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A nonlinear stochastic dynamic systems approach for personalized prognostics of cardiorespiratory disorders

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Cấu trúc

  • CHAPTER 1. INTRODUCTION

    • 1.1. Research motivation

    • 1.2. Research objectives

    • 1.3. Major contributions

    • 1.4. Organization of the dissertation

  • CHAPTER 2. BACKGROUND

    • 2.1. Physiology of the human cardiovascular system

    • 2.2. Primer on nonlinear dynamic analysis

    • 2.3. A graph-theory perspective of nonlinear dynamic systems

  • CHAPTER 3. RESEARCH METHODOLOGY

    • 3.1. Modeling the cardiovascular system

    • 3.2. Diagnosis of local cardiovascular disorders

    • 3.3. Prediction of incipient disorder episodes

    • 3.4. Prognostics approach for cardiovascular disorders

  • CHAPTER 4. LUMPED PARAMETER NONLINEAR CARDIOVASCULAR SYSTEM MODELING FOR POC PERSONALIZED SIGNAL GENRATION

    • 4.1. Introduction

    • 4.2. Background and literature review

    • 4.3. Research approach

    • 4.4. Implementation details and results

    • 4.5. Conclusions

  • CHAPTER 5. A RANDOM THEORETIC APPROACH FOR DISORDER DIAGNOSTIC AND LOCALIZATION

    • 5.1. Introduction

    • 5.2. Background and literature review

    • 5.3. Research approach

    • 5.4 Implementation details and results

    • 5.5. Discussion

    • 5.6. Conclusions

  • CHAPTER 6. DIRICHLET PROCESS BASED MIXTURE GAUSSION PROCESS MODELS FOR PREDICTION OF DISORDER EVOLUTION

    • 6.1. Introduction

    • 6.2. Background and literature review

    • 6.3. Resaerch approach

    • 6.4. Implementation details and results

    • 6.5. Conclusions

  • CHAPTER 7.NONPARAMETRIC MODELING APPROACH FOR PERSONALIZED PROGNOSIS OF CARDIORESPIRA TORY DISORDERS

    • 7.1. Introduction

    • 7.2. Background and literature review

    • 7.3. Research approach

    • 7.4. Implementation details and results

    • 7.5. Conclusions

  • CHAPTER 8. CONCLUSIONS AND FUTURE WORK

    • 8.1. Conclusions

    • 8.2. Future work

  • APPENDIX

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