python障碍式期权定价公式-创新互联
早期写的python障碍式期权的定价脚本，供大家参考，具体内容如下
#coding:utf-8
'''
障碍期权
q=x/s
H = h/x H 障碍价格
[1] Down-and-in call cdi
[2] Up-and-in call cui
[3] Down-and-in put pdi
[4] Up-and-in put pui
[5] Down-and-out call cdo
[6] Up-and-out call cuo
[7] Down-and-out put pdo
[8] Up-and-out put puo
'''
from math import log,sqrt,exp,ceil
from scipy import stats
import datetime
import tushare as ts
import pandas as pd
import numpy as np
import random
import time as timess
import os
def get_codes(path='D:\\code\\20180313.xlsx'): #从代码表格从获取代码
codes = pd.read_excel(path)
codes = codes.iloc[:,1]
return codes
def get_datas(code,N=1,path='D:\\data\\'): #获取数据N=1当天数据
datas = pd.read_csv(path+eval(code)+'.csv',encoding='gbk',skiprows=2,header=None,skipfooter=N,engine='python').dropna() #读取CSV文件 名称为股票代码 解gbk skiprows跳过前两行文字 第一行不做为表头
date_c = datas.iloc[:,[0,4,5]] #只用第0 列代码数据和第4列收盘价数据
date_c.index = datas[0]
return date_c
def get_sigma(close,std_th):
x_i = np.log(close/close.shift(1)).dropna()
sigma = x_i.rolling(window=std_th).std().dropna()*sqrt(244)
return sigma
def get_mu(sigma,r):
mu = (r-pow(sigma,2)/2)/pow(sigma,2)
return mu
def get_lambda(mu,r,sigma):
lam = sqrt(mu*mu+2*r/pow(sigma,2))
return lam
def x_y(sigma,T,mu,H,lam,q=1):
x1 = log(1/q)/(sigma*sqrt(T))+(1+mu)*sigma*sqrt(T)
x2 = log(1/(q*H))/(sigma*sqrt(T))+(1+mu)*sigma*sqrt(T)
y1 = log(H*H/q)/(sigma*sqrt(T))+(1+mu)*sigma*sqrt(T)
y2 = log(q*H)/(sigma*sqrt(T))+(1+mu)*sigma*sqrt(T)
z = log(q*H)/(sigma*sqrt(T))+lam*sigma*sqrt(T)
return x1,x2,y1,y2,z
def get_standardBarrier(eta,phi,mu,sigma,r,T,H,lam,x1,x2,y1,y2,z,q=1):
f1 = phi*1*stats.norm.cdf(phi*x1,0.0,1.0)-phi*q*exp(-r*T)*stats.norm.cdf(phi*x1-phi*sigma*sqrt(T),0.0,1.0)
f2 = phi*1*stats.norm.cdf(phi*x2,0.0,1.0)-phi*q*exp(-r*T)*stats.norm.cdf(phi*x2-phi*sigma*sqrt(T),0.0,1.0)
f3 = phi*1*pow(H*q,2*(mu+1))*stats.norm.cdf(eta*y1,0.0,1.0)-phi*q*exp(-r*T)*pow(H*q,2*mu)*stats.norm.cdf(eta*y1-eta*sigma*sqrt(T),0.0,1.0)
f4 = phi*1*pow(H*q,2*(mu+1))*stats.norm.cdf(eta*y2,0.0,1.0)-phi*q*exp(-r*T)*pow(H*q,2*mu)*stats.norm.cdf(eta*y2-eta*sigma*sqrt(T),0.0,1.0)
f5 = (H-1)*exp(-r*T)*(stats.norm.cdf(eta*x2-eta*sigma*sqrt(T),0.0,1.0)-pow(H*q,2*mu)*stats.norm.cdf(eta*y2-eta*sigma*sqrt(T),0.0,1.0))
f6 = (H-1)*(pow(H*q,(mu+lam))*stats.norm.cdf(eta*z,0.0,1.0)+pow(H*q,(mu-lam))*stats.norm.cdf(eta*z-2*eta*lam*sigma*sqrt(T),0.0,1.0))
return f1,f2,f3,f4,f5,f6
def main(param,t,r=0.065):
typeflag = ['cdi','cdo','cui','cuo','pdi','pdo','pui','puo']
r = log(1+r)
T = t/365
codes = get_codes()
H = 1.2
for i in range(len(codes)):
sdbs = []
for j in typeflag:
code = codes.iloc[i]
datas = get_datas(code)
close = datas[4]
sigma = get_sigma(close,40)[-1]
mu = get_mu(sigma,r)
lam = get_lambda(mu,r,sigma)
x1,x2,y1,y2,z = x_y(sigma,T,mu,H,lam)
eta = param[j]['eta']
phi = param[j]['phi']
f1,f2,f3,f4,f5,f6 = get_standardBarrier(eta,phi,mu,sigma,r,T,H,lam,x1,x2,y1,y2,z)
if j=='cdi':
sdb = f1-f2+f4+f5
if j=='cui':
sdb = f2-f3+f4+f5
if j=='pdi':
sdb = f1+f5
if j=='pui':
sdb = f3+f5
if j=='cdo':
sdb = f2+f6-f4
if j=='cuo':
sdb = f1-f2+f3-f4+f6
if j=='pdo':
sdb = f6
if j=='puo':
sdb = f1-f3+f6
sdbs.append(sdb)
print(T,r,sigma,H,sdbs)
if __name__ == '__main__':
param = {'cdi':{'eta':1,'phi':1},'cdo':{'eta':1,'phi':1},'cui':{'eta':-1,'phi':1},'cuo':{'eta':-1,'phi':1},
'pdi':{'eta':1,'phi':-1},'pdo':{'eta':1,'phi':-1},'pui':{'eta':-1,'phi':-1},'puo':{'eta':-1,'phi':-1}}
t = 30
main(param,t)另外有需要云服务器可以了解下创新互联scvps.cn，海内外云服务器15元起步，三天无理由+7*72小时售后在线，公司持有idc许可证，提供“云服务器、裸金属服务器、高防服务器、香港服务器、美国服务器、虚拟主机、免备案服务器”等云主机租用服务以及企业上云的综合解决方案，具有“安全稳定、简单易用、服务可用性高、性价比高”等特点与优势，专为企业上云打造定制，能够满足用户丰富、多元化的应用场景需求。
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