Concepedia

Meta-learners

Meta-Learners is a class of algorithmic frameworks in causal inference that decomposes the estimation of heterogeneous treatment effects into separate, reweighted machine learning tasks to isolate treatment-specific response patterns from observational data.

141

Publications

8.2K

Citations

538

Authors

264

Institutions

Publications per year

2017–2026

110

Parents

Publications

141

Meta-SGD: Learning to Learn Quickly for Few-Shot Learning

Zhenguo Li, Fengwei Zhou, Fei Chen et al. · arXiv (Cornell University) · 2017 · 845 citations · Full text

, , +12

Reconciling schemas of disparate data sources

AnHai Doan, Pedro Domingos, Alon Halevy · 2001 · 733 citations

, , +16

TSE-IDS: A Two-Stage Classifier Ensemble for Intelligent Anomaly-Based Intrusion Detection System

Bayu Adhi Tama, Marco Comuzzi, Kyung-Hyune Rhee · IEEE Access · 2019 · 378 citations · Full text

, , +17

Meta-Learning by Landmarking Various Learning Algorithms

Bernhard Pfahringer, Hilan Bensusan, Christophe Giraud-Carrier · 2000 · 303 citations

, , +10

A novel method based on meta-learning for bearing fault diagnosis with small sample learning under different working conditions

Hao Su, Ling Xiang, Aijun Hu et al. · Mechanical Systems and Signal Processing · 2022 · 274 citations

, , +15

1–5 of 141

Authors

538

  1. CS
    Carlos Soares

    Universidade do Porto, Portugal

    4 publications · 230 citations

    4

    h-index

  2. AC
    André C. P. L. F. de Carvalho

    Universidade de São Paulo, Brazil

    4 publications · 148 citations

    4

    h-index

  3. JN
    Jing Nie

    Shihezi University, China

    2 publications · 55 citations

    2

    h-index

  4. AD
    AnHai Doan

    University of Wisconsin–Madison, United States

    2 publications · 872 citations

    2

    h-index

  5. AB
    Andrea Bondavalli

    University of Florence, Italy

    2 publications · 112 citations

    2

    h-index

1–5 of 538

Institutions

264

  1. Tsinghua University

    Beijing, China

    4 h-index

    6 publications

    346 citations

  2. University of Electronic Science and Technology of China

    Chengdu, China

    3 h-index

    14 publications

    492 citations

  3. Universidade de São Paulo

    São Paulo, Brazil

    3 h-index

    5 publications

    203 citations

  4. University of Geneva

    Geneva, Switzerland

    3 h-index

    5 publications

    281 citations

  5. University of California, Berkeley

    Berkeley, United States

    3 h-index

    7 publications

    685 citations

  6. Nanyang Technological University

    Singapore, Singapore

    3 h-index

    5 publications

    288 citations

  7. Zhejiang University

    Hangzhou, China

    3 h-index

    13 publications

    807 citations

  8. National University of Singapore

    Singapore, Singapore

    3 h-index

    10 publications

    630 citations

1–8 of 264

Venues

  1. arXiv (Cornell University)

    Repository · 16 publications · 1.4K citations

    13

    h-index

  2. IEEE Access

    4 publications · 632 citations

    4

    h-index

  3. Neurocomputing

    5 publications · 440 citations

    4

    h-index

  4. Mechanical Systems and Signal Processing

    MSSP · 3 publications · 415 citations

    3

    h-index

  5. 2

    h-index

1–5