Research on Secure and Efficient Outsourced Computation on Genomic Data

目录

声明

Chapter One Introduction

1.1 Motivation

1.2 Research Questions and Contributions

1.3 Thesis Organization

Chapter Two Background

2.1 Overview of Genomic

2.2 GWAS Statistical Tests

Chapter Three Privacy-Preserving Techniques

3.1 Homomorphic Encryption

3.2 Differential Privacy

3.3 Intel SGX

3.4 Proxy Re-Encryption

3.5 Secure Multi-Party Computation

Chapter Four Privacy-Preserving GWAS Computation on Outsourced Data Encrypted under Multiple keys

4.1 Introduction

4.2 Related Works

4.3 Model Design Overview

4.4 Methodology

4.5 Experimental Design

4.6 Conclusion

Chapter Five Secure Disease Prediction Analysis using Logistic Regression Model

5.1 Introduction

5.2 Preliminaries

5.3 System Design

5.4 Methodology

5.5 Experimental Design

5.6 Conclusion

Chapter Six Conclusion and Future Work

6.1 Summary

6.2 Future Work

参考文献

致谢

Appendix