3 citations · 6 across the 15 of their papers we have counts for
3 papers · 1 filter
Enhanced Local Explainability and Trust Scores with Random Forest Proximities
Joshua Rosaler, Dhruv Desai, Bhaskarjit Sarmah +4
We initiate a novel approach to explain the predictions and out of sample performance of random forest (RF) regression and classification models by exploiting the fact that any RF…
Company Similarity using Large Language Models
Dimitrios Vamvourellis, Máté Toth, Snigdha Bhagat +3
Identifying companies with similar profiles is a core task in finance with a wide range of applications in portfolio construction, asset pricing and risk attribution. When a rigoro…
Quantifying Outlierness of Funds from their Categories using Supervised Similarity
Dhruv Desai, Ashmita Dhiman, Tushar Sharma +3
Mutual fund categorization has become a standard tool for the investment management industry and is extensively used by allocators for portfolio construction and manager selection,…