Alle boeken

Professioneel

Apps Over Coach Inloggen Begin met lezen

Quantitative Finance · Begrippenlijst

Wat is Label overlap, purging, embargo, combinatorial purged cross-validation?

Ook bekend als: label overlap · purging · embargo · combinatorial purged cross-validation

Definition 20.5 Research Craft: Predictors, Backtests, Measurement, Portfolios · Hoofdstuk 20 — Overfitting

Label overlap occurs when the targets of different observations share periods, as hh-day forward returns observed every day do. Purging removes from the training set every observation whose label overlaps in time the labels of the test set; an embargo also removes the training observations that immediately follow the test set, since features are serially correlated. Combinatorial purged cross-validation (CPCV) uses every choice of kk test folds out of nn, purged and embargoed, recombining the test folds into (nk)k/n\binom{n}{k}k/n backtest paths (López de Prado, 2018; as implemented in open-source libraries such as skfolio).

Lees in het hoofdstuk →