Derivative Pricing_1_Black


1. Stock Option wih divends
1.1 Task A
1.1.1 Calculate a ECO on a stock.
/Ex-dividend dates in 3 and 6 months, each dividend is expected to be 1;
/P0 = 80, K = 80, σ = 0.25 per annum, rf = 0.07; T = 1;
1.1.2 Process and results:
K <- 80
r <- 0.07
sigma <- 0.25
tau <- 1
# pv of expected dividends
d <- exp(-(tau/4) * r) + exp(-(tau/2) * r)
# stock price
S <- K - d
Deduct pv of dividends from S0 to arrive at purely random component of S0 which is 78.0517.



y <- (log(S/K) + (r - sigma^2 / 2) * tau) / (sigma * sqrt(tau))
cdfy <- pnorm(y)
cdfn <- pnorm(y + sigma * sqrt(tau))
# BS formula
C <- S * cdfn - (K * exp(-r * tau) * cdfy)

1.2 Task B
1.2.1 Calculate EPO using BSM model, assume that
/Continuously compounded dividend yield is 0.015;
/S0 = 100, K = 100, option expires in 275 days, volatility is 0.45;
/Continuously compounded rf = 0.03;
1.2.2 Process and results
# Adjust S0
GBSOption('p', 100 * exp(-0.015 * (275/365)), 100, 275/365, 0.03, 0.03, 0.45)

2. Black's Futures Option Model
2.1 Key parameter: S = F, b = 0;
2.2 Task: Need an option for an asset (futures price = 120), assume K = 100, T = 5, volatility = 20%, riskfree rate = 5%;
2.3 Process and results:
GBSOption('c', 120, 100, 5, 0.05, 0, 0.2)

3. Pricing Cap Using Black
3.1 Key parameter: S = F(n-1), b = 0;
3.2 Notes:
Interest rate caps are interest rate derivatives, where holder receives positive payments throughout periods if interest rate exceeds certain level (strike price, K).
Interest rate floors the holder wins if interest rate below K.
3.3 Task:
Need to pay USD LIBOR for 6 months to Alex between May and Nov 2020, so use caplet avoid interest rate risk.
Assume: the caplet on LIBOR rate with 2.5% strike price (i.e., if LIBOR > 2.5%, one period payoff = 0.5 * max[3% - 2.5%, 0]);
LIBOR follows Brownian Motion with 20% volatility;
forward rate between May and Nov = 2.2%;
spot rate = 2%;
3.4 Process and results:
GBSOption('c', 0.022, 0.025, 0.5, 0.02, 0, 0.2)

3.5 Comments
3.5.1 Still need to multiply the time interval 0.5 on 0.0003269133 to get 0.0001634567, if unit is million USD, the final price of caplet will be 163USD;
3.5.2 Cap is sum of caplets !!! % LIBOR changes all the time, example above is just a single caplet calculation, below is whole method. Now assume that:
we need a cap that pays if LIBOR > 2.5% in first 3m, or if LIBOR > 2% in following 3m;
forward LIBOR rate in May~Aug is 2.1%, in Aug~Nov is 2.2%;
GBSOption('c', 0.021, 0.025, 0.25, 0.02, 0, 0.2)
GBSOption('c', 0.022, 0.02, 0.25, 0.02, 0, 0.2)
# we seperately get two prices, each of them with time interval 0.25, so final price of cap is:
0.25 * (3.743394e-05 + 0.002179862)
0.000554324
So final price of cap will be 554USD.
4. Drawing Binomial Trees for Stock Option
4.1 Key parameter: b = r;
4.2 Assume:
Stock P0 = 900, K = 950, r = 0.02, T = 3m, Volatility = 0.22
4.3 Process and results:
tree <- BinomialTreeOption(TypeFlag = 'ce', S = 900, X = 950, 1/4, 0.02, b = 0.02, sigma = 0.22, n = 3)
BinomialTreePlot(tree, dy = 1, xlab = 'Time steps', ylab = 'number of up steps', xlim = c(0, 4))
title(main = 'European Call Option')

4.4 Comment:
This is CRR Binomial model, which converges to Black. Black Pricing is as below:

Derivative Pricing_1_Black的更多相关文章
- Derivative of the softmax loss function
Back-propagation in a nerual network with a Softmax classifier, which uses the Softmax function: \[\ ...
- Derivative of Softmax Loss Function
Derivative of Softmax Loss Function A softmax classifier: \[ p_j = \frac{\exp{o_j}}{\sum_{k}\exp{o_k ...
- XVII Open Cup named after E.V. Pankratiev Stage 14, Grand Prix of Tatarstan, Sunday, April 2, 2017 Problem A. Arithmetic Derivative
题目:Problem A. Arithmetic DerivativeInput file: standard inputOutput file: standard inputTime limit: ...
- The Softmax function and its derivative
https://eli.thegreenplace.net/2016/the-softmax-function-and-its-derivative/ Eli Bendersky's website ...
- matlab 提示 Continuous sample time is not supported by discrete derivative 错误的解决办法
Simulink仿真的时候,出行错误提示:Continuous sample time is not supported by discrete derivative 中文意思是:连续采样时间不支持离 ...
- [PE484]Arithmetic Derivative
题意:对整数定义求导因子$'$:$p'=1,(ab)'=a'b+ab'$,求$\sum\limits_{i=2}^n(i,i')$ 这个求导定义得比较妙:$(p^e)'=ep^{e-1}$ 推一下就可 ...
- 【找规律】【DFS】XVII Open Cup named after E.V. Pankratiev Stage 14, Grand Prix of Tatarstan, Sunday, April 2, 2017 Problem A. Arithmetic Derivative
假设一个数有n个质因子a1,a2,..,an,那么n'=Σ(a1*a2*...*an)/ai. 打个表出来,发现一个数x,如果x'=Kx,那么x一定由K个“基础因子”组成. 这些基础因子是2^2,3^ ...
- 共变导数(Covariant Derivative)
原文链接 导数是指某一点的导数表示了某点上指定函数的变化率. 比如,要确定某物体的速度在某时刻的加速度,就取时间轴上下一时刻的一个微小增量,然后考察速度的增量和时间增量的比值.如果这个比值比较大,说明 ...
- 求导四则运算以及三角函数求导 Derivative formulas
对特定函数的求导. 1:sin(x) 对其进行求斜率.带入公式得:[ sin(x+Δx)- sin(x)]/Δx = [ sinx*cosΔx + cosx*sinΔx -sin x ]/ Δx = ...
随机推荐
- 对象的上转型和下转型 (instanceof关键字)
1.对象的上转型,就是多态的一种写法 格式:父类名称 对象名 = new 子类名称(): Animal animal = new Cat(); 含义:右侧创建一个子类对象,把它当作父类来使用 向上转型 ...
- 【C语言】输入5个整数并按输入顺序逆序输出
#include <stdio.h> int main() { ],i; printf("请输入5个整数:\n"); ;i<;i++) scanf("% ...
- 【MySQL】表的操作
" 目录 #. 表操作 1. 创建数据库 2. 进入指定库 3. 创建表 4. 添加记录 5. 查询表的数据和结构 /. 查指定表中的存储数据 /. 查指定表的结构 6. 复制表 /. 即复 ...
- VMWare tools
一.首先是安装VMWare tools1.以ROOT身份进入LINUX2.在虚拟机软件VMWARE状态栏中,点击 SETTING菜单下的ENABLE VMWARE TOOLS子菜单,此时在linux的 ...
- python的组合数据
python的组合数据包括:1.列表list[ ] 2.元组tuple(),3.字典dict{"x":"y"},4.集合set{} 1.创造组合数据:均可直 ...
- 5_6 团体队列(UVa540)<queue与STL其他容器的综合运用>
先给出T个团体,并给出每个团体有多少人和每个人的编号,然后所有团体一起排队,排成一条大队列,排队的原则是,一个成员加入,如果这个成员所在的团体已经有人在排队了,那么他就加到他所在团体的最后面,而不是整 ...
- POJ2516 Minimum Cost
亲爱的,一个货物销售者,现在遇到了一个大问题,他需要你的帮助.在他的销售区域有 N 个店主(从 1 到 N)向他储存货物,Dearboy 有M 个供应点(从 1 到 M),每个供应点提供 K 种不同的 ...
- Spring Boot Ftp Client 客户端示例支持断点续传
本章介绍 Spring Boot 整合 Ftpclient 的示例,支持断点续传 本项目源码下载 1 新建 Spring Boot Maven 示例工程项目 注意:是用来 IDEA 开发工具 File ...
- node环境下:node_modules里面的文件
node环境下:node_modules里面的文件 package.json来制定名单,需要哪些npm包来参与到项目中来,npm install命令根据这个配置文件增减来管理本地的安装包. depen ...
- Java自学-集合框架 ArrayList和LinkedList的区别
ArrayList和LinkedList的区别 步骤 1 : ArrayList和LinkedList的区别 ArrayList ,插入,删除数据慢 LinkedList, 插入,删除数据快 Arra ...