<p>1. Introduction<br> 1.1 Background<br> 1.2 Objectives<br> 1.3 Importance of privacy-preserving data aggregation<br>2. Literature Review<br> 2.1 Data aggregation challenges<br> 2.2 Privacy-preserving techniques<br>3. Framework Design<br> 3.1 Cryptographic protocols for secure aggregation<br> 3.2 Differential privacy mechanisms<br> 3.3 Secure multi-party computation<br>4. Implementation<br> 4.1 Software and hardware requirements<br> 4.2 Integration with data sources<br>5. Security Analysis<br> 5.1 Threat modeling<br> 5.2 Privacy guarantees and limitations<br></p>
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