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# http://en.wikipedia.org/wiki/Simple_linear_regression | |
# Exchange.Calc.Regression.run(self, [{1,1},{2,2},{3,3}]) | |
defmodule Exchange.Calc.Regression do | |
def run(recipient, points) do | |
n = length(points) | |
fn_builder = spawn(Exchange.Calc.Regression, :build_function, [recipient, []]) | |
spawn(Exchange.Calc.Regression, :sum_products_avg, [fn_builder, points, n]) | |
spawn(Exchange.Calc.Regression, :sum_x_sqr_avg, [fn_builder, points, n]) | |
spawn(Exchange.Calc.Regression, :x_y_avg, [fn_builder, points, n]) | |
end | |
def build_function(recipient, params) when length(params) == 4 do | |
sop_avg = Keyword.get(params, :sum_products_avg) | |
x_avg = Keyword.get(params, :x_avg) | |
y_avg = Keyword.get(params, :y_avg) | |
sum_x_sqr_avg = Keyword.get(params, :sum_x_sqr_avg) | |
slope = ( | |
(sop_avg - x_avg * y_avg) / | |
(sum_x_sqr_avg - x_avg * x_avg) | |
) | |
intercept = y_avg - slope * x_avg | |
function = fn(x) -> slope * x + intercept end | |
recipient <- { :ok, function } | |
end | |
def build_function(recipient, params) do | |
receive do | |
{:ok, [{key, value}]} -> | |
build_function(recipient, Keyword.put(params, key, value)) | |
end | |
end | |
def sum_products_avg(fn_builder, points, n) do | |
result = Enum.reduce(points, 0, fn ({x, y}, sum) -> sum + x * y end ) | |
fn_builder <- {:ok, [sum_products_avg: result / n]} | |
end | |
def sum_x_sqr_avg(fn_builder, points, n) do | |
result = Enum.reduce(points, 0, fn ({x, _y}, sum) -> sum + x * x end ) | |
fn_builder <- {:ok, [sum_x_sqr_avg: result / n]} | |
end | |
def x_y_avg(fn_builder, points, n) do | |
{x_avg, y_avg} = Enum.reduce(points, fn ({x1, y1}, {x2, y2}) -> {x1 + x2, y1 + y2} end) | |
fn_builder <- {:ok, [x_avg: x_avg / n]} | |
fn_builder <- {:ok, [y_avg: y_avg / n]} | |
end | |
end |
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