Concepedia

Active Learning For Clustering

Active Learning for Clustering is a machine learning framework that iteratively selects the most informative instances for labeling to improve clustering performance by leveraging human feedback in guiding the formation of data groupings.

81

Publications

5.2K

Citations

254

Authors

116

Institutions

Publications per year

2017–2026

30

Parents

Publications

81

Active learning using pre-clustering

Hieu T. Nguyen, A.W.M. Smeulders · 2004 · 653 citations · Full text

, , +14

Active Semi-Supervision for Pairwise Constrained Clustering

Sugato Basu, Arindam Banerjee, Raymond J. Mooney · 2004 · 600 citations

, , +15

From Instance-level Constraints to Space-Level Constraints: Making the Most of Prior Knowledge in Data Clustering

Dan Klein, Sepandar Kamvar, Christopher D. Manning · 2002 · 523 citations

, , +16

Hierarchical sampling for active learning

Sanjoy Dasgupta, Daniel Hsu · 2008 · 458 citations

, , +9

Active co-analysis of a set of shapes

Yunhai Wang, Shmulik Asafi, Oliver van Kaick et al. · ACM Transactions on Graphics · 2012 · 264 citations

, , +16

1–5 of 81

Authors

254

  1. SO
    Solange Oliveira Rezende

    Universidade de São Paulo, Brazil

    3 publications · 38 citations

    3

    h-index

  2. RH
    Ruizhang Huang

    Guizhou University, China

    3 publications · 98 citations

    3

    h-index

  3. CF
    Chun-Sung Ferng

    National Taiwan University, Taiwan

    2 publications · 32 citations

    2

    h-index

  4. FM
    Fan Min

    Southwest Petroleum University, China

    2 publications · 161 citations

    2

    h-index

  5. CL
    Chunliang Li

    St. Jude Children's Research Hospital, United States

    2 publications · 32 citations

    2

    h-index

1–5 of 254

Institutions

116

  1. Universidade de São Paulo

    São Paulo, Brazil

    4 h-index

    11 publications

    181 citations

  2. Shanghai Jiao Tong University

    Shanghai, China

    3 h-index

    3 publications

    57 citations

  3. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    6 publications

    265 citations

  4. Wuhan University

    Wuhan, China

    2 h-index

    7 publications

    221 citations

  5. The University of Texas at Dallas

    Richardson, United States

    2 h-index

    3 publications

    86 citations

  6. Université de Tours

    Tours, France

    2 h-index

    2 publications

    38 citations

  7. Nanyang Technological University

    Singapore, Singapore

    2 h-index

    3 publications

    122 citations

  8. Simon Fraser University

    Burnaby, Canada

    2 h-index

    4 publications

    582 citations

1–8 of 116

Venues

  1. Intelligent Data Analysis

    IDA · 4 publications · 56 citations

    4

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 4 publications · 333 citations

    4

    h-index

  3. Expert Systems with Applications

    2 publications · 140 citations

    2

    h-index

  4. Soft Computing

    2 publications · 44 citations

    2

    h-index

  5. Remote Sensing

    2 publications · 74 citations

    2

    h-index

1–5