Ming-Shun Li

What Makes a Peer? Valuation-Anchored Similarity in Private Markets

An ensemble tree-based supervised similarity learning framework is proposed that defines company similarity through the lens of market valuation rather than static feature matching or semantic descriptions, and improves upon traditional distance-based and text-embedding-based approaches in downstream k-nearest-neighbor...