Relationship Validation

This chapter investigates the statistical robustness and consistency of predictors within the Individuality Assisted Estimation model. The chapter is divided into two parts: the first part uses a controlled simulation to explore how quality degradation in video calls affects various responses, while the second part examines these effects in real conversational contexts. By comparing findings from both settings, the chapter aims to validate the reproducibility of relationships observed in the Individuality Assisted Estimation (IAE) model. The methodology involves rigorous retesting of identified relationships using different experimental paradigms, datasets, and participants to ensure their stability and relevance. The findings offer evidence supporting the IAE model and present a novel framework for video-based conversation simulations, setting the stage for further predictive modeling in subsequent chapters.