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The discussion corrects the claim that continuity is equivalent to zero quadratic variation. A continuous path need not have zero quadratic variation: Brownian motion is continuous while its quadratic variation over time is nonzero. The answer also gives a…
The discussion examines what “vega” should mean when an exotic option is priced with a model beyond Black–Scholes. It raises several possible bump conventions: shifting local volatility, changing stochastic volatility parameters, or bumping an implied…
The discussion surveys proposed links between chaos theory, nonlinear dynamics, fractals, and financial markets. It points to research on nonlinear dynamics, self-similarity, the Hurst exponent, and the use of fractal ideas to model asset returns. One…
The discussion derives the drift of a pricing kernel formed by multiplying a state-dependent discount factor by a function of state variables that follow Itô processes. The key point is that the accumulated integral of the discount rate has finite variation:…
The document describes how a trading system can recover market-data messages lost while receiving a low-latency multicast feed. Because multicast commonly uses UDP, packets can be dropped, leaving a client’s order book incomplete unless it detects and…
The discussion explains how options enter the U.S. Penny Pilot Program and whether monthly contract volume determines eligibility. The accepted answer says selection was phased through SEC and exchange decisions, rather than governed by a disclosed volume…
The document addresses how to find risk-neutral probabilities that an asset finishes above a threshold at a later observation date, conditional on having stayed below earlier thresholds. A single-date Black–Scholes probability does not capture those multiple…
The document explains why an Ulcer Index result expressed as a decimal may look smaller than values shown elsewhere. Under the stated definition, the index is the root mean square of the drawdown from a prior peak, where drawdown is measured as one minus…
The document reviews evidence on whether high-frequency trading changes market quality in ordinary conditions and during stress. It points to research concluding that greater low-latency activity improves short-term volatility, spreads, and displayed…
The document raises a modeling question about applying the heterogeneous autoregressive realized volatility model to forecast one-minute realized volatility in an active Bitcoin market. The proposed regressors are realized volatility measured over recent…
The question asks why residuals from a GARCH model might appear less Gaussian than raw returns, despite the expectation that volatility adjustment should remove some non-normality. The answer argues that seeing this outcome challenges the assumed model, then…
The discussion addresses a long only trading system whose estimated Kelly fraction becomes negative after losses or changing estimates. Under the simple Kelly setup, a negative fraction indicates that the estimated expected return for the specified bet is…
The discussion examines whether diversification can reduce portfolio risk when returns follow a Cauchy distribution. Unlike distributions with finite variance, averaging independent Cauchy variables does not narrow the distribution, so variance based on…
The document considers the data needed for a Dynamic Nelson-Siegel relative-value model, with emphasis on whether zero-coupon rates reflect traded instruments or are interpolated. For US Treasuries, coupon and principal STRIPS are identified as traded…
The document explains a result for American and European digital calls with the same strike and expiry, when the underlying follows Brownian motion without drift and interest rates are zero. A digital pays when its exercise condition is met. The American…
The document discusses how traders construct implied-volatility smiles and surfaces from option quotes. Its central guidance is to use liquid market instruments across strikes rather than building a curve from calls alone or puts alone. For many European…
The document explains how to compare the chances that a stop-loss or take-profit level is reached first when prices follow a one-tick random walk with equal odds of moving up or down. For barriers at distances a and b from the starting price, the probability…
The document asks whether a portfolio optimization problem can use an equality constraint on the sum of absolute position weights instead of the usual equality constraint on their signed sum. The distinction is that the L1 constraint fixes total absolute…
The document argues that optimal trade size is not determined by a price forecast alone, even when leverage is treated as unlimited. Position changes should follow from an objective that balances expected alpha against portfolio risk and trading costs,…
The document explains why yield movements can be a more useful basis than price returns when evaluating a bond hedge. A bond’s value and realized profit or loss ultimately depend on price, but bond prices respond to movements in the yield curve. When hedging…
The document outlines a calculation for pricing an at-the-money interest rate cap under the Vasicek short-rate model. It derives zero-coupon bond prices from affine term-structure functions, uses those prices to calculate quarterly simple forward rates and…
The document presents a finite-horizon Merton investment-consumption problem with wealth invested in a risky asset and reduced by consumption. Under CRRA power utility, it states an optimal risky allocation proportional to risk tolerance and gives a…
The document explains how to represent and calculate returns for an equal-dollar long-short portfolio. Dollar neutrality means the current market values of the long and short sides have equal magnitude; a short position still has a market value even though…
The document explains how repo financing can make a small Treasury cash-and-futures basis return attractive. The relevant comparison is between the implied financing rate embedded in the bond-futures trade and the actual repo borrowing rate: the residual…