Research
Published Research
Random Forest Similarity Maps: A Scalable Visual Representation for Global and Local Interpretation
MDPI Electronics, 2023
This paper explores scalable interpretability techniques for Random Forest models using similarity-based visual representations, enabling both global and local understanding of ensemble decision behavior without sacrificing scalability.
The Data Lakehouse: Data Warehousing and More
arXiv, 2023
This paper examines the evolution of data architectures leading to the lakehouse paradigm—bridging the gap between traditional data warehouses and data lakes—and discusses key system design considerations and trends.