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Synthetic data

Synthetic data generated by following the similar setup as in [9], [29]. The data samples {x, y} on local node i are generated according to the model y = argmax(softmax(wx + b)), x ∈ R60, w ∈ R10×60, b ∈ R10. We set w, b ∼ N(0, 1). For the data on i.i.d. nodes, x follows the same distribution N(0, Σ), where Σ is diagonal with Σr, r = r−1.2. For the data samples on non-i.i.d. node i, x ∼ N(oi, Σ), each element in the mean vector oi is drawn from N(0, 1), oi ∼ N(0, χ).

Data and Resources

Cite this as

Yoeri Poels, Vlado Menkovski (2024). Dataset: Synthetic data. https://doi.org/10.57702/ud58iifq

DOI retrieved: December 2, 2024

Additional Info

Field Value
Created December 2, 2024
Last update December 2, 2024
Defined In https://doi.org/10.48550/arXiv.1706.04646
Citation
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  • https://doi.org/10.48550/arXiv.2108.09159
Author Yoeri Poels
More Authors
Vlado Menkovski
Homepage https://github.com/yoeripoels/vce