Standard Searching Algorithms (Edexcel GCSE Computer Science)
Revision Note
What is a searching algorithm?
Searching algorithms are precise step-by-step instructions that a computer can follow to efficiently locate specific data in massive datasets
Two common searching algorithms are:
Binary search
Linear search
Binary Search
What is a binary search?
A binary search keeps halving a dataset by comparing the target value with the middle value, going left if smaller, right if bigger, until it finds the value or realises it's not there
To perform a binary search the data must be in order!
A binary search can be performed on datasets containing numbers or words.
Searching for a word instead of a number is the same process, except comparisons are made based on position in the alphabet (alphabetically) instead of numerical size
How do you perform a binary search?
Step | Instruction |
1 | Identify the middle value |
2 | Compare to the value you are looking for |
3 | IF it is the value you are looking for...
|
4 | ELSE IF is it bigger than the one you are looking for...
|
5 | IF it is smaller than the one you are looking for...
|
6 | REPEAT with the new list |
Example 1 - numbers
Perform a binary search to locate number 7 in the following dataset
2 | 5 | 7 | 12 | 15 | 22 | 46 |
Step | Instruction | |||||||
---|---|---|---|---|---|---|---|---|
1 | Identify the middle value (12) | |||||||
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| |||||||
2 | Compare to the value you are looking for - Is 12 == 7? | |||||||
3 | IF it is the value you are looking for...
| |||||||
4 | ELSE IF is it bigger than the one you are looking for... Is 12 > 7? YES
| |||||||
5 | IF it is smaller than the one you are looking for...
| |||||||
6 | REPEAT with the new list
Is 5 > 7? NO - create new list with values to the right
STOP! |
Example 2 - words
Perform a binary search to locate the word "Rock" in the following dataset
Ballroom | Country | Electronic | Hip Hop | Jazz | Rock | Techno |
Step | Instruction | |||||||
---|---|---|---|---|---|---|---|---|
1 | Identify the middle value ("Hip Hop") | |||||||
|
| |||||||
2 | Compare to the value you are looking for - Is "Hip Hop" == "Rock"? | |||||||
3 | IF it is the value you are looking for...
| |||||||
4 | ELSE IF is it bigger than the one you are looking for... Is "Hip Hop" > "Rock"? NO
| |||||||
5 | IF it is smaller than the one you are looking for... Is "Hip Hop" < "Rock"? YES
| |||||||
6 | REPEAT with the new list
STOP! |
Examiner Tip
If the dataset has an even number of values, the simplest way to identify the middle is to divide the total values by 2 and use that as a middle value i.e. a dataset with 8 values, 4 would be the middle value
A binary search in python
# Identify the dataset to search, the target value and set the initial flag
data = [2, 4, 6, 8, 10, 12, 14]
target = 8
found = False
# Set the initial low and high pointers to the beginning and end of the data
low = 0
high = len(data) - 1
# While the low pointer is less than or equal to the high pointer
while found is False and low <= high:
# Find the middle index
mid = (low + high) // 2
# Check if the target is at the middle index
if data[mid] == target:
# If the target is found, output a message
found = True
print("Target found")
# If the target is less than the middle value, search in the left half of the data
elif data[mid] > target:
high = mid - 1
# Otherwise, search in the right half of the data
else:
low = mid + 1
# If the target is not found, output a message
if found is False:
print("Target not found")
Worked Example
Describe the steps a binary search will follow to look for a number in a sorted list [4]
Answer
Select / choose / pick middle number (or left/right of middle as even number) and …
…check if selected number is equal to / matches target number (not just compare)
…if searched number is larger, discard left half // if searched number is smaller, discard right half
Repeat until number found
… or remaining list is of size 1 / 0 (number not found)
Guidance
Can get a mark for bullet points 1 & 2 in one step (e.g. check if the middle value is the one we're looking for")
Linear Search
What is a linear search?
A linear search starts with the first value in a dataset and checks every value one at a time until all values have been checked
A linear search can be performed even if the values are not in order
How do you perform a linear search?
Step | Instruction |
1 | Check the first value |
2 | IF it is the value you are looking for
|
3 | ELSE move to the next value and check |
4 | REPEAT UNTIL you have checked all values and not found the value you are looking for |
Examiner Tip
You will not be asked to perform a linear search on a dataset in the exam, you will be expected to understand how to do it and know the advantages and disadvantages compared to a binary search
What are the advantages and disadvantages of searching algorithms?
Searching Algorithm | Advantages | Disadvantages |
Binary search |
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|
Linear search |
|
|
A linear search in python
# Identify the dataset to search, the target value and set the initial flag
data = [5, 2, 8, 1, 9]
target = 11
found = False
# Loop through each element in the data
for index in range(0,len(data) - 1):
# Check if the current element matches the target
if data[index] == target:
# If found, output message
found = True
print("Target found")
#If the target is not found, output a message
if found is False:
print("Target not found")
Worked Example
A linear search could be used instead of a binary search.
Describe the steps a linear search would follow when searching for a number that is not in the given list [2]
Answer
Starting with the first value
Checking all values in order
Guidance
Must cover idea of checking all value AND being done in order!
"Checks each value from the beginning to the end" implies order so would get both bullet point 1 & 2
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