diff options
Diffstat (limited to 'bandits.R')
| -rw-r--r-- | bandits.R | 112 |
1 files changed, 0 insertions, 112 deletions
diff --git a/bandits.R b/bandits.R deleted file mode 100644 index ee547e3a..00000000 --- a/bandits.R +++ /dev/null @@ -1,112 +0,0 @@ -require(RBloomberg)
-conn <- blpConnect()
-
-data <- c()
-for(ticker in sp500.tickers.extended){
- data <- cbind(data,blpGetData(conn,paste(ticker,"US Equity"),"PX_LAST",start=as.chron("01/01/2000")))
-}
-
-spy <- blpGetData(conn,"spy US Equity","PX_LAST",start=as.chron("01/01/2000"))
-
-spdr <- c("XLY","XLP","XLE","XLF","XLV","XLI","XLB","XLK","XLU")
-data <- c()
-for(ticker in spdr){
- data <- cbind(data,blpGetData(conn,paste(ticker,"US Equity"),"PX_LAST",start=as.chron("01/01/2000")))
-}
-colnames(data) <- spdr
-
-n.stocks <- ncol(P)
-N <- nrow(P)
-current.wealth <- 1
-w <- rep(1/n.stocks,n.stocks)
-dP <- apply(P,2,diff)
-L <- rep(0,n.stocks)
-V <- 0
-W <- w
-pnl <- 0
-for(i in 1:(N-1)){
- r <- dP[i,]/as.numeric(P[i,])
- #r <- c(r,-r)
- pnl <- cbind(pnl,current.wealth*crossprod(w,r))
- current.wealth <- 1+sum(pnl)
- L <- rbind(L,-r)
- V <- V+crossprod(w,r^2)
- T <- 2/3*sqrt(log(N)/V)
- #w <- exp(-T*(apply(1+L,2,prod)-1))
- w <- exp(-T*colSums(L))
- w <- w/sum(w)
- W <- rbind(W,w)
- if(i%%10==0){
- cat(current.wealth,sep="\n")
- }
-}
-price2return <- function(x){
- diff(x)/x[-length(x)]
-}
-#number of shares implementations
-tc <- 0.005+0.02
-days <- nrow(data.bus)
-init.capital <- 1000000
-tickers <- memb(sp500.tickers,add,as.Date(time(data.bus)[1]))
-tickers.index <- which(sp500.tickers.extended%in%tickers)
-n.stocks <- length(tickers)
-w <- rep(0,length(sp500.tickers.extended))
-w[tickers.index] <- rep(1/n.stocks,n.stocks)
-N <- round((capital*w)/as.numeric(data.bus[1,tickers.index]))
-dP <- apply(data.bus,2,diff)
-L <- rep(0,n.stocks)
-V <- 0
-W <- w
-pnl <- 0
-tcvec <- sum(N)*tc
-for(i in 1:days){
- tickers <- memb(sp500.tickers,add,as.Date(time(data.bus)[1]))
- tickers.index <- which(sp500.tickers.extended%in%tickers)
- r <- dP[i,]/as.numeric(data.bus[i,])
- pnl <- cbind(pnl,crossprod(N,dP[i,]))
- capital <- init.capital+sum(pnl)-sum(tcvec)
- L <- rbind(L,-r)
- V <- V+crossprod(w,r^2)
- T <- 2/3*sqrt(log(days)/V)
- #w <- exp(-T*(apply(1+L,2,prod)-1))
- w <- exp(-T*colSums(L))
- w <- w/sum(w)
- newN <- round((capital*w)/as.numeric(data.bus[(i+1),tickers.index]))
- tcvec <- c(tcvec,sum(abs(newN-N)*tc))
- N <- newN
- if(i%%10==0){
- cat(capital,sep="\n")
- }
-}
-
-fixed.rebal <- function(P,delta){
- init.capital <- 1
- dP <- apply(P,2,diff)
- capital <- init.capital
- pnl <- c()
- for(i in 1:(nrow(P)-1)){
- r <- dP[i,]/P[i,]
- pnl <- c(pnl,capital*crossprod(delta,r))
- capital <- init.capital+sum(pnl)
- }
- return( pnl )
-}
-memb <- function(index,add,date){
- #return the list of index constituents
- toreverse <- add[add$Date>=date,]
- current.index <- index
- for(i in 1:nrow(toreverse)){
- if(!is.na(toreverse$Add[i])){
- current.index <- current.index[-which(current.index==toreverse$Add[i])]
- }
- if(!is.na(toreverse$Del[i])){
- current.index <- sort(c(current.index,toreverse$Del[i]))
- }
- }
- current.index
-}
-
-tickerslist <- c()
-for(i in 101:1000){
- tickerslist <- rbind(tickerslist,memb(sp500.tickers,add,as.Date(time(data)[i])))
-}
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