# Idea

The idea is quite similar to the dichotomy method. There are two golden points on the line segment (left and right) and the insightful idea is, that on the next iteration one of the points will remains the golden point.

# Algorithm

def golden_search(f, a, b, epsilon):
tau = (sqrt(5) + 1) / 2
y = a + (b - a) / tau**2
z = a + (b - a) / tau
while b - a > epsilon:
if f(y) <= f(z):
b = z
z = y
y = a + (b - a) / tau**2
else:
a = y
y = z
z = a + (b - a) / tau
return (a + b) / 2


# Bounds

where $\tau = \frac{\sqrt{5} + 1}{2}$.

• The geometric progression constant more than the dichotomy method - $0.618$ worse than $0.5$
• The number of function calls is less than for the dichotomy method - $0.707$ worse than $0.618$ - (for each iteration of the dichotomy method, except for the first one, the function is calculated no more than 2 times, and for the gold method - no more than one)