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1 | (10) |
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1.1 Introduction to Cyber-Physical Systems |
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1 | (2) |
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1.2 Cognitive Radio Networks in CPS |
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3 | (2) |
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5 | (1) |
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1.4 Information-Centric Networking in CPS |
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6 | (2) |
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1.5 Colocation Data Centers in CPS |
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8 | (3) |
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9 | (2) |
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11 | (10) |
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11 | (4) |
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2.1.1 Centralized Differential Privacy |
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11 | (2) |
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2.1.2 Distributed Differential Privacy |
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13 | (1) |
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2.1.3 Local Differential Privacy |
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14 | (1) |
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2.2 Big Data Analysis: Data-Driven Methodology Preliminaries |
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15 | (3) |
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2.2.1 ξ-Structure Probability Metrics |
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15 | (1) |
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2.2.2 Converge Rate Under ξ-Structure Probability Metrics |
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16 | (2) |
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2.3 Descending Clock Auction |
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18 | (3) |
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19 | (2) |
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3 Spectrum Trading with Secondary Users' Privacy Preservation |
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21 | (14) |
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3.1 System Description and 3DPP Outline |
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21 | (2) |
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3.1.1 System Model and Adversary Model |
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21 | (2) |
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23 | (1) |
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3.2 3DPP Problem Formulation |
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23 | (2) |
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3.2.1 PSP's Revenue Maximization Formulation |
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23 | (1) |
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3.2.2 Data-Driven Based PSP's Revenue Optimization |
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24 | (1) |
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3.2.3 3DPP: Data-Driven Based PSP's Revenue Optimization Under ε-DP |
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25 | (1) |
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3.3 3DPP Proof and Solutions |
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25 | (5) |
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3.3.1 Converge Rate Under ξ-Structure Probability Metrics with ε-DP |
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26 | (2) |
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3.3.2 Problem Reformulation Under ξ-Probability Metrics, and Solutions |
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28 | (2) |
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3.4 Performance Evaluation |
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30 | (5) |
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30 | (1) |
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3.4.2 Privacy and Performance Analysis |
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30 | (3) |
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33 | (2) |
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4 Optimization for Utility Providers with Privacy Preservation of Users' Energy Profile |
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35 | (12) |
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35 | (7) |
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4.1.1 Data-Driven Prediction |
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37 | (1) |
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4.1.2 Cost Minimization Problem Formulation |
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38 | (2) |
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4.1.3 Solution to the Optimization Problem |
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40 | (2) |
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4.2 Performance Evaluation |
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42 | (5) |
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44 | (3) |
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5 Caching with Users' Differential Privacy Preservation in Information-Centric Networks |
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47 | (10) |
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5.1 Network Model and Preliminaries |
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47 | (5) |
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47 | (1) |
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5.1.2 Data-Driven Analysis of Content Popularity |
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48 | (1) |
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5.1.3 Caching Revenue Maximization Problem with Local Privacy Preservation |
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49 | (1) |
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5.1.4 Solution to Caching Optimization Under Distribution Uncertainty |
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50 | (2) |
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5.2 Performance Evaluation |
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52 | (5) |
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55 | (2) |
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6 Clock Auction Inspired Privacy Preservation in Colocation Data Centers |
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57 | |
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6.1 System Model and Preliminaries |
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57 | (4) |
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6.1.1 System Architecture |
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57 | (3) |
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6.1.2 Threat Model and Design Goals |
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60 | (1) |
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6.2 Mechanism and Problem Formulation of PPCA for EDR |
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61 | (9) |
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6.2.1 Homomorphic Encryption for Aggregation |
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61 | (1) |
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6.2.2 Mechanism for Price Descending Clock Auction |
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62 | (2) |
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6.2.3 Mechanism for Energy Descending Clock Auction |
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64 | (5) |
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6.2.4 Differential Privacy Preservation |
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69 | (1) |
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6.3 Security and Performance Analysis |
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70 | |
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70 | (1) |
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6.3.2 Performance Analysis |
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71 | (2) |
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73 | |