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Kelly Criterion And The Stock Market



S


ince the book "Fortune's        estimate the impact of different  
Formula" is published, many     outcomes on the stock price:      
investors are turning to                                          
the Kelly Criterion for               30% increase in A's stock price   
determining the size of the           if Product 1 is launched. There   
investment. Unfortunately, most       are 20% chance for this to        
of these investors have not           happen.                           
walked through the underlying         10% increase in A's stock price   
mathematical derivation or read       if Product 2 is launched. There   
Ed Thorp's paper on how to apply      are 15% chance for this to        
the Kelly Criterion in the stock      happen.                           
market.                               12% increase in A's stock price   
                                      if Product 1 is launched. There   
There are many fallacies when         are 25% chance for this to        
using the Kelly Criterion             happen.                           
directly in stock trading. Unlike     15% decrease in A's stock price   
most gambling games, the stock        if no product is launched. There  
market is too complex and the         are 40% chance for this to        
underlying assumptions of the         happen.                           
criterion do not hold.                                                  
                                      Now you have $100 dollars in your 
For example, consider the             bankroll, how much would you      
following problem:                    invest in A's stock so that your  
                                      bankroll can have maximum growth  
Company A is currently                in the long term?                 
researching 3 different new                                             
products. In an upcoming              The Kelly Criterion cannot help   
convention, we know that A might      you solve this problem because it 
announce the launch of one of the     assumes only two possible         
new products. We can also             outcome: FAVORABLE or             



UNFAVORABLE. It also assumes that     = -15%                            
if the outcome is unfavorable,        P1 = Probability of Product 1     
you will lose 100% of what you        Launching = 20%                   
invested (the wager).                 P2 = Probability of Product 2     
                                      Launching = 15%                   
In the stock market, you often        P3 = Probability of Product 3     
have multiple outcome scenarios,      Launching = 25%                   
and you almost never lose 100% of     P4 = Probability of No Product    
your investment in a single           Launching = 40%                   
trade. Therefore, the Kelly           B = Initial Bankroll              
Criterion alone is not directly       B' = Future Bankroll after N such 
applicable to the stock market.       investments                       
                                      M = The Geometric Mean of N such  
I have looked through the             investments                       
mathematical derivation of the                                          
Kelly Formula, and it can be used     Using the above information, we   
to derive the solution for the        can formulate:                    
above problem.                                                          
                                      B' = B * (1+W1*F)^(P1*N) *        
Let's define some variables:          (1+W2*F)^(P2*N) * (1+W3*F)^(P3*N) 
                                      * (1+W4*F)^(P4*N)                 
F = % of your bankroll that you                                         
invest in A                           M^N = B'/B = (1+W1*F)^(P1*N) *    
W1 = ROI of Launching Product 1 =     (1+W2*F)^(P2*N) * (1+W3*F)^(P3*N) 
30%                                   * (1+W4*F)^(P4*N)                 
W2 = ROI of Launching Product 2 =                                       
10%                                   M = [(1+W1*F)^(P1*N) *            
W3 = ROI of Launching Product 3 =     (1+W2*F)^(P2*N) * (1+W3*F)^(P3*N) 
12%                                   * (1+W4*F)^(P4*N)]^(1/N)          
W4 = ROI of No Products Launching                                       



M = (1+W1*F)^(P1) * (1+W2*F)^(P2)     However, with the aid of modern   
* (1+W3*F)^(P3) * (1+W4*F)^(P4)       technology, a web application     
                                      that finds the Kelly Percentage   
We can find the maximum M by          can be developed through          
finding the maximum Ln(M):            simulation. For example, you can  
                                      find such web application at:     
Ln(M) = Ln[(1+W1*F)^(P1) *                                              
(1+W2*F)^(P2) * (1+W3*F)^(P3) *       (1+W4*F)^(P4)]                        size="-2">http://www.cisiova.com/ 
                                      betsizing.asp
              
Ln(M) = P1*Ln(1+W1*F) +                                                 
P2*Ln(1+W2*F) + P3*Ln(1+W3*F) +       The web application takes         
P3*Ln(1+W3*F)                         possible outcomes (ROI and        
                                      probability) as inputs and        
The above equation is what Ed         calculates the Kelly Percentage   
Thorp stated in chapter 7 of his      and the maximized mean growth     
paper "THE KELLY CRITERION IN         rate for you. Since the Kelly     
BLACKJACK, SPORTS BETTING, AND        Criterion is just a special case  
THE STOCK MARKET", in which he        of this maximization problem, the 
discusses how to apply the Kelly      web application works perfectly   
Criterion in the stock market.        well with simple Kelly problems   
                                      such as sports betting or         
There is no clean solution to         gambling.                         
this optimization problem.            

                              




About the Author:

Here Is The Free Web Application That Calculates The Kelly Criterion For The Stock Market. Kelly Criterion Calculator


Read more articles by: Zheng Fang

Article Source: www.iSnare.com


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