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Time Complexity of predefined methods in JAVA
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Time Complexity of predefined methods in JAVA
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For updated information, please refer the repository mentioned in the link:
https://github.com/nkatre/TimeComplexityOfPredefinedMethodsInJava
***************************************************************************************************
I. Time Complexity of substring() method in Java String class
***************************************************************************************************
Question: What is the time complexity of the following program ?
public static void calculateTimeComplexity(String s){
for(int i=0;i<s.length();i++){
for(int j=i;j>=0;j--){
System.out.println(s.substring(j,i+1));
}
}
}
Options: 1. O(n^2)
2. O(n^3)
where n = length of the string
Solution:
Answer is option 2. O(n^3)
Source: http://stackoverflow.com/questions/4679746/time-complexity-of-javas-substring
http://stackoverflow.com/questions/16123446/java-7-string-substring-complexity
http://stackoverflow.com/questions/25514062/what-is-the-time-complexity-of-java-stringbuilder-substring-method-if-it-is-l
Explanation:
It was O(1) in older versions of Java - as Jon stated, it just created a new String with the same underlying char[],
and a different offset and length.
However, this has actually changed started with Java 7 update 6.
The char[] sharing was eliminated, and the offset and length fields were removed. substring() now just copies all the
characters into a new String.
Ergo, substring is O(n) in Java 7 update
***************************************************************************************************
II. Time Complexity of Arrays.sort() and Collections.sort() static methods
***************************************************************************************************
Source: http://stackoverflow.com/questions/4254122/what-is-the-time-complexity-of-this-sort-method?rq=1
Solution: The time complexity of this predefined method of Arrays class and Collections class is nlgn
***************************************************************************************************
III. Time Complexity of toCharArray() and toString() methods in JAVA
***************************************************************************************************
Source: http://stackoverflow.com/questions/13079261/what-is-the-runtime-of-tochararray-and-tostring-in-java
Solution:
As far as String.toCharArray() goes, it's O(N), where N is the number of characters in the string,
because each character must be copied into the output.
***************************************************************************************************
IV. Time Complexity of reverse() method of StringBuilder and StringBuffer class in JAVA
***************************************************************************************************
NOTE: reverse() method is an instance method of StringBuilder class AND
reverse() method is also an instance synchronized method of StringBuffer class in JAVA
PLEASE NOTE THAT reverse() method is NOT PRESENT in String class of JAVA. The reason being String class
in JAVA is immutable. However, for some reason substring() method is present in String class even though String
is immutable in JAVA. Also StringBuilder and StringBuffer classes each have substring() method.
Source: http://stackoverflow.com/questions/19814067/time-complexity-of-stringbuilder-reverse-method
Solution: It is O(n). It is impossible to revert a String in less than O(n)
***************************************************************************************************
V. Time Complexity of indexOf() method of String class
***************************************************************************************************
Source: http://stackoverflow.com/questions/12752274/java-indexofstring-str-method-complexity
The complexity of Java's implementation of indexOf is O(m*n) where n and m are the length of the search string
and pattern respectively.
What you can do to improve complexity is to use e.g., the Boyer-More algorithm to intelligently skip comparing
logical parts of the string which cannot match the pattern.
***************************************************************************************************
V. Time Complexity of class ArrayList methods time complexity
***************************************************************************************************
Source: http://stackoverflow.com/questions/6540511/time-complexity-for-java-arraylist
The size, isEmpty, get, set, iterator, and listIterator operations run in constant time.
The add operation runs in amortized constant time, that is, adding n elements requires O(n) time. O(n) because,
once the array is full(i.e. ArrayList is full), the array is copied to different location which has high memory,
this copying of all the elements due to insufficient space causes (n) operation. Hence on an average,
the time complexity is O(n), but if this case is avoided then the time complexity is O(1), similar to array addition
operation.
All of the other operations run in linear time (roughly speaking).
The constant factor is low compared to that for the LinkedList implementation.
***************************************************************************************************
V. Time Complexity for Lists, Maps and Set Classes. (more specifically, ArrayList, HashSet and HashMap) methods
***************************************************************************************************
Source: http://www.acnenomor.com/2331736p1/time-complexity-of-hashmap-methods
remove: O(1) [method of List, Set, Map classes]
size: O(1) [method of List, Set, Map classes]
values: O(n) (on traversal through iterator) [method of Map class]
contains: O(1) [method of HashSet] {uses hash function}
contains: O(n) [method of ArrayList] {to understand this, please understand first how ArrayList works internally.
ArrayList does not contain any hash method. Its actually an array as its name suggests}
How does ArrayList work internally ?
Ans: http://stackoverflow.com/questions/3467965/how-does-arraylist-work
containsKey: O(1) [method of HashMap]
{Source: http://stackoverflow.com/questions/8923251/what-is-the-time-complexity-of-hashmap-containskey-in-java}
containsValue: O(n) [method of HashMap] {since hash function only exists for key and not value,
hence it has to iterate through all elements of the HashMap to find the value. Hence O(n) operation
Source: http://stackoverflow.com/questions/16757359/what-is-the-time-complexity-of-hashmap-containsvalue-in-java}
VERY VERY HELPFUL TABLE OF TIME COMPLEXITY ANALYSIS:
http://www.c-sharpcorner.com/UploadFile/0f68f2/comparative-analysis-of-list-hashset-and-sortedset/
I think that remove() will be the same complexity as get(), O(1), assuming we don't have a giant HashMap with equal
hashCodes, etc etc...
For size() i'd also assume O(1), since a HashSet, which also has no order, has a size() method with complexity O(1).
The one i have no idea of is values() - I'm not sure whether this method will just somehow "copy" the HashMap,
giving a time complexity of O(1), or if it will have to iterate over the HashMap, making the complexity equal
to the amount of elements stored in the HashMap.
***************************************************************************************************
VI. Time Complexity for different Collection Classes
***************************************************************************************************
VERY VERY IMP Source: http://www.javaexperience.com/time-complexity-of-collection-classes/
Java ArrayList time complexity :
Read/Search any element O(n). If you know the index then the complexity is O(1)
Update : O(n)
Delete at beginning: O(n)
Delete in middle: O(n)
Delete at end: O(n)
Add at beginning: O(n)
Add in middle: O(n)
Add at end: O(n)
Linked List time complexity : It has elements linked in one direction so as to provide ordered iteration
of elements.
Read/Search any element O(n)
Update : O(n)
Delete at beginning: O(1)
Delete in middle: O(n)
Delete at end: O(n)
Add at beginning: O(1)
Add in middle: O(n)
Add at end: O(n)
HashMap time complexity : The elements are placed randomly as per the hashcode. Here the assumption is
that a good implementation of hashcode has been provided.
Read/Search any element O(1)
Update : O(1)
Delete : O(1)
Add : O(1)
LinkedHashMap time complexity : The elements are placed randomly as with HashMap but are linked together
to provide ordered iteration of elements.
Read/Search any element O(1)
Update : O(1)
Delete : O(1)
Add at beginning: O(1)
Add in middle: O(n)
Add at end: O(n)
HashSet time complexity : The elements are distributed randomly in memory using their hashcode. Here also
the assumption is that good hashcode which generated unique hashcode for different objects has been provided.
Read/Search any element O(1)
Update : O(1)
Delete : O(1)
Add : O(1)
LinkedHashSet time complexity : It is same as HashSet with the addition of links between the elements of the Set.
Read/Search any element O(1)
Update : O(1)
Delete : O(1)
Add at beginning: O(1)
Add in middle: O(n)
Add at end: O(n)
TreeMap time complexity : Provides natural sorting of elements. Uses equals, compare and compareTo methods
to determine the sorting order.
Read/Search any element O(log n)
Update : O(log n)
Delete : O(log n)
Add : O(log n)
TreeSet time complexity : Internally used an instances of TreeMap with the elements as key and a dummy
value for all entries in the TreeMap.
Read/Search any element O(log n)
Update : O(log n)
Delete : O(log n)
Add : O(log n)
***************************************************************************************************
VII. Time Complexity of charAt() and deleteCharAt()
***************************************************************************************************
Question:
I've been wondering about the implementation of charAt function for String/StringBuilder/StringBuffer
in java what is the coomplexity of that ? also what about the deleteCharAt() in StringBuffer/StringBuilder ?
Source: http://stackoverflow.com/questions/6461402/java-charat-and-deletecharat-performance
Solution:
The charAt method is O(1).
The deleteCharAt method on StringBuilder and StringBuffer is O(N) on average, assuming you are deleting a
random character from an N character StringBuffer / StringBuilder. (It has to move, on average,
half of the remaining characters to fill up the "hole" left by the deleted character.
There is no amortization over multiple operations; see below.) However, if you delete the last character,
the cost will be O(1).
There is no deleteCharAt method for String.
For String, StringBuffer, and StringBuilder, charAt() is a constant-time operation.
For StringBuffer and StringBuilder, deleteCharAt() is a linear-time operation.
StringBuffer and StringBuilder have very similar performance characteristics.
The primary difference is that the former is synchronized (so is thread-safe) while the latter is not.