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1 | (6) |
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1.1 Spectrum Under-Utilization Issue |
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1 | (1) |
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1.2 Social Cognitive Radio Networks |
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2 | (1) |
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3 | (4) |
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4 | (3) |
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2 Adaptive Channel Recommendation Mechanism |
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7 | (28) |
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7 | (2) |
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9 | (2) |
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2.3 Introduction to Channel Recommendation |
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11 | (3) |
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2.3.1 Review of Static Channel Recommendation |
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12 | (1) |
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2.3.2 Motivations for Adaptive Channel Recommendation |
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13 | (1) |
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2.4 Adaptive Channel Recommendation with Channel Homogeneity |
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14 | (3) |
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2.4.1 MDP Formulation for Adaptive Channel Recommendation |
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15 | (1) |
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2.4.2 Existence of Optimal Stationary Policy |
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16 | (1) |
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2.4.3 Structure of Optimal Stationary Policy |
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16 | (1) |
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2.5 Model Reference Adaptive Search for Optimal Spectrum Access Policy |
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17 | (5) |
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2.5.1 Model Reference Adaptive Search Method |
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18 | (1) |
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2.5.2 Model Reference Adaptive Search for Optimal Spectrum Access Policy |
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19 | (3) |
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2.5.3 Convergence of Model Reference Adaptive Search |
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22 | (1) |
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2.6 Adaptive Channel Recommendation with Channel Heterogeneity |
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22 | (2) |
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2.7 Adaptive Channel Recommendation in General Channel Environment |
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24 | (1) |
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25 | (7) |
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26 | (2) |
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2.8.2 Heuristic Heterogenous Channel Recommendation |
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28 | (1) |
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2.8.3 Simulation with Real Channel Data |
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29 | (3) |
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32 | (3) |
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32 | (3) |
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3 Imitative Spectrum Access Mechanism |
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35 | (26) |
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35 | (1) |
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36 | (4) |
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3.2.1 Spectrum Sharing System Model |
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36 | (3) |
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3.2.2 Social Information Sharing Graph |
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39 | (1) |
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3.3 Imitative Spectrum Access Mechanism |
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40 | (4) |
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3.3.1 Expected Throughput Estimation |
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40 | (3) |
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3.3.2 Imitative Spectrum Access |
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43 | (1) |
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3.4 Convergence of Imitative Spectrum Access |
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44 | (7) |
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3.4.1 Cluster-Based Graphical Representation of Information Sharing Graph |
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45 | (2) |
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3.4.2 Dynamics of Imitative Spectrum Access |
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47 | (2) |
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3.4.3 Convergence of Imitative Spectrum Access |
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49 | (2) |
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3.5 Imitative Spectrum Access with User Heterogeneity |
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51 | (1) |
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52 | (7) |
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3.6.1 Imitative Spectrum Access with Homogeneous Users |
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53 | (3) |
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3.6.2 Imitative Spectrum Access with Heterogeneous Users |
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56 | (1) |
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3.6.3 Performance Comparison |
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57 | (2) |
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59 | (2) |
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59 | (2) |
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4 Evolutionarily Stable Spectrum Access Mechanism |
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61 | (22) |
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61 | (1) |
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62 | (2) |
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4.3 Overview of Evolutionary Game Theory |
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64 | (2) |
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4.3.1 Replicator Dynamics |
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64 | (1) |
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4.3.2 Evolutionarily Stable Strategy |
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65 | (1) |
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4.4 Evolutionary Spectrum Access |
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66 | (3) |
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4.4.1 Evolutionary Game Formulation |
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66 | (1) |
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4.4.2 Evolutionary Dynamics |
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67 | (1) |
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4.4.3 Evolutionary Equilibrium in Asymptotic Case λmax = ∞ |
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68 | (1) |
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4.4.4 Evolutionary Equilibrium in General Case λmax lt; ∞ |
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69 | (1) |
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4.5 Learning Mechanism for Distributed Spectrum Access |
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69 | (4) |
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4.5.1 Learning Mechanism for Distributed Spectrum Access |
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70 | (2) |
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4.5.2 Convergence of Learning Mechanism |
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72 | (1) |
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73 | (8) |
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4.6.1 Evolutionary Spectrum Access in Large User Population Case |
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73 | (4) |
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4.6.2 Distributed Learning Mechanism in Large User Population Case |
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77 | (1) |
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4.6.3 Evolutionary Spectrum Access and Distributed Learning in Small User Population Case |
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77 | (2) |
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4.6.4 Performance Comparison |
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79 | (2) |
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81 | (2) |
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81 | (2) |
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83 | |