Concepedia

Supervised Tumor Classification

Supervised Tumor Classification is a machine learning approach in cancer genomics that belongs to the genus of classification methods and is differentiated by its reliance on labeled molecular profiles to train predictive models for assigning tumor samples to predefined biological or clinical categories.

117

Publications

12.8K

Citations

612

Authors

312

Institutions

Publications per year

2017–2026

63

Parents

Publications

117

Gene Selection for Cancer Classification using Support Vector Machines

Isabelle Guyon, Jason Weston, S. Barnhill et al. · Machine Learning · 2002 · 9.8K citations · Full text

, , +12

Classification and diagnostic prediction of cancers using gene expression profiling and artificial neural networks

Javed Khan, Jun S. Wei, Markus Ringnér et al. · Nature Medicine · 2001 · 2.7K citations · Full text

, , +16

Predicting hepatitis B virus–positive metastatic hepatocellular carcinomas using gene expression profiling and supervised machine learning

Qing-Hai Ye, Lun‐Xiu Qin, Marshonna Forgues et al. · Nature Medicine · 2003 · 865 citations

, , +14

Support vector machines combined with feature selection for breast cancer diagnosis

Mehmet Fatih Akay · Expert Systems with Applications · 2008 · 810 citations

, , +16

Molecular classification of human carcinomas by use of gene expression signatures.

Andrew I. Su, John Welsh, Lisa M. Sapinoso et al. · PubMed · 2001 · 692 citations

, , +17

1–5 of 117

Authors

612

  1. MR
    Markus Ringnér

    Lund University, Sweden

    3 publications · 2.7K citations

    3

    h-index

  2. AI
    Ahmed Idbaïh

    Sorbonne Université, France

    2 publications · 95 citations

    2

    h-index

  3. CH
    Christoph Harms

    Charité - Universitätsmedizin Berlin, Germany

    2 publications · 95 citations

    2

    h-index

  4. MA
    Malek Alzaqebah

    Imam Abdulrahman Bin Faisal University, Saudi Arabia

    2 publications · 61 citations

    2

    h-index

  5. CP
    Carsten Peterson

    Lund University, Sweden

    2 publications · 2.7K citations

    2

    h-index

1–5 of 612

Institutions

312

  1. German Cancer Research Center

    Heidelberg, Germany

    4 h-index

    9 publications

    6.2K citations

  2. Heidelberg University

    Heidelberg, Germany

    4 h-index

    9 publications

    6.2K citations

  3. Inserm

    Paris, France

    3 h-index

    5 publications

    146 citations

  4. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    5 publications

    146 citations

  5. Charité - Universitätsmedizin Berlin

    Berlin, Germany

    3 h-index

    22 publications

    1.2K citations

  6. University Hospital of Basel

    Basel, Switzerland

    2 h-index

    6 publications

    285 citations

  7. Yale University

    New Haven, United States

    2 h-index

    15 publications

    1.8K citations

  8. Indian Institute of Technology BHU

    Varanasi, India

    2 h-index

    3 publications

    77 citations

1–8 of 312

Venues

  1. Computers in Biology and Medicine

    7 publications · 821 citations

    7

    h-index

  2. Expert Systems with Applications

    4 publications · 1.1K citations

    4

    h-index

  3. Artificial Intelligence in Medicine

    AIM · 4 publications · 235 citations

    4

    h-index

  4. BMC Bioinformatics

    4 publications · 298 citations

    4

    h-index

  5. Neural Computing and Applications

    3 publications · 402 citations

    3

    h-index

1–5