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Preface | ||
1 | Elements of Importance Sampling | 1 |
1.1 | Rare events and simulation | 1 |
1.2 | Fast simulation | 2 |
1.3 | Optimal biasing | 4 |
1.4 | The simulation gain | 8 |
2 | Methods of Importance Sampling | 9 |
2.1 | Conventional biasing methods | 10 |
2.2 | Adaptive IS - optimized biasing | 25 |
2.3 | Combined scaling and translation | 34 |
2.4 | Other biasing methods | 36 |
3 | Sums of Random Variables | 47 |
3.1 | Tail probability of an i.i.d. sum | 48 |
3.2 | The g-method | 49 |
3.3 | The inverse IS problem | 55 |
3.4 | Approximations for tail probability | 57 |
3.5 | Asymptotic IS | 61 |
3.6 | Density estimation for sums | 71 |
4 | Detection Theory | 85 |
4.1 | The Neyman-Pearson lemma | 85 |
4.2 | Approximations for the error probabilities | 88 |
4.3 | Asymptotically constant error probabilities | 91 |
4.4 | Densities for the log-likelihood ratio | 93 |
5 | CFAR detection | 97 |
5.1 | Constant false alarm rate detection | 97 |
5.2 | IS for CFAR algorithms | 99 |
5.3 | Multiplier determination-adaptive optimization | 101 |
5.4 | Exponential twisting for CA-CFAR | 101 |
5.5 | Approximations for CA-CFAR | 105 |
5.6 | The GM-CFAR detector | 107 |
5.7 | Point of application of biasing | 111 |
5.8 | FAP decomposition for SO detectors: CA and GM | 113 |
5.9 | Examples in CFAR detection | 121 |
5.10 | STAP detection | 132 |
6 | Ensemble CFAR detection | 137 |
6.1 | Ensemble processing | 137 |
6.2 | The E-CFAR detector | 139 |
6.3 | Performance in nonhomogeneous clutter | 145 |
6.4 | Results for some ensembles | 146 |
6.5 | Randomized ensembles | 153 |
6.6 | Tuning the multipliers: homogeneous operating points | 161 |
7 | Blind Simulation | 167 |
7.1 | Blind biasing | 167 |
7.2 | Tail probability estimation | 169 |
7.3 | CFAR detection | 174 |
8 | Digital Communications | 185 |
8.1 | Adaptive simulation | 185 |
8.2 | DPSK in AWGN | 187 |
8.3 | Parameter optimization | 190 |
8.4 | Sum density of randomly phased sinusoids | 194 |
8.5 | M-ary PSK in co-channel interference | 196 |
8.6 | Crosstalk in WDM networks | 211 |
8.7 | Multiuser detection | 223 |
8.8 | Capacity of multi-antenna systems | 230 |
References | 235 | |
Index | 241 |
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