2010-10-08 55 views

回答

4

我正在寻找类似的东西,并且遇到了这个answer

三颗宝石从红宝石其中R交互:

在Ruby中另一颗宝石为LR:

我还没有尝试过任何东西,但我调查哪些选项有做MLR在Ruby中。

11

尝试使用'statsample'宝石。您可以使用类似的方法执行指数,对数,功率,正弦曲线或任何其他转换。我希望这有帮助。

require 'statsample' 

# Independent Variable 
x_data = [Math.exp(1), Math.exp(2), Math.exp(3), Math.exp(4), Math.exp(5)] 

# Dependent Variable 
y_data = [3, 5, 7, 9, 11] 

# Logarithmic Transformation of X data 
# Math.log in Ruby has the base of Euler's number 'e' ~= '2.71828', 
# instead of the base '10'. Just a note. 
log_x_data = x_data.map { |x| Math.log(x) } 

# Linear Regression using the Logarithmic Transformation 
x_vector = log_x_data.to_vector(:scale) 
y_vector = y_data.to_vector(:scale) 
ds = {'x'=>x_vector,'y'=>y_vector}.to_dataset 
mlr = Statsample::Regression.multiple(ds,'y') 

# Prints a statistical summary of the regression 
print mlr.summary 

# Lists the value of the y-intercept 
p mlr.constant 

# Lists the coefficients of each casual variable. In this case, we have only one--'x'. 
p mlr.coeffs 

# The regression output produces the line y = 1 + 2*x, but 
# considering that we transformed x earlier, it really produces 
# y = 1 + 2*ln(x). 

# Bonus: The command below lists the methods contained in the instance variable, so that 
# you can get the R^2, SSE, coefficients, and t-values. I'll leave it commented out for now. 
# p mlr.methods 
+0

我想知道如果这是一个“对数转换”的情况下代码的样子。我试图计算对数趋势线,但似乎statsample的文档已过时。有任何想法吗? – 2016-03-17 22:28:26