Leaderboard
Separation (Performance measure: Mean Square Error)
Method | Author | Link |
LMMSE | Reference method | Jupyter notebook |
RNN (supervised regression) | Reference method |
Demodulation (Performance measure: Bit Error Rate)
Method | Author | Link |
Matched Filter (no interference mitigation) |
Reference method | Jupyter notebook |
LMMSE + Matched Filter | Reference method | Jupyter notebook |
RNN (supervised regression) + Matched Filter | Reference method | Jupyter notebook |
Bit Regression (supervised learning) | Reference method | Jupyter notebook |
Representative results using reference methods. These results were obtained with the validation dataset. Test dataset is preserved for evaluation of the participating algorithms in the challenge.
BER vs. SINR, Demodulation of QPSK Signal for three types of interference signals
Method | Author | Link |
FastICA | Reference method | starter code |
Representative results using reference methods
Method | Author | Link |
Random Forest | Reference method | |
J48 | Reference method | |
JRip | Reference method | |
Naïve Bayes | Reference method | |
PART | Reference method |
Representative results using reference methods
Box plot of leaners performance metrics when only IQ-based features were used
Box plot of leaners performance metrics when only network traffic-based features were used