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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
TqSdk
86 documents
Quantpedia
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
Binance API docs
45 documents
Quantopian lectures
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
QuantRocket
7 documents
Lumibot strategies
7 documents
Awesome Quant
1 documents

Search the library

20,364 documents

Quant Q&A

The discussion considers how to obtain timestamped news for research linking Forex price series to news releases, especially when professional machine-readable feeds are costly. Suggestions include collecting headlines from websites, parsing RSS or Atom…

ForexSentimentMachine learningBacktesting
Quant Q&A

The document asks how the discount rate used in Current Expected Credit Loss accounting differs from rates used in market pricing. It describes the CECL discount rate as an effective interest rate (EIR), represented by a single number, and contrasts this…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains how accrued interest can be negative for bonds traded in markets that use an ex-coupon date before the end of a coupon period. The holder recorded by that date is entitled to the full coupon, even if the bond is sold before the coupon…

Fixed incomeUS markets
Quant Q&A

The document studies a linear stochastic differential equation with both additive and state-dependent drift and diffusion. It starts from an integrating-factor solution, writing the process as a product of a stochastic exponential and a second process that…

StatisticsDerivatives pricing
Quant Q&A

The document asks whether a forward market model (FMM), extending the classic LIBOR market model to handle backward-looking risk-free rates (RFRs) and term rates together, has been combined with stochastic volatility such as SABR. The motivation is pricing…

Fixed incomeOptionsVolatilityDerivatives pricing
Quant Q&A

The answer explains why multiplying a volatility estimate by a factor close to one can correct bias in a first-exit-time volatility calculation. It distinguishes the unbiased sample variance from the sample standard deviation: taking the square root of an…

VolatilityStatisticsRisk management
Quant Q&A

The exchange discusses estimating an option’s future price after a specified move in its underlying when future implied volatility is unknown. One approach is to make explicit assumptions about both the underlying price change and the change in implied…

OptionsDerivatives pricingVolatilityRisk management
Quant Q&A

The discussion distinguishes portfolio volatility from portfolio return measurement for a long position in one stock and an equal short position in another. A covariance-based volatility formula can produce a small value when the assets have similar…

Pairs tradingEquitiesRisk managementStatistics
Quant Q&A

The document explains how a forward rate for borrowing or lending over a future period relates to spot Treasury yields across the full maturity. A 10-year rate and a 10-year rate beginning ten years later combine to determine the 30-year return, with the…

Fixed incomeStatistics
Quant Q&A

The document raises a derivation question about two binary call options under a risk-neutral geometric Brownian motion model. It states the familiar form for an asset-or-nothing call, whose payoff is the underlying asset when its terminal price exceeds the…

OptionsDerivatives pricing
Quant Q&A

The document addresses a reported difference in output from FIGARCH estimation: one specification displays coefficients and inferential statistics, while another displays only coefficients. The accepted response explains that the latter estimation did not…

StatisticsVolatility
Quant Q&A

The document distinguishes the drift used to price derivatives from the drift used to simulate future underlying prices. Under the risk-neutral measure, derivative valuation uses the relevant risk-free rate; for a real-world simulation of potential future…

Derivatives pricingOptionsRisk management
Quant Q&A

The document sets up a payer forward contract entered at zero value and later offset by a receiver contract on the same accrual period. Subtracting the two terminal cash flows yields a payoff proportional to the change in the forward rate between the entry…

Fixed incomeDerivatives pricingArbitrageStatistics
Quant Q&A

The document discusses automating a momentum strategy that looks for equities reaching a new all-time high while excluding stocks whose high has been renewed on immediately successive days. The question contrasts retrieving and sorting the full price history…

EquitiesMomentumBreakoutExecution
Quant Q&A

The document considers a portfolio that is short EUR/USD and long GBP/USD, and asks how options could limit losses while preserving the possibility of gains. The key observation in the response is that the two positions create an implicit short EUR/GBP…

ForexOptionsRisk management
Quant Q&A

The document asks where to obtain historical overnight index swap rates across a range of maturities, motivated by pricing foreign exchange options. It distinguishes a single overnight benchmark such as the Effective Federal Funds Rate from a full OIS curve,…

Fixed incomeForexOptionsDerivatives pricing
Quant Q&A

The document derives the expected time integral of an Ornstein–Uhlenbeck process up to its first hit of a fixed threshold. It first notes that conditioning on the process being at the threshold at that stopping time adds no information, since the…

StatisticsMean reversionDerivatives pricing
Quant Q&A

The document raises a statistical question about uncertainty in option Greeks estimated with Monte Carlo simulation. It starts from a simulated option value with a standard error, then applies central finite differences to estimate Delta from prices at…

OptionsStatisticsDerivatives pricing
Quant Q&A

The document explains why option pricing becomes less determinate when an underlying follows a jump-diffusion process. In the Black–Scholes framework, market completeness yields a unique risk-neutral probability measure and therefore a unique arbitrage-free…

OptionsDerivatives pricingRisk management
Quant Q&A

The document explains how overnight indexed swap rates relate to daily overnight rates and how compounding builds the floating leg over a term. It distinguishes the compounded overnight payment for a three-month period from the quoted three-month OIS swap…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document asks whether a standard or regulated method exists for calculating the balance-sheet value of a fixed-rate term repo. It proposes a formula that starts from the cash notional and accrued interest from the contract rate, then adds an adjustment…

Fixed incomeStatisticsRisk management
Quant Q&A

The document discusses estimating sensitivities for a European arithmetic basket call, whose payoff depends on the sum or average of several underlying assets. Because the basket has multiple underlyings, it has separate deltas, vegas, and other…

OptionsDerivatives pricingStatistics
Quant Q&A

The document examines a Monte Carlo simulation of a European call under the Black–Scholes–Merton model. It contrasts compounding normally distributed simple returns with exponentiating normally distributed log returns, then gives the drift adjustment needed…

OptionsDerivatives pricingStatistics