q-fin.PM · 2026-08-25 · No. 95
Portfolio Management, 2026-08-25.
1 new papers in q-fin.PM. Titles, authors,
abstracts. Links to arXiv. Want this in your inbox every morning? Subscribe →
01 — The papers
1 entries-
01
KellyBoost: Growth-Optimal Portfolio Construction with Gradient-Boosted Trees
Jiayu Li
q-fin.PM · cs.LG
KellyBoost is a single multi-output XGBoost model whose softmax output is the portfolio: with y the vector of per-asset holding-period returns, the training loss is - log(1 + w y), the negative log growth rate, so the fitted model is the growth-optimal (Kelly) allocation conditioned on the features. The objective is exact rather than a surrogate: we derive the gradient, the analytic diagonal Hessian and the full Hessian in closed form, verify...
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