مؤتمر
Hyperdimensional Computing with Learnable Projection for User Adaptation Framework
| العنوان: | Hyperdimensional Computing with Learnable Projection for User Adaptation Framework |
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| المؤلفون: | Hsiao, Yu-Ren, Chuang, Yu-Chuan, Chang, Cheng-Yang, Wu, An-Yeu |
| المساهمون: | National Taiwan University Taiwan (NTU), Ilias Maglogiannis, John Macintyre, Lazaros Iliadis, TC 12, WG 12.5 |
| المصدر: | IFIP Advances in Information and Communication Technology ; 17th IFIP International Conference on Artificial Intelligence Applications and Innovations (AIAI) ; https://hal.inria.fr/hal-03287688Test ; 17th IFIP International Conference on Artificial Intelligence Applications and Innovations (AIAI), Jun 2021, Hersonissos, Crete, Greece. pp.436-447, ⟨10.1007/978-3-030-79150-6_35⟩ |
| بيانات النشر: | HAL CCSD Springer International Publishing |
| سنة النشر: | 2021 |
| المجموعة: | Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe) |
| مصطلحات موضوعية: | Brain-inspired computing, Hyperdimensional computing, User adaptation, [INFO]Computer Science [cs] |
| جغرافية الموضوع: | Hersonissos, Crete, Greece |
| الوصف: | Part 11: Hyperdimensional Computing ; International audience ; Brain-inspired Hyperdimensional Computing (HDC), a machine learning (ML) model featuring high energy efficiency and fast adaptability, provides a promising solution to many real-world tasks on resource-limited devices. This paper introduces an HDC-based user adaptation framework, which requires efficient fine-tuning of HDC models to boost accuracy. Specifically, we propose two techniques for HDC, including the learnable projection and the fusion mechanism for the Associative Memory (AM). Compared with the user adaptation framework based on the original HDC, our proposed framework shows 4.8% and 3.5% of accuracy improvements on two benchmark datasets, including the ISOLET dataset and the UCIHAR dataset, respectively. |
| نوع الوثيقة: | conference object |
| اللغة: | English |
| العلاقة: | hal-03287688; https://hal.inria.fr/hal-03287688Test; https://hal.inria.fr/hal-03287688/documentTest; https://hal.inria.fr/hal-03287688/file/509922_1_En_35_Chapter.pdfTest |
| DOI: | 10.1007/978-3-030-79150-6_35 |
| الإتاحة: | https://doi.org/10.1007/978-3-030-79150-6_35Test https://hal.inria.fr/hal-03287688Test https://hal.inria.fr/hal-03287688/documentTest https://hal.inria.fr/hal-03287688/file/509922_1_En_35_Chapter.pdfTest |
| حقوق: | http://creativecommons.org/licenses/byTest/ |
| رقم الانضمام: | edsbas.3C89CA41 |
| قاعدة البيانات: | BASE |
| DOI: | 10.1007/978-3-030-79150-6_35 |
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