PowerPoint Presentation
Black-Litterman with T-costs Using CVXOPT (Python coding)
you run a simple mean-variance optimization (MVO) using CVXOPT.
(a) Modify the code so that expected returns and covariance matrix are
computed using Black-Litterman (BL). Assume all inputs for BL are given. In
your unit test(s), make your own assumptions for your BL inputs.
(b) Modify the code so that it can handle transaction costs. In your unit test,
use the Almgren-style market impact function (Almgren et al XXXXXXXXXXwith
appropriate parameters.
(c) In (a) and (b) you used CVXOPT to solve the resulting MVO problems. Write
your own coordinate decent solver for the problems of the for
Solution should be submitted by Ipython or Jupiter notebook
### Mean-Variance Optimization in Python using CVXOPT
(a) Install CVXOPT in Python, see http:
cvxopt.org/index.html
(b) Run the example http:
cvxopt.org/examples
ook/portfolio.html and generate the output.
(c) You can download any stock data sets via Yahoo finance or Use given data set
Sheet1
PERMNO Names Date Names Ending Date Share Code Exchange Code Standard Industrial Classification Code CUSIP Ticker Symbol Company Name Share Class Trading Symbol North American Industry Classification System Primary Exchange Trading Status Security Status PERMCO Nasdaq Issue Number Exchange Code Header Standard Industrial Classification Code CUSIP Header Declaration Date Amount After Delisting Date of Delisting Payment Delisting Code Date of Next Available Information Payment Date Record Date Number of Shares Outstanding Header SIC Major Gorup Header SIC Industry Group Distribution Code Dividend Cash Amount Factor to Adjust Price Factor to Adjust Shares Acquiring PERMNO Acquiring PERMCO New PERMNO Delisting Return Without Dividends Delisting Price Delisting Return Nasdaq Traits Code Nasdaq National Market Indicator Market Maker Count Nasd Index Code Bid or Low Price Ask or High Price Price or Bid/Ask Average Volume Returns Bid Ask Shares Outstanding Cumulative Factor to Adjust Prices Cumulative Factor to Adjust Shares/Vol Price Alternate NASDAQ Number of Trades Returns without Dividends Value-Weighted Return-incl. dividends Value-Weighted Return-excl. dividends Equal-Weighted Return-incl. dividends Equal-Weighted Return-excl. dividends Return on the S&P 500 Index
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