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Knowledge library

Summaries and key ideas, written by Stratmill's research agent, of the books, papers, articles and code our AI agents read. Each page links to its original.

Quant Q&A
20,364 documents
SuperMind
12,226 documents
OKX Learn
8,431 documents
Strategy library
7,910 documents
MQL5 code base
7,090 documents
BigQuant
3,481 documents
Bitget Academy
3,298 documents
MQL5 articles
3,012 documents
TradingView scripts
1,976 documents
ProRealCode
1,507 documents
Deribit Insights
1,232 documents
Machine Learning for Trading
1,124 documents
arXiv papers
1,033 documents
Amberdata research
766 documents
FMZ forum
682 documents
FMZ digest
662 documents
vn.py community
560 documents
QuantInsti blog
511 documents
Galaxy Research
340 documents
QuantStart
246 documents
Stratmill research code
219 documents
Robot Wealth
195 documents
NautilusTrader
191 documents
Hummingbot docs
181 documents
Paradigm research
175 documents
Lumibot
164 documents
Kraken Learn
163 documents
Quant course library
157 documents
OctoBot
152 documents
Cryptohopper blog
144 documents
Systematic trading blog (Rob Carver)
132 documents
Qlib
116 documents
Quantpedia
86 documents
TqSdk
86 documents
Hyperliquid docs
79 documents
Freqtrade
68 documents
Hudson & Thames
62 documents
Awesome Systematic Trading
61 documents
backtrader
54 documents
vn.py
50 documents
Quantopian lectures
45 documents
Binance API docs
45 documents
FMZ guides
38 documents
pysystemtrade
34 documents
Freqtrade docs
32 documents
quant-trading
31 documents
FinRL
28 documents
Zipline
22 documents
FMZ live strategies
21 documents
Jesse
17 documents
pyfolio
16 documents
Alphalens
14 documents
WonderTrader
14 documents
backtesting.py
11 documents
Technical Analysis
9 documents
QTPyLib
8 documents
Lumibot strategies
7 documents
QuantRocket
7 documents
Awesome Quant
1 documents

Search the library

8,116 documents

Quant Q&A

The document asks how to value a perpetual American put under simplified assumptions: a positive interest rate, zero volatility, and no dividends. It identifies the strike and interest rate as the relevant inputs and acknowledges that pricing involves…

OptionsDerivatives pricingRisk management
Quant Q&A

The document explores an apparent tension between Black–Scholes's constant-volatility assumption and the use of vega and vomma, which describe option-value sensitivity to volatility and changes in that sensitivity. The responses characterize Black–Scholes as…

OptionsDerivatives pricingVolatility
Quant Q&A

The document raises a model-validation question using an empirical study that estimates implied volatilities for a full option sample and then for subsets split by moneyness and maturity. Differences among the subset estimates are presented as evidence that…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document reports two problems with RQuantLib’s Bermudan swaption function: an error saying the effective date is at or beyond the termination date, followed by rejection of a negative zero rate when the term structure is supplied. The question includes…

Fixed incomeOptionsDerivatives pricing
Quant Q&A

The document examines whether delta, gamma, and vega can be meaningfully aggregated across a portfolio containing equities, convertible bonds, and options. The answer explains that standard option Greeks are partial derivatives with respect to an…

Risk managementOptionsEquitiesPortfolio construction
Quant Q&A

The document checks the probability that a stock priced at $27 will finish above a $28 strike one day later, assuming zero interest and 15% annual volatility. It applies the Black–Scholes d₂ expression and translates annual volatility into daily volatility…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document asks whether a buy-side trader can adjust interest rate option models to reflect a directional view on forward rates, including the fact that central bank rates move in fixed increments. The response says to price swaptions, caps, and floors…

Fixed incomeOptionsDerivatives pricingRisk management
Quant Q&A

The document distinguishes stripped mortgage-backed securities with interest-only and principal-only classes from IO or PO classes created inside a collateralized mortgage obligation. In the former structure, a mega pool issues paired classes that may,…

Fixed incomeOptionsRisk managementMarket microstructure
Quant Q&A

The document asks how to express payoffs for a GBPUSD European option with a knock-in feature and leverage when the contract notional is specified in USD. It describes an upside payoff when the terminal exchange rate exceeds the strike and a leveraged…

ForexOptionsDerivatives pricing
Quant Q&A

The document asks whether an arbitrage-free call-price slice necessarily implies that the risk-neutral density inferred from its second strike derivative has a mean equal to the current underlying price. It frames the question in terms of a given…

OptionsDerivatives pricingVolatilityArbitrage
Quant Q&A

The document discusses implementing the Longstaff–Schwartz least-squares Monte Carlo method for valuing American options. The author reports matching prices in one volatility case from the paper’s first table but obtaining lower estimates in a higher…

OptionsDerivatives pricingMachine learningBacktesting
Quant Q&A

The document presents a VBA implementation of a trinomial tree for valuing European call and put options. It builds the underlying price states using up, middle, and down moves, assigns probabilities from volatility and the risk-free rate adjusted for…

OptionsDerivatives pricing
Quant Q&A

The document sets up a payer swaption payoff using a forward swap rate and an annuity numeraire, then changes from the forward measure to the annuity measure to express the price as an expectation of the positive part of the rate difference. It asks how to…

OptionsFixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains why the interest rate in put-call parity is not always a single universal risk-free rate. The relevant rate depends on how the position is financed and implemented. For collateralized or margined trades, one answer points to the rate…

OptionsArbitrageDerivatives pricingExecution
Quant Q&A

The document considers whether a trader executing a large stock sale should also buy a put to benefit from any downward price impact caused by the sale. The proposed idea is framed as profiting from one’s own impact while completing an intended equity trade.…

EquitiesOptionsExecutionMarket microstructure
Quant Q&A

The document asks whether an equity option spread whose legs share an expiration can be represented by one exact volatility. It contrasts this with a calendar spread discussion in an options text, where a forward volatility is found by adjusting volatility…

OptionsVolatilityDerivatives pricing
Quant Q&A

The document explains how to estimate bucket vegas for a portfolio of vanilla and exotic options priced with a Dupire local volatility model. Its central procedure is to bump selected parts of the implied volatility surface, recalculate the local volatility…

OptionsVolatilityDerivatives pricingRisk management
Quant Q&A

The discussion offers several explanations for why implied-volatility skew or smile may be less pronounced for longer-dated options. One account points to jumps: a jump can have a stronger effect over a short horizon, while its influence may be averaged over…

OptionsVolatilityDerivatives pricing
Quant Q&A

The note explains how to interpret Eurodollar futures prices when considering the volatility of options on the contract. Eurodollar futures are quoted near 100 minus an interest rate, so the answer converts a futures price into its corresponding rate by…

FuturesOptionsVolatilityFixed income
Quant Q&A

The document works through a two-period binomial model for European call and put options on a non-dividend-paying stock. It sets up up and down factors from volatility and the half-year step length, computes the risk-neutral up probability, enumerates…

OptionsDerivatives pricingRisk management
Quant Q&A

The document compares ways to access interest rate swaption implied volatility data. It points to a daily volatility surface published by CME and describes Bloomberg screens that provide normalized or at-the-money-forward volatility across option expiries,…

Fixed incomeOptionsVolatilityDerivatives pricing
Quant Q&A

The document distinguishes pricing options on futures from options on spot assets. In the Black formula for a futures option, the futures price is the underlying input, and the option payoff is discounted using the applicable discount rate. The futures price…

OptionsFuturesDerivatives pricing
Quant Q&A

The response distinguishes an option's no-arbitrage fair value from an investor's forecast of the underlying asset. In the standard replication framework, fair value is the cost of establishing a hedging portfolio and equals the discounted expected payoff…

OptionsDerivatives pricingRisk managementStatistics