我正在尝试计算协方差矩阵
运算符“expr.[idx]”已用于基于此程序点之前的信息的不确定类型的对象。考虑添加更多类型约束
CovMatrix.[a,b]
如何解决这个问题以及为什么会发生这种情况?
let FirstSeq = {1.0..10.0}
let SecondSeq = {20.0..30.0}
let All = seq {yield (0,FirstSeq); yield (1,SecondSeq)}
let cov(first:seq<float>)(second:seq<float>) =
Seq.map2 (*) first second
|> Seq.average
|> fun x -> x - Seq.average first * Seq.average second
let CreateCovMatrix(strangeList:seq<int * seq<float>>) =
let Size = Seq.length strangeList
let CovMatrix = Array2D.init Size Size
let CalculateCovMatrix =
for (a, i) in strangeList do
for (b, j) in strangeList do
CovMatrix.[a,b]=cov(i)(j)
CalculateCovMatrix
let result = CreateCovMatrix(All)
printf "%A" result
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该函数Array2D.init有 3 个参数,缺少最后一个参数,即初始化函数。
您可以通过编写以下内容来快速修复它:
let CovMatrix = Array2D.init Size Size (fun _ _ -> 0.)
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然后你会发现下一个问题:可变引用的赋值是运算符<-,而不是=用于比较和 let 绑定的运算符。
所以你的函数将如下所示:
let CreateCovMatrix(strangeList:seq<int * seq<float>>) =
let Size = Seq.length strangeList
let CovMatrix = Array2D.init Size Size (fun _ _ -> 0.)
let CalculateCovMatrix =
for (a, i) in strangeList do
for (b, j) in strangeList do
CovMatrix.[a,b] <- cov(i)(j)
CalculateCovMatrix
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但您可以使用以下函数,而不是指定忽略输入并始终返回零的函数Array2D.zeroCreate:
let CovMatrix = Array2D.zeroCreate Size Size
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