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Finding the Local Minima of a somewhat complicated function
*To*: mathgroup at smc.vnet.net
*Subject*: [mg115985] Finding the Local Minima of a somewhat complicated function
*From*: Andrew DeYoung <adeyoung at andrew.cmu.edu>
*Date*: Fri, 28 Jan 2011 06:14:32 -0500 (EST)
Hi,
I have a function that consists of two variables, y and a. I would
like to find the local minimum of the function in y for various
constant values of a.
For example, the list of a values is given by:
atable = Range[100, 300, 5];
For each a value in atable, I want to find the local minimum of the
function in y. My function is "fun," and I use code like the
following:
fun=(1000-5*a)/10000000000+332*(y/10000000000+(1-y)*(1/5000000000+y))
+(1/2)*y*(1000-5*a+1000*(-1/10))+0.695*a*(-(Log[10000000000]/
10000000000)+(1-y)*Log[1-y]+y*Log[y]);
startPoint = 10^(-20);
endPoint = 1-10^(-20);
minData = Table[FindMinimum[fun /. a -> j, {y, startPoint, endPoint}],
{j, atable}]
Above, I use startPoint=10^(-20) and endPoint=1-10^(-20) because the
function is indeterminate at y=0 and at y=1. When I run the above
code, I see that for most (but not all) values of a, Mathematica does
not find a local minimum. Why is this so?
Of course, it could be that the function does not have a local minimum
at those values of a where Mathematica does not find one. But, if I
plot fun at a=300, for example, the plot shows that there is a local
minimum at something like y=0.945:
Plot[fun /. a -> 300, {y, 0, 1}]
But if I ask Mathematica to find that local minimum...
FindMinimum[fun /. a -> 300, {y, startPoint, endPoint}]
...Mathematica will not find it.
Can you please help me understand why I am having trouble finding the
local minima?
Many thanks in advance,
Andrew DeYoung
Carnegie Mellon University
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