If you have other requests, please get in touch with Sato.
下記データ以外のソースコード等の共有のご相談があれば、メール等で佐藤までご連絡ください。
使用後の感想やフィードバックなどもお待ちしています。
Presentation Slides
Speaker Deck https://speakerdeck.com/k_sato
researchmap: https://researchmap.jp/k_sato0122
Source Codes
latex.insert
A plugin for inserting mathematical equations into Adobe Illustrator and InDesign using LaTeX notation (written by Koki Kanzaki).
Radio Map Construction via Kriging
Regression-aided ordinary Kriging (equivalent to Gaussian process regression (GPR) with linear-regression-aided preprocessing)
Spatial interpolation example.
Rate Adaptation Algorithm for Decentralized Federated Learning
This code demonstrates the rate-adaptation algorithm proposed in [Sato-TCCN2021].
NOTE: this code does not contain the learning part.
Effect of a hyperparameter, related with the network density, on the average transmission rate performance (Fig.11 in [Sato-TCCN2021]).
Kriging-Based Interference Power Constraint
This code demonstrates the Kriging-based transmission power optimization for spectrum sharing, proposed in [Sato-TCCN2017].
NOTE: This code simplifies the system model and method from the original article. The performances of this demonstration may be different in part. For example...
Single secondary transmitter (TCCN: multiple SUs)
Binning-based semivariogram modeling (TCCN: REML)
Outage probability example of this method (Fig.5 in [Sato-TCCN2017]).
※this result assumes multiple secondary users (SUs); however, our code in GitHub assumes single SU.