INTELLIGENCE / OPTIMIZE

Find a stable region, not the best historical parameter.

The optimizer explores parameter surfaces, compares multiple objectives and preserves the selected candidate's neighbourhood beside the cost of search.

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SYSTEM DOMAIN02 / DISCOVER

Search, rank and freeze a candidate

DISCOVER
OPTIMIZE
VALIDATE
RUN
OBSERVE

Narrow search space

Optimize one hypothesis layer at a time.

Anchor and plateau

Prefer stable parameter regions over an isolated peak.

Holdout

Keep final evaluation separate from selection.

Trial cost

Record every attempt and reflect it through DSR and PBO.

DECISION FRAMEWORK

Is this a resilient value or just the tallest historical peak?

Plateau analysis checks neighbouring values. WFO tests repeated optimisation across time. DSR adjusts Sharpe for all trials. These tests complement rather than replace one another.

Inspect the parameter neighbourhood

Run WFO across periods

Apply DSR/PBO to every trial

OUTPUT

Selected parameter region

Important

Historical, statistical and model results do not promise future returns. kquant provides computational tools and technical execution, but does not assess whether a specific trade is suitable for a user.