Concepedia

Active Learning For Regression

Active Learning for Regression is an active learning approach that specifically addresses regression tasks by iteratively selecting the most informative instances to label in order to improve the performance of a regression model with minimal labeled data.

108

Publications

6.2K

Citations

300

Authors

152

Institutions

Publications per year

2017–2026

66

Parents

Publications

108

Bayesian Active Learning for Classification and Preference Learning

Neil Houlsby, Ferenc Huszár, Zoubin Ghahramani et al. · Cambridge University Engineering Department Publications Database · 2011 · 493 citations · Full text

, , +16

Active learning via transductive experimental design

Kai Yu, Jinbo Bi, Volker Tresp · 2006 · 356 citations

, , +14

Active learning for logistic regression: an evaluation

Andrew I. Schein, Lyle Ungar · Machine Learning · 2007 · 350 citations · Full text

, , +8

Decision Forests for Classification, Regression, Density Estimation, Manifold Learning and Semi-Supervised Learning

Antonio Criminisi, Ender Konukoglu, Jamie Shotton · 2011 · 210 citations

, , +16

Logistic regression with an auxiliary data source

Xuejun Liao, Ya Xue, Lawrence Carin · 2005 · 202 citations

, , +12

1–5 of 108

Authors

300

  1. DW
    Dongrui Wu

    Huazhong University of Science and Technology, China

    5 publications · 429 citations

    5

    h-index

  2. XY
    Xufeng Yang

    Southwest Jiaotong University, China

    4 publications · 101 citations

    4

    h-index

  3. MS
    Masashi Sugiyama

    Tokyo Institute of Technology, Japan

    4 publications · 267 citations

    4

    h-index

  4. FM
    Farid Melgani

    University of Trento, Italy

    3 publications · 115 citations

    3

    h-index

  5. EP
    Edoardo Pasolli

    University of Trento, Italy

    3 publications · 115 citations

    3

    h-index

1–5 of 300

Institutions

152

  1. Northwestern Polytechnical University

    Xi'an, China

    5 h-index

    11 publications

    421 citations

  2. University of Trento

    Trento, Italy

    4 h-index

    9 publications

    416 citations

  3. Huazhong University of Science and Technology

    Wuhan, China

    4 h-index

    14 publications

    1.2K citations

  4. Southwest Jiaotong University

    Chengdu, China

    4 h-index

    14 publications

    360 citations

  5. Tokyo Institute of Technology

    Tokyo, Japan

    4 h-index

    5 publications

    296 citations

  6. Université Grenoble Alpes

    Saint-Martin-d'Hères, France

    3 h-index

    7 publications

    137 citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    9 publications

    168 citations

  8. Duke University

    Durham, United States

    3 h-index

    8 publications

    806 citations

1–8 of 152

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 132 citations

    6

    h-index

  2. Reliability Engineering & System Safety

    5 publications · 214 citations

    5

    h-index

  3. Information Sciences

    5 publications · 310 citations

    5

    h-index

  4. Structural Safety

    3 publications · 152 citations

    3

    h-index

  5. Structural and Multidisciplinary Optimization

    3 publications · 58 citations

    3

    h-index

1–5