Optimal threshold condition for conditional correlation measurements

Determine a rigorously proven theoretical criterion for selecting the optimal threshold condition in the post-selection scheme based on the intensity difference between the two bucket signals, with the aim of maximizing the quality or contrast-to-noise ratio of the induced positive or negative spatial correlation patterns.

Background

The post-selection scheme constructs conditional intensity correlation functions by retaining measurements according to whether the bucket-intensity difference satisfies a threshold condition, such as ∣ΔI∣≤sσ|\Delta I|\leq s\sigma or ∣ΔI∣>sσ|\Delta I|>s\sigma. The authors show experimentally and numerically that different thresholds produce either anti-bunching-like correlation dips or bunching-type correlation peaks and that suitable thresholds can substantially reduce the number of measurements required.

Although the experiments identify threshold ranges that yield favorable contrast-to-noise ratios, the optimal thresholds for positive and negative correlation patterns are not symmetric and appear to depend on the experimental conditions and, in ghost-imaging applications, on the object itself. The paper therefore leaves unresolved the derivation of a rigorous theoretical rule for determining the optimal threshold condition.

References

That said, a rigorously proven theoretical foundation for determining the optimal threshold condition in our experiments remains an open question.

— Correlation Swapping: a correlator for independent thermal light sources  (2608.28454 - Hou et al., 28 Aug 2026) in Section 2.3, Scheme II: post-selection

Imperfect recovery and off-median thresholds blur the event's boundary; we do not prove that the sign is preserved there, and the claim below is stated for the idealized event.

— When Residualization Helps an Audit: Format Effects, Slice Gains, and Their Limits  (2609.24194 - Weon et al., 21 Sep 2026) in Appendix, Section “Identifiability: Why Perfect Collinearity Is Unrepairable,” Property 4