Functional random field data analysis using nonparametric L 1 -modal regression

Key Points

• The approach enhances understanding of complex data structures, leading to more accurate outcomes.
• Nonparametric modal regression helps model functional data more flexibly, without assuming specific distribution forms.
• Assessment combines advanced statistical methodologies with real-world applications in data analytics.
• This analysis may facilitate new pathways for interpreting random field datasets, suggesting broader applications.

Abstract