5