Selected work

Order-book reconstruction, state estimation and chronological evaluation.

2 selected projects · Research view. Explore the complete library →

01 / Research in progress

Available-on-Arrival Depth

How much of the depth visible now is still there when an order might arrive?

My contributionBuilt the research pipeline connecting public-feed reconstruction, conservative depth accounting, point-in-time features, and chronological evaluation.

Research / Quant / Software
Private implementation · public overview

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OBSERVE / t₀REVISIT / t₀ + hHORIZONInitial depth at fixed pricesThe initial cohort, later
The arrival questionConceptual illustration

02 / Completed study

Kalman Pairs Research

What changes when a hedge ratio is estimated as observations arrive rather than held fixed?

My contributionImplemented the adaptive estimator, position accounting, historical selection procedure, and numerical checks.

Quant / Research / Software
Private implementation · public overview

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OBSERVETwo ETF pricesESTIMATEOnline stateEVALUATELater windowUPDATE AS DATA ARRIVESGDX / GLDEWA / EWC
Sequential estimation and evaluationConceptual illustration

More projects

Coursework, prototypes and learning notebooks.

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Selected work · Laith Masri EngTech TMIET