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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

10,263 documents

Quant Q&A

The document explains why the usual present-value sum of known cash flows and discount factors cannot be applied directly when the cash flows depend on future interest rates. In that case, the cash flows are random variables, so their discounted sum is…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document interprets the stock return term in the Black–Scholes setting as a proportional, rather than dollar, rate of price change. Dividing the instantaneous price change by the current price expresses movement as a percentage change. The discrete-time…

OptionsDerivatives pricingStatistics
Quant Q&A

The document explains that implied volatility is inferred by applying an option-pricing model in reverse to quoted option prices. In the Black–Scholes framework, a higher quoted option price corresponds to a higher implied volatility, so the displayed…

OptionsVolatilityDerivatives pricingMarket microstructure
Quant Q&A

The document asks whether historical implied volatility can be downloaded from Interactive Brokers. The responses indicate that a dedicated utility may not be available and describe a possible workaround: retrieve historical option prices through the API,…

OptionsVolatilityDerivatives pricingExecution
Quant Q&A

The document considers a three-day, 95% value-at-risk estimate for a long European call when the underlying follows geometric Brownian motion. It describes valuing the option with Black–Scholes, deriving a lower-tail stock-price quantile from the lognormal…

OptionsDerivatives pricingRisk managementVolatility
Quant Q&A

The document discusses how to build mathematical foundations for quantitative finance and statistics. The questioner seeks rigorous, proof-based study of relevant tools such as linear algebra, probability, set theory, stochastic calculus, and measure theory,…

StatisticsDerivatives pricing
Quant Q&A

The discussion asks how to infer a stock price probability distribution from option prices and track changes in that distribution over time. One response identifies implied probability densities, also called state price densities, as the relevant framework.…

OptionsDerivatives pricingStatistics
Quant Q&A

The discussion surveys possible ways to obtain historical daily quotes across VIX option strikes and expirations. One response says reliable public data may be unavailable and cautions that analysis may also require the corresponding VIX futures history,…

OptionsVolatilityDerivatives pricingBacktesting
Quant Q&A

The answer explains how to move from a Bachelier underlying with an unspecified physical drift to a risk-neutral process for pricing a European call. It starts with the discounted asset price and uses the martingale condition to identify the required drift…

OptionsDerivatives pricingStatistics
Quant Q&A

The document reviews a Heston option-pricing implementation that produces negative probabilities or prices under extreme inputs, despite giving plausible at-the-money results for other parameter choices. The implementation applies a characteristic-function…

OptionsDerivatives pricingStatisticsRisk management
Quant Q&A

The note resolves how to obtain a short-maturity yield expansion from a Taylor expansion of a zero-coupon bond price. Starting with the price written as one plus successive powers of time to maturity, it applies the logarithm series and then negates and…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The note explains why the profit and loss of a portfolio hedged with stock must include dividends received or owed on the stock position. It writes the portfolio value with a money market account, stock, and short derivative, then tracks those holdings over…

OptionsDerivatives pricingRisk management
Quant Q&A

The note rewrites the payoff of a power option, defined as the underlying raised to a power times a call payoff, as a difference of two asset-or-nothing binary call payoffs. It first expands the payoff into two terms, each gated by the condition that the…

OptionsDerivatives pricing
Quant Q&A

The document frames a model-design problem for estimating the concentrated positions component of an additional valuation adjustment for derivatives. It proposes relating price or volatility impact to the volatility of valuation inputs, bid–ask spread…

Derivatives pricingVolatilityMarket microstructureRisk management
Quant Q&A

The note asks whether the expected product of increasing functions of two correlated stochastic processes rises as their instantaneous correlation rises. The response sketches an Itô-calculus argument in a simplified setting: it assumes zero drift and unit,…

StatisticsDerivatives pricing
Quant Q&A

The document discusses how to validate an implementation of Dupire’s equation when deriving local volatility from an implied volatility surface. The question proposes starting with a flat implied-volatility surface, then testing a surface with term structure…

Derivatives pricingVolatilityOptions
Quant Q&A

The document examines whether an option and its underlying stock require risk premiums in a binomial pricing model when their payoffs can be replicated using other instruments. The central issue is a confusion between replication and hedging: constructing a…

OptionsDerivatives pricingRisk managementStatistics
Quant Q&A

The document considers whether an FRA rate or an interest rate futures rate is the better proxy for an expected future fixing. The two instruments can imply different values because their settlement structures create a convexity difference. The answers…

Fixed incomeFuturesDerivatives pricingStatistics
Quant Q&A

The document explains when an FX volatility smile quote for a put can be matched to a call quote with the complementary delta. Under the forward delta convention, put and call deltas at the same strike sum to one, so a 95-delta put and a 5-delta call…

ForexVolatilityDerivatives pricing
Quant Q&A

The document presents a Delphi implementation of the Black-Scholes formula for European call and put options. It calculates the standard d1 and d2 terms from spot price, strike, time to expiration, interest rate, and volatility, then applies the cumulative…

OptionsDerivatives pricingStatistics
Quant Q&A

The answers explain that FX outright delivery dates are convention driven and can vary with the currency pair, market, and trade details. Relevant inputs include spot settlement timing, holidays in each currency, weekends, whether USD holidays are included,…

ForexDerivatives pricingCarry
Quant Q&A

The document examines how correlation can affect best-of and worst-of options and discusses confusion arising from the payoff definition. The questioner's Monte Carlo example simulates correlated terminal prices for two assets and reports that the price of a…

OptionsDerivatives pricingVolatilityStatistics
Quant Q&A

The document distinguishes two conventions for compounded overnight-rate swap coupons. In a lookback without an observation period shift, each daily rate observation is moved earlier by a set number of business days, while the accrual weights remain tied to…

Fixed incomeDerivatives pricingStatistics
Quant Q&A

The document explains that the right bond comparison measure depends on the task. For an indicative price on an illiquid bond, it describes interpolating between observable bonds that mature earlier and later. For amortizing bonds, weighted average life may…

Fixed incomeStatisticsDerivatives pricing