Concepedia

Structured Kernel Learning

Structured Kernel Learning is a machine learning framework that extends kernel methods by incorporating explicit structural assumptions about the data space—such as hierarchies, graphs, or compositional rules—into the kernel design to enable more effective and interpretable feature representations.

14

Publications

616

Citations

40

Authors

20

Institutions

Publications per year

2017–2026

4

Parents

Publications

14

Kernel Interpolation for Scalable Structured Gaussian Processes (KISS-GP)

Andrew Gordon Wilson, Hannes Nickisch · arXiv (Cornell University) · 2015 · 215 citations · Full text

, , +13

Kernelized structural SVM learning for supervised object segmentation

Luca Bertelli, Tian–Li Yu, Diem Vu et al. · 2011 · 103 citations

, , +11

Forecast of hourly global horizontal irradiance based on structured Kernel Support Vector Machine: A case study of Tibet area in China

He Jiang, Yao Dong · Energy Conversion and Management · 2017 · 45 citations

, , +17

Structured Sparse Kernel Learning for Imaging Genetics Based Alzheimer’s Disease Diagnosis

Jailin Peng, Le An, Xiaofeng Zhu et al. · Lecture notes in computer science · 2016 · 44 citations · Full text

, , +16

A scalable end-to-end Gaussian process adapter for irregularly sampled time series classification

Steven Cheng-Xian Li, Benjamin M. Marlin · Neural Information Processing Systems · 2016 · 44 citations

, , +17

1–5 of 14

Authors

40

  1. SC
    Steven Cheng-Xian Li

    University of Massachusetts Amherst, United States

    2 publications · 57 citations

    2

    h-index

  2. BM
    Benjamin M. Marlin

    University of Massachusetts Amherst, United States

    2 publications · 57 citations

    2

    h-index

  3. HL
    Hongwei Liu

    Xidian University, China

    1 publications · 22 citations

    1

    h-index

  4. AS
    Alessandro Sperduti

    University of Padua, Italy

    1 publications · 13 citations

    1

    h-index

  5. CC
    Chee‐Kong Chui

    National University of Singapore, Singapore

    1 publications · 29 citations

    1

    h-index

1–5 of 40

Institutions

20

  1. University of Massachusetts Amherst

    Amherst Center, United States

    2 h-index

    4 publications

    114 citations

  2. Clausthal University of Technology

    Clausthal-Zellerfeld, Germany

    2 h-index

    3 publications

    35 citations

  3. Google (United States)

    Mountain View, United States

    2 h-index

    6 publications

    456 citations

  4. Amherst College

    Amherst Center, United States

    2 h-index

    4 publications

    114 citations

  5. Jiangxi University of Finance and Economics

    Nanchang, China

    1 h-index

    2 publications

    90 citations

  6. National University of Singapore

    Singapore, Singapore

    1 h-index

    3 publications

    87 citations

  7. University of North Carolina Health Care

    Chapel Hill, United States

    1 h-index

    5 publications

    220 citations

  8. Institute of High Performance Computing

    Singapore, Singapore

    1 h-index

    1 publications

    29 citations

1–8 of 20

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 250 citations

    3

    h-index

  2. IEEE Transactions on Image Processing

    2 publications · 50 citations

    2

    h-index

  3. Neural Networks

    1 publications · 13 citations

    1

    h-index

  4. IEEE Systems Man and Cybernetics Magazine

    1 publications · 29 citations

    1

    h-index

  5. Energy Conversion and Management

    1 publications · 45 citations

    1

    h-index

1–5