Concepedia

Cost-sensitive Active Learning

Cost-Sensitive Active Learning is an active learning paradigm that, as a refinement of query selection strategies, incorporates the varying costs associated with acquiring different types of labels or querying different instances, thereby distinguishing itself from standard active learning by optimizing not only for model performance but also for cost efficiency.

53

Publications

2.5K

Citations

151

Authors

79

Institutions

Publications per year

2017–2026

26

Parents

Publications

53

A survey on instance selection for active learning

Yifan Fu, Xingquan Zhu · Knowledge and Information Systems · 2012 · 367 citations

, , +13

Active Sampling for Class Probability Estimation and Ranking

Foster Provost, Maytal Saar‐Tsechansky · The Faculty Digital Archive (New York University) · 2004 · 192 citations

, , +16

Learning cost-sensitive active classifiers☆☆This extends the short conference paper [19].

Russell Greiner, Adam J. Grove, Dan Roth · Artificial Intelligence · 2002 · 164 citations

, , +5

Scalable Active Learning for Multiclass Image Classification

Ajay J. Joshi, Fatih Porikli, Nikos Papanikolopoulos · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2012 · 132 citations

, , +15

Cost-sensitive online active learning with application to malicious URL detection

Peilin Zhao, Steven C. H. Hoi · 2013 · 128 citations

, , +15

1–5 of 53

Authors

151

  1. FM
    Fan Min

    Southwest Petroleum University, China

    4 publications · 114 citations

    4

    h-index

  2. FP
    Foster Provost

    New York University, United States

    4 publications · 249 citations

    4

    h-index

  3. PZ
    Peilin Zhao

    Tencent (China), China

    3 publications · 202 citations

    3

    h-index

  4. AA
    Alekh Agarwal

    Microsoft (United States), United States

    3 publications · 70 citations

    3

    h-index

  5. QW
    Qingyao Wu

    South China University of Technology, China

    2 publications · 74 citations

    2

    h-index

1–5 of 151

Institutions

79

  1. Southwest Petroleum University

    Chengdu, China

    5 h-index

    18 publications

    487 citations

  2. The University of Texas at Austin

    Austin, United States

    5 h-index

    8 publications

    480 citations

  3. New York University

    New York, United States

    4 h-index

    5 publications

    269 citations

  4. University of Trento

    Trento, Italy

    3 h-index

    7 publications

    233 citations

  5. Microsoft (United States)

    Redmond, United States

    3 h-index

    5 publications

    175 citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    4 publications

    130 citations

  7. Tencent (China)

    Shenzhen, China

    2 h-index

    4 publications

    148 citations

  8. South China University of Technology

    Guangzhou, China

    2 h-index

    10 publications

    370 citations

1–8 of 79

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 206 citations

    7

    h-index

  2. Neurocomputing

    3 publications · 170 citations

    3

    h-index

  3. 2

    h-index

  4. Knowledge-Based Systems

    2 publications · 78 citations

    2

    h-index

  5. IEEE Geoscience and Remote Sensing Letters

    GRSL · 1 publications · 13 citations

    1

    h-index

1–5