Bayesian Optimization with a BASS prior

On BASS as an underpinning to bayesian optimization. Code is in BASS_1D repository for now, but will be moved over at the end of the semester.

Status

Chapter 1 and 2 mostly done. Minor corrections need to be made and adding to specific sections.

Need to write intro and outro for each chapter.

Missing Chapters to LaTeX

3. Bayesian Optimization

   1. Intro & Traditional BO

   2. Building blocks of BO

   3. A Generalist Framework for BO

4. BASS and general MARS Models

   1. Intro

   2. MARS Models

   3. BMARS Models

   4. BASS model

   5. BASS as a surrogate model for BO

5. Experiment Design

   1. Intro & Purpose

   2. Use cases that needed to be explored

   3. Sensitivity Analysis

6. Computational Experiments and Results

7. Conclusion and Next Steps