- Alternating Algorithm (Convex Optimization)
- First-oder Taylor Expansion
- Rayleigh-Ritz Theorem
- Cross-Correlation
- Time Delay Estimation
- FFT & IFFT: Visualization with Matlab and Python
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- [The Concept of Learning-to-Optimize] Use DNNs to find near-optimal power-allocation coefficients
- [Anomaly Detection & Estimation] Use deep auto-encoders to detect abnormal angle of arrivals
- Using [LSTM] to predict the abnormal signals in high-mobility scenarios
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- Dinkelbach Method
- [Gradient Descent (GD) and Projected-GD Methods]
- [Newton's Method]
- Complex Partial Derivative & Complex Gradient
- Rayleigh-Ritz Theorem & Its Variants
- Complexity Analysis
- etc
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- For Discrete Input (DCMC):
- For Continuous Input (CCMC, Shannon capacity):
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- ANOVA
- Chi-squares
- etc
- Peak Finding (MUSIC Algorithm, etc)
- Other major topics