List of Publications involving PLSSVM

23rd IEEE International Workshop on Parallel and Distributed Scientific and Engineering Computing (PDSEC 2022)

@inproceedings{9835379,
  author={Van Craen, Alexander and Breyer, Marcel and Pfl\"{u}ger, Dirk},
  booktitle={2022 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW)}, 
  title={PLSSVM: A (multi-)GPGPU-accelerated Least Squares Support Vector Machine}, 
  year={2022},
  volume={},
  number={},
  pages={818-827},
  doi={10.1109/IPDPSW55747.2022.00138}
}

The corresponding presentation can be found on YouTube. Our paper also won the award for the Best Paper.

10th International Workshop on OpenCL and SYCL 2022 (IWOCL & SYCLcon)

@inproceedings{10.1145/3529538.3529980,
  author = {Breyer, Marcel and Van Craen, Alexander and Pfl\"{u}ger, Dirk},
  title = {A Comparison of SYCL, OpenCL, CUDA, and OpenMP for Massively Parallel Support Vector Machine Classification on Multi-Vendor Hardware},
  year = {2022},
  isbn = {9781450396585},
  publisher = {Association for Computing Machinery},
  address = {New York, NY, USA},
  url = {https://doi.org/10.1145/3529538.3529980},
  doi = {10.1145/3529538.3529980},
  booktitle = {International Workshop on OpenCL},
  articleno = {2},
  numpages = {12},
  keywords = {CPU, OpenCL, CUDA, SYCL, Performance Evaluation, Machine Learning, OpenMP, SVM, GPU, Performance Portability},
  location = {Bristol, United Kingdom, United Kingdom},
  series = {IWOCL'22}
}

The corresponding presentation can be found on YouTube with these Slides.

Software Impacts

@article{VANCRAEN2022100343,
  title = {PLSSVM—Parallel Least Squares Support Vector Machine},
  journal = {Software Impacts},
  volume = {14},
  pages = {100343},
  year = {2022},
  issn = {2665-9638},
  doi = {https://doi.org/10.1016/j.simpa.2022.100343},
  url = {https://www.sciencedirect.com/science/article/pii/S2665963822000641},
  author = {Alexander {Van Craen} and Marcel Breyer and Dirk Pflüger},
  keywords = {Machine learning, SVM, Performance portability, GPU, CPU}
}

supplementary material

11th International Workshop on OpenCL and SYCL 2023 (IWOCL & SYCLcon)

  @inproceedings{10.1145/3585341.3585369,
    author = {Breyer, Marcel and Van Craen, Alexander and Pfl\"{u}ger, Dirk},
    title = {Performance Evolution of Different SYCL Implementations Based on the Parallel Least Squares Support Vector Machine Library},
    year = {2023},
    isbn = {9798400707452},
    publisher = {Association for Computing Machinery},
    address = {New York, NY, USA},
    url = {https://doi.org/10.1145/3585341.3585369},
    doi = {10.1145/3585341.3585369},
    booktitle = {Proceedings of the 2023 International Workshop on OpenCL},
    articleno = {24},
    numpages = {12},
    keywords = {Machine Learning, HIP, Performance Evaluation, CUDA, GPU, OpenMP, CPU, SVM, SYCL, Performance Portability, OpenCL},
    location = {Cambridge, United Kingdom},
    series = {IWOCL '23}
  }

The corresponding presentation can be found on YouTube with these Slides.

12th International Workshop on OpenCL and SYCL 2024 (IWOCL & SYCLcon)

  @inproceedings{10.1145/3648115.3648130,
    author = {Breyer, Marcel and Van Craen, Alexander and Pfl\"{u}ger, Dirk},
    title = {Evaluation of SYCL’s Different Data Parallel Kernels},
    year = {2024},
    isbn = {9798400717901},
    publisher = {Association for Computing Machinery},
    address = {New York, NY, USA},
    url = {https://doi.org/10.1145/3648115.3648130},
    doi = {10.1145/3648115.3648130},
    booktitle = {Proceedings of the 12th International Workshop on OpenCL and SYCL},
    articleno = {10},
    numpages = {4},
    keywords = {CPU, GPU, Performance Evaluation, SVM, SYCL},
    location = {, Chicago, IL, USA,},
    series = {IWOCL '24}
  }

The corresponding presentation can be found on YouTube with these Slides. Our paper also won the award for the best Outstanding Short Paper or Technical Talk.

23rd IEEE International Symposium on Parallel and Distributed Computing (ISPDC 2024)

  @inproceedings{10705404,
    author={Breyer, Marcel and Craen, Alexander Van and Pflüger, Dirk},
    booktitle={2024 23rd International Symposium on Parallel and Distributed Computing (ISPDC)}, 
    title={Short Paper: Evaluation of stdpar Compilers on a Kernel Matrix Assembly and a BLAS Level 3 SYMM Kernel}, 
    year={2024},
    volume={},
    number={},
    pages={1-5},
    keywords={Codes;Runtime;Graphics processing units;C++ languages;Hardware;Libraries;Kernel;Usability;Standards;Assembly;Index Terms-stdpar;PLSSVM;Kernel Matrix Assembly;Performance;Benchmarking},
    doi={10.1109/ISPDC62236.2024.10705404}
  }