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  1. IEEE Xplore
    https://ieeexplore.ieee.org/document/8919897

    Siamese Neural Networks for Wireless Positioning and Channel …

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  2. arXiv.org
    https://arxiv.org/pdf/1909.13355
    [PDF]

    Siamese Neural Networks for Wireless Positioning and …

  3. ResearchGate
    https://www.researchgate.net/publication/33…

    Siamese Neural Networks for Wireless Positioning and …

    Sep 1, 2019 · To provide accurate positioning indoors or in cluttered urban scenarios without line-of-sight satellite connectivity, powerful off-device positioning systems, which process channel state ...

  4. ResearchGate
    https://www.researchgate.net/publication/336146878...

    Siamese Neural Networks for Wireless Positioning and Channel …

  5. arXiv.org
    https://arxiv.org/abs/1909.13355

    Siamese Neural Networks for Wireless Positioning and Channel …

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  7. export.arxiv.org
    http://export.arxiv.org/abs/1909.13355

    Title: Siamese Neural Networks for Wireless Positioning and …

  8. IEEE Xplore
    https://ieeexplore.ieee.org/document/10251769

    SNWPM: A Siamese network based wireless positioning model …

  9. People also ask
    Can siamese networks be used for supervised UE positioning and unsupervised channel charting?
    Channel charting (CC) only requires CSI information to extract relative position information. Since CC builds on dimensionality reduction, it can be implemented using autoencoders. In this paper, we propose a unified architecture based on Siamese networks that can be used for supervised UE positioning and unsupervised channel charting.

    Siamese Neural Networks for Wireless Positioning and Channel Charting

    ieeexplore.ieee.org
    Do siamese networks perform better than cc approaches?
    In addition, our framework enables semisupervised positioning, where only a small set of location information is available during training. We use simulations to demonstrate that Siamese networks achieve similar or better performance than existing positioning and CC approaches with a single, unified neural network architecture.

    Siamese Neural Networks for Wireless Positioning and Channel Charting

    ieeexplore.ieee.org
    What is a siamese neural network architecture?
    If we want to fine-tune these vector representations, or even train a new model from scratch, we can use a Siamese neural network architecture. A Siamese neural network consists of two identical subnetworks, a.k.a. twin networks, joined at their outputs. Not only the twin networks have identical architecture, but they also share weights.

    What is a Siamese Neural Network? - Towards Data Science

    towardsdatascience.com
    Why are siamese neural networks so popular?
    This ability has made Siamese neural networks very popular in real-world applications in security, face recognition, signature verification, and more. So how does the neural network architecture of Siamese networks make this possible?

    A Gentle Introduction to Siamese Neural Networks Architecture - Projec…

    projectpro.io
    Can neural networks be used for positioning and channel charting?
    Neural networks have been proposed recently for positioning and channel charting of user equipments (UEs) in wireless systems. Both of these approaches process channel state information (CSI) that is acquired at a multi-antenna base-station in order to learn a function that maps CSI to location information.

    Siamese Neural Networks for Wireless Positioning and Channel Charting

    arxiv.org
    What is a Siamese Neural Network (SNN)?
    A Siamese Neural Network (SNN) is a similarity classifier that uses discriminative features to generalize to unknown categories in a given distribution. It can be used as a Feature Extractor, and other ML mechanisms can be mounted on after it to produce a probability and/or a class label.

    Vol 2A: Siamese Neural Networks - medium.com

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  10. Semantic Scholar
    https://www.semanticscholar.org/paper/Siamese...

    Siamese Neural Networks for Wireless Positioning and Channel …

  11. Semantic Scholar
    https://www.semanticscholar.org/paper/Siamese...

    Siamese Neural Networks for Wireless Positioning and Channel …

  12. arXiv.org
    https://arxiv.org/pdf/2405.04357
    [PDF]

    Global Scale Self-Supervised Channel Charting with Sensor …

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