In Mathematics, the Fibonacci Series is a sequence of numbers such that each number in the series is a sum of the preceding numbers. The series starts with 0 and 1. This blog will teach us how to create the Fibonacci Series in Python using a loop, recursion, and dynamic programming.
- What is Fibonacci Series
- Fibonacci Series Logic
- Fibonacci Series Formula
- Fibonacci Spiral
- Fibonacci series algorithm
- Fibonacci Series in Python
a. Fibonacci Series Using loop
b. Fibonacci Series using Recursion
c. Fibonacci Series using Dynamic Programming
Leonardo Pisano Bogollo was an Italian mathematician from the Republic of Pisa and was considered the most talented Western mathematician of the Middle Ages. He lived between 1170 and 1250 in Italy. “Fibonacci” was his nickname, meaning “Son of Bonacci.” Fibonacci was not the first to know about the sequence, and it was known in India hundreds of years before!
What is Fibonacci Series ?
Fibonacci Series is a pattern of numbers where each number results from adding the last two consecutive numbers. The first 2 numbers start with 0 and 1, and the third number in the sequence is 0+1=1. The 4th number is the addition of the 2nd and 3rd number, i.e., 1+1=2, and so on.
The Fibonacci Sequence is the series of numbers:
0, 1, 1, 2, 3, 5, 8, 13, 21, 34, …
The logic of the Fibonacci Series
The following number is a sum of the two numbers before it.
The 3rd element is (1+0) = 1
The 4th element is (1+1) = 2
The 5th element is (2+1) = 3
Fibonacci Series Formula
Hence, the formula for calculating the series is as follows:
xn = xn-1 + xn-2 ; where
xn is the term number “n”
xn-1 is the previous term (n-1)
xn-2 is the term before that
Fibonacci Spiral
An exciting property about these numbers is that we get a spiral when we make squares with these widths. A Fibonacci spiral is a pattern of quarter-circles connected inside a block of squares with Fibonacci numbers written in each of the blocks. The number in the giant square is a sum of the following 2 smaller squares. This is a perfect arrangement where each block is denoted a higher number than the previous two blocks. The main idea has been derived from the Logarithmic pattern, which also looks similar. These numbers are also related to the golden ratio.
Learn how to find if a String is a Palindrome in Python
Fibonacci Series Algorithm
Iterative Approach
- Initialize variables a,b to 1
- Initialize for loop in range[1,n) # n exclusive
- Compute next number in series; total = a+b
- Store previous value in b
- Store total in a
Recursive Approach
- If n equals 1 or 0; return 1
- Else return fib(n-1) + fib(n-2)
Dynamic Programming Approach
- Initialize an array arr of size n to zeros
- If n equals 0 or 1; return 1 Else
- Initialize arr[0] and arr[1] to 1
- Run for loop in range[2,num]
- Compute the value arr[I]=arr[I-1] +arr[I-2]
- The array has the sequence computed till n
Hence, the solution would be to compute the value once and store it in an array from where it can be accessed the next time it is required. Therefore, we use dynamic programming in such cases. The conditions for implementing dynamic programming are
1. overlapping sub-problems
2. optimal substructure
Iterative Approach
def fib_iter(n): a=1 b=1 if n==1: print('0') elif n==2: print('0','1') else: print("Iterative Approach: ", end=' ') print('0',a,b,end=' ') for i in range(n-3): total = a + b b=a a= total print(total,end=' ') print() return b fib_iter(5)
Output : Iterative Approach : 0 1 1 2 3
Recursive Approach
def fib_rec(n): if n == 1: return [0] elif n == 2: return [0,1] else: x = fib_rec(n-1) # the new element the sum of the last two elements x.append(sum(x[:-3:-1])) return x
x=fib_rec(5)
print(x)
Output – 0, 1, 1, 2, 3
Dynamic Programming Approach
There is a slight modification to the iterative approach. We use an additional array. def fib_dp(num): arr = [0,1] print("Dynamic Programming Approach: ",end= ' ') if num==1: print('0') elif num==2: print('[0,','1]') else: while(len(arr)<num): arr.append(0) if(num==0 or num==1): return 1 else: arr[0]=0 arr[1]=1 for i in range(2,num): arr[i]=arr[i-1]+arr[i-2] print(arr) return arr[num-2]
fib_dp(5)
Output – 0, 1, 1, 2, 3
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Further Reading
- Factorial of a number in Python
- Palindrome in Python
- Convert List to String in Python
- Eval Function in Python
Source: GreatLearning Blog
