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Why scaling variables is critical for PCA
Linear Function
y = mx + b
Exponential
𝑦 = 𝑦0 (1 + 𝑟)t or 𝑦 = 𝑦0(𝑀)1+ t
Slope Formula
Growth rate (r) formula
Multiplier (M) Formula
Power Function
𝑦 = 𝑘𝑥c
Linear Difference Equation
𝑝(𝑛) = 𝑝(𝑛 − 1) − 20
Exponential difference equation
𝑝(𝑛) = 2𝑝(𝑛 − 1)
Linear solution equation:
𝑝(𝑛) = 150 + 20𝑛
Exponential solution equation:
𝑝(𝑛) = 150(0.927)n
Affine difference equation
𝑝(𝑛) = 1.018𝑝(𝑛 − 1) − 20
Affine Solution Equation
𝑝(𝑛) = 𝑎(0.75)n + 𝑏
Logistic Growth Function
(1 + rmax)p(n-1) - rmax / K * p(n-1)2
Harvest Model
Chaos Model
Systems model