Substring Search Patterns in DSA Typescript - Time & Space Complexity

Time Complexity: Substring Search Patterns

O(n * m)

Understanding Time Complexity

When searching for a smaller string inside a bigger one, we want to know how long it takes as the strings grow.

We ask: How does the search time change when the text or pattern gets longer?

Scenario Under Consideration

Analyze the time complexity of the following simple substring search code.

function simpleSearch(text: string, pattern: string): number {
  for (let i = 0; i <= text.length - pattern.length; i++) {
    let j = 0;
    while (j < pattern.length && text[i + j] === pattern[j]) {
      j++;
    }
    if (j === pattern.length) return i;
  }
  return -1;
}
    

This code checks each position in the text to see if the pattern starts there.

Identify Repeating Operations

Look for loops or repeated checks that take most time.

• Primary operation: Comparing characters of pattern with text inside the inner while loop.
• How many times: Outer loop runs about (text length - pattern length + 1) times; inner loop runs up to pattern length times per outer loop.

How Execution Grows With Input

As text and pattern grow, the number of comparisons grows roughly by multiplying their lengths.

Input Size (text length n)	Approx. Operations
10	Up to (10 - pattern length + 1) * pattern length comparisons
100	Up to (100 - pattern length + 1) * pattern length comparisons
1000	Up to (1000 - pattern length + 1) * pattern length comparisons

Pattern observation: Doubling the text roughly doubles the work; longer patterns increase work linearly.

Final Time Complexity

Time Complexity: O(n * m)

This means the time grows roughly by multiplying the text length (n) and pattern length (m).

Common Mistake

[X] Wrong: "The search always finishes quickly because it stops at the first mismatch."

[OK] Correct: Sometimes many characters match before a mismatch, causing many checks and making the search slower.

Interview Connect

Understanding how substring search scales helps you explain and improve search algorithms, a common skill in coding interviews.

Self-Check

"What if we used a more advanced algorithm like KMP? How would the time complexity change?"

Practice

1. What is the main goal of substring search algorithms in strings?

easy

A. To sort all characters in a string alphabetically

B. To find if a smaller string exists inside a larger string

C. To reverse the entire string

D. To count the total number of vowels in a string

Solution

1. Step 1: Understand substring search purpose

   Substring search algorithms check if a smaller string (pattern) appears inside a bigger string (text).

2. Step 2: Compare options with substring search definition

   Only To find if a smaller string exists inside a larger string matches this goal. Sorting, reversing, or counting vowels are different tasks.

3. Final Answer:

   To find if a smaller string exists inside a larger string -> Option B

4. Quick Check:

   Substring search = find smaller string inside larger [OK]

Hint: Substring search means finding a smaller string inside a bigger one [OK]

Common Mistakes:

• Confusing substring search with sorting or reversing strings
• Thinking substring search counts characters
• Mixing substring search with string length calculation

2. Which of the following is the correct TypeScript syntax to check if string text contains substring pattern?

easy

A. text.includes(pattern)

B. text.contains(pattern)

C. text.has(pattern)

D. text.find(pattern)

Solution

1. Step 1: Recall TypeScript string methods

   TypeScript strings have a method called includes to check substring presence.

2. Step 2: Verify method names

   Only includes is valid. contains, has, and find are not string methods in TypeScript.

3. Final Answer:

   text.includes(pattern) -> Option A

4. Quick Check:

   Use includes() to check substring presence [OK]

Hint: Use includes() method to check substring in TypeScript [OK]

Common Mistakes:

• Using non-existent methods like contains() or has()
• Confusing includes() with find() which is for arrays
• Forgetting parentheses after method name

3. What will be the output of the following TypeScript code?

const text = "hello world";
const pattern = "wor";
console.log(text.indexOf(pattern));

medium

A. 6

B. -1

C. 3

D. 0

Solution

1. Step 1: Understand indexOf method

   indexOf returns the starting index of the substring if found, else -1.

2. Step 2: Find substring position in text

   In "hello world", substring "wor" starts at index 6 (0-based counting: h=0, e=1, l=2, l=3, o=4, space=5, w=6).

3. Final Answer:

   6 -> Option A

4. Quick Check:

   indexOf("wor") = 6 [OK]

Hint: indexOf returns start index or -1 if not found [OK]

Common Mistakes:

• Counting index starting from 1 instead of 0
• Confusing indexOf with includes (which returns boolean)
• Assuming indexOf returns substring length

4. Identify the error in the following TypeScript code snippet for substring search:

const text = "typescript";
const pattern = "script";
if (text.find(pattern)) {
  console.log("Found");
} else {
  console.log("Not Found");
}

medium

A. Using if statement without parentheses

B. Missing semicolon after console.log statements

C. Pattern variable is not declared

D. Using find() method on string which does not exist

Solution

1. Step 1: Check string methods in TypeScript

   Strings do not have a find() method. The correct method to check substring is includes() or indexOf().

2. Step 2: Verify other code parts

   Semicolons are optional in TypeScript, pattern is declared, and if statement syntax is correct.

3. Final Answer:

   Using find() method on string which does not exist -> Option D

4. Quick Check:

   Strings have includes(), not find() [OK]

Hint: Use includes() or indexOf(), not find() on strings [OK]

Common Mistakes:

• Assuming find() works on strings like arrays
• Thinking semicolons are mandatory causing errors
• Misreading if statement syntax

5. You want to find all starting indices of substring pattern in string text. Which approach correctly finds multiple occurrences in TypeScript?

hard

A. Use text.indexOf(pattern) once and return that single index

B. Use text.includes(pattern) repeatedly without changing index

C. Use a loop with indexOf(pattern, startIndex) updating startIndex after each find

D. Use text.findAll(pattern) method to get all indices

Solution

1. Step 1: Understand multiple substring search

   To find all occurrences, you must repeatedly search starting after the last found index.

2. Step 2: Analyze each option

   Use a loop with indexOf(pattern, startIndex) updating startIndex after each find uses a loop with indexOf and updates start index, which is correct. Use text.includes(pattern) repeatedly without changing index does not update index, so it loops infinitely or finds only once. Use text.indexOf(pattern) once and return that single index finds only one occurrence. Use text.findAll(pattern) method to get all indices uses a non-existent method.

3. Final Answer:

   Use a loop with indexOf(pattern, startIndex) updating startIndex after each find -> Option C

4. Quick Check:

   Loop with indexOf and updated start index finds all [OK]

Hint: Loop with indexOf and update start index to find all [OK]

Common Mistakes:

• Not updating start index causing infinite loops
• Using includes() which returns boolean, not index
• Expecting findAll() method which does not exist