Lincon S. Souza

@article{souza2026subspace,
  author  = {Lincon S. Souza and Takumi Kobayashi},
  title   = {Subspace training mitigates gradient noise vulnerability},
  journal = {International Journal of Computer Vision},
  year    = {2026},
  url     = {https://link.springer.com/article/10.1007/s11263-025-02598-x},
}

@article{valois2025frameTACL,
  author  = {Pedro H. V. Valois and Erica K. Shimomoto and Lincon S. Souza and Kazuhiro Fukui},
  title   = {Frame Representation Hypothesis: Multi-Token LLM Interpretability and Concept-Guided Text Generation},
  journal = {Transactions of the Association for Computational Linguistics (TACL)},
  year    = {2025},
  url     = {https://aclanthology.org/2025.tacl-1.65/},
  arxiv   = {2412.07334},
}

@article{batalo2025modelselection,
  author  = {Bojan Batalo and Lincon S. Souza and Keisuke Yamazaki},
  title   = {Model selection methods for model-bridge simulation calibration},
  journal = {IEEE Access},
  year    = {2025},
  url     = {https://ieeexplore.ieee.org/document/10971343},
}

@article{mahyub2024signal,
  author  = {Maha Mahyub and Lincon S. Souza and Bojan Batalo and Kazuhiro Fukui},
  title   = {Signal Latent Subspace: a new representation for Environmental Sound Classification},
  journal = {Applied Acoustics},
  year    = {2024},
  url     = {https://www.sciencedirect.com/science/article/abs/pii/S0003682X24003323},
}

@article{souza2023grassmannian,
  author  = {Lincon S. Souza and Naoya Sogi and Bernardo B. Gatto and Takumi Kobayashi and Kazuhiro Fukui},
  title   = {Grassmannian learning mutual subspace method for image set recognition},
  journal = {Neurocomputing},
  year    = {2023},
  url     = {https://www.sciencedirect.com/science/article/abs/pii/S0925231222013133},
  arxiv   = {2111.04352},
}

@article{beleza2023slowfeature,
  author  = {Suzana R. A. Beleza and Erica K. Shimomoto and Lincon S. Souza and Kazuhiro Fukui},
  title   = {Slow Feature Subspace: A Video Representation Based on Slow Feature Analysis for Action Recognition},
  journal = {Machine Learning with Applications},
  year    = {2023},
  url     = {https://www.sciencedirect.com/science/article/pii/S2666827023000464},
}

@article{batalo2022temporal,
  author  = {Bojan Batalo and Lincon S. Souza and Bernardo B. Gatto and Naoya Sogi and Kazuhiro Fukui},
  title   = {Temporal-Stochastic Tensor Features for Action Recognition},
  journal = {Machine Learning with Applications},
  year    = {2022},
  url     = {https://www.sciencedirect.com/science/article/pii/S2666827022000822},
}

@article{souza2020enhanced,
  author  = {Lincon S. Souza and Bernardo B. Gatto and Jing-Hao Xue and Kazuhiro Fukui},
  title   = {Enhanced Grassmann Discriminant Analysis with Randomized Time Warping for Motion Recognition},
  journal = {Pattern Recognition},
  year    = {2020},
  url     = {https://www.sciencedirect.com/science/article/abs/pii/S0031320319303310},
}

@article{gatto2020semisupervised,
  author  = {Bernardo B. Gatto and Lincon S. Souza and Eulanda M. Santos and Kazuhiro Fukui and Waldir S. S. Junior and Kenny V. Santos},
  title   = {A semi-supervised convolutional neural network based on subspace representation for image classification},
  journal = {EURASIP Journal on Image and Video Processing},
  year    = {2020},
  url     = {https://jivp-eurasipjournals.springeropen.com/articles/10.1186/s13640-020-00507-5},
}

@inproceedings{souza2026most,
  author    = {Lincon S. Souza and Bojan Batalo and Takumi Kobayashi},
  title     = {MOST: Momentum Online Subspace Training},
  booktitle = {International Conference on Pattern Recognition (ICPR)},
  year      = {2026},
}

@inproceedings{valois2025emnlp,
  author    = {Pedro H. V. Valois and Erica K. Shimomoto and Lincon S. Souza and Kazuhiro Fukui},
  title     = {Frame Representation Hypothesis: Multi-Token LLM Interpretability and Concept-Guided Text Generation},
  booktitle = {Conference on Empirical Methods in Natural Language Processing (EMNLP)},
  year      = {2025},
  url       = {https://aclanthology.org/2025.tacl-1.65/},
}

@inproceedings{souza2025hankel,
  author    = {Lincon S. Souza and Maha Mahyub and Bojan Batalo and Keisuke Yamazaki},
  title     = {Hankel Surrogate for Model-Bridge Simulation Calibration},
  booktitle = {IEEE International Workshop on Machine Learning for Signal Processing (MLSP)},
  year      = {2025},
  url       = {https://ieeexplore.ieee.org/document/11204274},
}

@inproceedings{souza2024local,
  author    = {Lincon S. Souza and Takumi Kobayashi and Yasunori Nishimori and Yasuko Sugase-Miyamoto and Kenji Kawano and Shotaro Akaho and Narihisa Matsumoto},
  title     = {Local distance correlation embedding for time-series analysis on Riemannian manifolds},
  booktitle = {ICASSP},
  year      = {2024},
  url       = {https://ieeexplore.ieee.org/document/10446123},
}

@inproceedings{souza2023geometric,
  author    = {Lincon S. Souza and Bojan Batalo and Keisuke Yamazaki},
  title     = {A geometric surrogate for simulation calibration},
  booktitle = {ICASSP},
  year      = {2023},
  url       = {https://ieeexplore.ieee.org/document/10096719},
}

@inproceedings{kobayashi2023domainsum,
  author    = {Takumi Kobayashi and Lincon S. Souza and Kazuhiro Fukui},
  title     = {Domain-Sum Feature Transformation For Multi-Target Domain Adaptation},
  booktitle = {BMVC},
  year      = {2023},
  url       = {https://proceedings.bmvc2023.org/197/},
}

@inproceedings{batalo2023statistical,
  author    = {Bojan Batalo and Lincon S. Souza and Keisuke Yamazaki},
  title     = {Statistical moments for simulation calibration with model-bridge},
  booktitle = {International Conference on Mathematical Modeling in Physical Sciences},
  year      = {2023},
  url       = {https://iopscience.iop.org/article/10.1088/1742-6596/2701/1/012047},
}

@inproceedings{mahyub2023randomfourier,
  author    = {Maha Mahyub and Lincon S. Souza and Bojan Batalo and Keisuke Yamazaki},
  title     = {Random Fourier Surrogate for simulation calibration},
  booktitle = {International Conference on Mathematical Modeling in Physical Sciences},
  year      = {2023},
  url       = {https://iopscience.iop.org/article/10.1088/1742-6596/2701/1/012048},
}

@inproceedings{batalo2022analysis,
  author    = {Bojan Batalo and Lincon S. Souza and Naoya Sogi and Bernardo B. Gatto and Kazuhiro Fukui},
  title     = {Analysis of Temporal Tensor Datasets on Product Grassmann Manifold},
  booktitle = {CVPR Workshop on Vision Datasets Understanding (VDU)},
  year      = {2022},
  url       = {https://openaccess.thecvf.com/content/CVPR2022W/VDU/html/Batalo_Analysis_of_Temporal_Tensor_Datasets_on_Product_Grassmann_Manifold_CVPRW_2022_paper.html},
}

@inproceedings{mahyub2022environmental,
  author    = {Maha Mahyub and Lincon S. Souza and Bojan Batalo and Kazuhiro Fukui},
  title     = {Environmental sound classification based on CNN latent subspaces},
  booktitle = {International Workshop on Acoustic Signal Enhancement (IWAENC)},
  year      = {2022},
  url       = {https://ieeexplore.ieee.org/document/9914765},
}

@inproceedings{souza2020interface,
  author    = {Lincon S. Souza and Naoya Sogi and Bernardo B. Gatto and Takumi Kobayashi and Kazuhiro Fukui},
  title     = {An Interface between Grassmann manifolds and vector spaces},
  booktitle = {CVPR Workshop (DiffCVML)},
  year      = {2020},
  url       = {https://openaccess.thecvf.com/content_CVPRW_2020/papers/w50/Souza_An_Interface_Between_Grassmann_Manifolds_and_Vector_Spaces_CVPRW_2020_paper.pdf},
}

@inproceedings{sogi2020metric,
  author    = {Naoya Sogi and Lincon S. Souza and Bernardo B. Gatto and Kazuhiro Fukui},
  title     = {Metric Learning with A-based Scalar Product for Image-set Recognition},
  booktitle = {CVPR Workshop (DiffCVML)},
  year      = {2020},
  url       = {https://openaccess.thecvf.com/content_CVPRW_2020/papers/w50/Sogi_Metric_Learning_With_A-Based_Scalar_Product_for_Image-Set_Recognition_CVPRW_2020_paper.pdf},
}

@inproceedings{gatto2020discriminative,
  author    = {Bernardo B. Gatto and Lincon S. Souza and Naoya Sogi and Juan Colonna and Eulanda M. Santos and Kazuhiro Fukui},
  title     = {Discriminative Singular Spectrum Analysis for bioacoustic classification},
  booktitle = {Interspeech},
  year      = {2020},
  url       = {https://www.isca-archive.org/interspeech_2020/gatto20_interspeech.html},
}

@inproceedings{souza2019classification,
  author    = {Lincon S. Souza and Bernardo B. Gatto and Kazuhiro Fukui},
  title     = {Classification of Bioacoustic Signals with Tangent Singular Spectrum Analysis},
  booktitle = {ICASSP},
  year      = {2019},
  url       = {https://ieeexplore.ieee.org/document/8682493},
}

@inproceedings{shimomoto2019news2meme,
  author    = {Erica K. Shimomoto and Lincon S. Souza and Bernardo B. Gatto and Kazuhiro Fukui},
  title     = {News2meme: An Automatic Content Generator from News Based on Word Subspaces from Text and Image},
  booktitle = {IAPR International Conference on Machine Vision Applications (MVA)},
  year      = {2019},
  url       = {http://www.mva-org.jp/Proceedings/2019/papers/05-14.pdf},
}

@inproceedings{sogi2019extension,
  author    = {Naoya Sogi and Lincon S. Souza and Kazuhiro Fukui},
  title     = {An Extension of Grassmann Discriminant Analysis for Image-set Based Recognition},
  booktitle = {ACML Workshop on Statistics and Machine Learning Researchers in Japan (poster)},
  year      = {2019},
}

@inproceedings{souza2018grassmann,
  author    = {Lincon S. Souza and Bernardo B. Gatto and Kazuhiro Fukui},
  title     = {Grassmann Singular Spectrum Analysis for Bioacoustics Classification},
  booktitle = {ICASSP},
  year      = {2018},
  url       = {https://ieeexplore.ieee.org/document/8461610},
}

@inproceedings{shimomoto2018text,
  author    = {Erica K. Shimomoto and Lincon S. Souza and Bernardo B. Gatto and Kazuhiro Fukui},
  title     = {Text Classification based on Word Subspace with Term-Frequency},
  booktitle = {IJCNN},
  year      = {2018},
  url       = {https://arxiv.org/abs/1806.03125},
}

@inproceedings{gatto2017hankel,
  author    = {Bernardo B. Gatto and Anna Bogdanova and Lincon S. Souza and Eulanda M. dos Santos},
  title     = {Hankel Subspace method for Efficient Gesture Representation},
  booktitle = {IEEE International Workshop on Machine Learning for Signal Processing (MLSP)},
  year      = {2017},
  url       = {https://ieeexplore.ieee.org/document/8168114},
}

@inproceedings{souza2017enhancing,
  author    = {Lincon S. Souza and Bernardo Gatto and Kazuhiro Fukui},
  title     = {Enhancing Discriminability of Randomized Time Warping for Motion Recognition},
  booktitle = {IAPR International Conference on Machine Vision Applications (MVA)},
  year      = {2017},
  url       = {https://ieeexplore.ieee.org/document/7986794},
}

@inproceedings{gatto2017deepnetwork,
  author    = {Bernardo Gatto and Lincon S. Souza and Eulanda Santos},
  title     = {A Deep Network Model based on Subspaces: A Novel Approach for Image Classification},
  booktitle = {IAPR International Conference on Machine Vision Applications (MVA)},
  year      = {2017},
  url       = {https://ieeexplore.ieee.org/document/7986894},
}

@inproceedings{yataka2017feature,
  author    = {Ryoma Yataka and Lincon S. Souza and Kazuhiro Fukui},
  title     = {Feature Point Extraction using 3D Separability Filter for Finger Shape Recognition},
  booktitle = {International Workshop on Frontiers of Computer Vision (IWFCV)},
  year      = {2017},
}

@inproceedings{souza2016object,
  author    = {Lincon S. Souza and Hideitsu Hino and Kazuhiro Fukui},
  title     = {3D Object Recognition with Enhanced Grassmann Discriminant Analysis},
  booktitle = {ACCV Workshop (HIS)},
  year      = {2016},
  url       = {https://link.springer.com/chapter/10.1007/978-3-319-54526-4_26},
}

@misc{fukui2024second,
  author       = {Kazuhiro Fukui and Pedro Valois and Lincon S. Souza and Takumi Kobayashi},
  title        = {Second-order difference subspace},
  year         = {2024},
  howpublished = {arXiv:2409.08563},
  url          = {https://arxiv.org/abs/2409.08563},
}