Created
August 29, 2016 02:35
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using NamedArrays | |
function compute_betas{T <: AbstractFloat}(factors::AbstractArray{T,2}, returns::AbstractArray{T,2}) | |
# make sure the dimension labels match | |
if typeof(factors) <: NamedArrays.NamedArray && typeof(returns) <: NamedArrays.NamedArray | |
@assert NamedArrays.names(factors,1) == NamedArrays.names(returns,1) | |
@assert factors.dimnames[1] == returns.dimnames[1] | |
end | |
println("DEBUG: factors $factors") | |
println("DEBUG: returns $returns") | |
ff = factors' * factors | |
fr = factors' * returns | |
println("DEBUG: ff $ff") | |
println("DEBUG: fr $fr") | |
# return ff \ fr | |
#TODO revert me after fixed! | |
result = ff \ fr | |
println("DEBUG: result $result") | |
return result | |
end | |
nTimes = 1000 | |
nSecurities = 100 | |
nFactors = 5 | |
r = rand(nTimes,nSecurities) | |
returns = NamedArray(r, (map(x->"Time$x",1:nTimes), map(x->"Sec$x",1:nSecurities)), ("Time","Security")) | |
f = rand(nTimes,nFactors) | |
factors = NamedArray(f, (names(returns,1), map(x->"Factor$x",1:nFactors)), (returns.dimnames[1],"Factor") ) | |
betas = compute_betas(factors,returns) | |
# The labels get messed up during the calculations. The labels should be: | |
# dim1: Factor -> Factor1, Factor2, ... Factor5 | |
# dim2: Security -> Sec1, Sec2, ... Sec100 | |
println("DEBUG: betas $betas") |
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