Overview
AsianOption implements binomial tree pricing for Asian options incorporating market price impact from hedging activities. The package extends the Cox-Ross-Rubinstein (CRR) binomial model to account for price movements caused by large hedging trades.
Installation
# Install from CRAN install.packages("AsianOption") # Development version from GitHub # install.packages("devtools") devtools::install_github("plato-12/AsianOption")
Quick Start
Geometric Asian Option Pricing
library(AsianOption) # Price a geometric Asian call option with price impact price <- price_geometric_asian( S0 = 100, # Initial stock price K = 100, # Strike price r = 1.05, # Gross risk-free rate (5%) u = 1.2, # Up factor d = 0.8, # Down factor lambda = 0.1, # Price impact coefficient v_u = 1, # Hedging volume (up) v_d = 1, # Hedging volume (down) n = 10 # Time steps ) print(price)
Arithmetic Asian Option Bounds
# Compute bounds for arithmetic Asian options bounds <- arithmetic_asian_bounds( S0 = 100, K = 100, r = 1.05, u = 1.2, d = 0.8, lambda = 0.1, v_u = 1, v_d = 1, n = 5 ) print(bounds)
Monte Carlo for Large n
# For n > 20, Monte Carlo is automatically used result <- price_geometric_asian( S0 = 100, K = 100, r = 1.05, u = 1.2, d = 0.8, lambda = 0.1, v_u = 1, v_d = 1, n = 50 ) #> Using Monte Carlo method for n=50 (> 20) with 100000 simulations # Get full Monte Carlo output with error estimates mc_result <- price_geometric_asian_mc( S0 = 100, K = 100, r = 1.05, u = 1.2, d = 0.8, lambda = 0.1, v_u = 1, v_d = 1, n = 50, n_simulations = 100000, seed = 42 ) print(mc_result) #> Geometric Asian Option Price (Monte Carlo) #> ========================================== #> Price: 13.899166 #> Std Error: 0.109300 (0.79%) #> 95% CI: [13.684937, 14.113395] #> Simulations: 100000
Main Functions
price_geometric_asian(): Price geometric Asian options (calls/puts)price_geometric_asian_mc(): Monte Carlo pricing with error estimatesarithmetic_asian_bounds(): Bounds for arithmetic Asian optionscompute_p_adj(): Compute adjusted risk-neutral probabilitycheck_no_arbitrage(): Validate no-arbitrage conditions
Citation
If you use this package in your research, please cite:
Tiwari, P., & Majumdar, S. (2025). Asian option valuation under price impact. arXiv preprint. https://doi.org/10.48550/arXiv.2512.07154
License
GPL (>= 3)