Lists Study Guide
From charlesreid1
Contents
Definitions and Variations
Definitions
list - an ordered collection of elements, not necessarily sorted, indexed to allow random access
vector - variation on a list (mathematical version of a list)
array list - a list implemented using an array, in which each element of the list is stored at a unique index
linked list - a list in which each element points to the next element, making insertion and deletion efficient at the cost of random access
iterator - a moving reference that walks through every item in the list in order
sentinel node - a linked list node that goes at the front and acts as a buffer, easing implementation of operations
head node - first node or element in a list
tail node - last node or element in a list
doubly-linked list - linked list in which each node contains two references, one to the preceding node and one to the successor node
nested class - common construct used to implement linked list nodes
circularly linked list - linked list in which last element points to first element, useful for applications involving cyclic order
cloning - produces a potentially shallow copy of the object (some objects implement cloning as a deep copy, but not all)
array list - list implementation that uses an array (usually dynamically resized) under the hood
ADT and Interfaces
Basic List ADT
The most basic list ADT is as follows:
- get
- set
- add
- remove
- size
- empty
More Ornate List ADT
A slightly more ornate list ADT is given by the following list:
- get
- set
- add - to front, to back
- remove - from front, from back
- size
- empty
- contains
- clear
- first
- last
Java List ADT
The Java List ADT provides a number of methods mentioned above, in addition to others:
- get
- set
- add i
- remove i
- size
- empty
- contains
- clear
Plus other utility methods:
- indexOf
- sublist
- retainAll
- fill
- copy
- disjoint
- max/min
- replaceAll
- rotate
- shuffle
- sort
- swap
Implementations
Basically, the elements required in the class definition when we implement this data structure.
Singly Linked List Implementation
Node class:
- element - data
- next - reference
- constructor(e,n)
- get/set element
- get/set next
Linked List class:
- head pointer
- tail pointer
- size
Circular Linked List Implementation
Node class:
- element - data
- next - reference
- constructor(e,n)
- get/set element
- get/set next
Circularly Linked List class:
- tail pointer only
- size
Doubly Linked List Implementation
Node class:
- element (data)
- next - reference
- previous - reference
- constructor(e,p,n)
- get/set element
- get/set next
- get/set prev
Doubly Linked List class:
- header, trailer
- size
Array List Implementation
(No Node class)
Array List class:
- capacity - constant
- data - array, generic type
- size
Algorithms for Operations
Singly Linked List Algorithms
get(i) method:
- Deal with empty list case
- Start with pointer node equal to head node (element 0)
- Step forward i times (i is 0-indexed)
- Return list element at pointer node
set(i,e) method:
- Deal with empty list case
- Start with pointer node equal to head node (element 0)
- Step forward i times
- Replace element at pointer node
clear() method:
- Deal with empty list case
- Set head to null
- Update size
clone() method:
- Create new list
- (Shallow) copy items one at a time
- Return new list
equals() method:
- Check sizes are equal
- If size > 0,
- Iterate through both lists, comparing each item
- Return false if any tests fail
- Return true at the end
addFront(e) method:
- Deal with empty list case
- Save current node to temp
- Set head to new node
- Set new head.next to temp
- Update size
addBack(e) method:
- Deal with empty list case
- (Assuming there is a tail pointer - otherwise, get it)
- Set tail.next to new node
- Set tail to tail.next
- Update size
removeFront() method:
- Deal with empty list case
- Set head to head next
- Update size
removeBack() method:
- Deal with empty list case
- Iterate to the pointer before tail (pretail)
- Set pretail next to null
- Set tail to pretail
- Update size
Circularly Linked List Algorithms
get(i)/set(i,e) methods:
- Deal with empty list case
- Start with pointer equal to tail next (element 0)
- Step forward i times (i is 0-indexed)
- Set/return list element at pointer node
addFront(e) method:
- Deal with empty list case
- Create new node
- Save tail next as temp
- Set tail next to new node
- Set new node next to temp
- Update size
addBack(e) method:
- Deal with empty list case
- Create new node
- Save tail next as temp
- Set tail next to new node
- Set new node next to temp
- Set tail to tail next - only operation different from addFront(e) method
- Update size
removeFront() method:
- Save tail next next as temp
- Set tail next to temp
- Update size
removeBack() method:
- Iterate to pointer before tail
- Set pretail next to tail next (i.e., set new tail to current head)
- Update size
Doubly Linked List Algorithms
Note: header and trailer are the leading and trailing sentinel nodes
get(i)/set(i) methods:
- If index < mid, use head++
- If index > mid, use tail--
addFront(e) method:
- Deal with empty list case
- Create new node
- Set new first's previous pointer to header, set next pointer to old first
- Fix header's link
- Fix old first's link
- Update size
add(i,e) method:
- Deal with empty case
- Create new node
- Set new node's previous pointer to node (i-1), set next pointer to node (i)
- Fix node (i-1)'s links
- Fix node (i, now i+1)'s links
- Update size
addBack(e) method:
- Deal with empty case
- Create new node
- Set new node's previous pointer to trailer's previous pointer, set next pointer to former last node
- Fix trailer's links
- Fix former last node's links
- Update size
removeFront() method:
- Store header next next in temp
- Set header next to temp
- Set temp previous to header
- Update size
remove(i) method:
- Store node i previous in pre
- Store node i next in post
- Set pre next to post
- Set post prev to pre
- Update size
removeBack method:
- Store trailer previous previous in temp
- Set trailer previous to temp
- Set temp next to trailer
- Update size
Can also utilize private/protected utility methods.
Array List Algorithms
get(i)/set(i) methods:
- A[i] = e or return A[i]
addFront(e) method:
- Save first element
- Set first element to new element
- while( next element not empty ):
- Save next element
- Set next element
- Do last set-next operation to clean up
- Update size
- If at capacity, resize
addBack(e) method:
- Set last element
- Update size
- If at capacity, resize
add(i) method:
- Save ith element
- Set ith element to new element
- while( next not empty ):
- Save next element
- Set next element to old save
- Do last set-next
- Update size
- If at capacity, resize
removeFront() method:
- Set first element to null
- while( next is not null ):
- first = next
- next = null
- increment next
- Update size
- Check if resize needed
removeLast() method:
- Set last element to null
- Update size
- Check if resize needed
remove(i) method:
- Set ith element to null
- while( next not null):
- ith = next
- next = null
- ith = ith+1
- Update size
- Check if resize needed
check if resize needed method:
- if size == capacity: return true
- if size < 1/4 capacity: return true
resize() method:
- Private utility method
- See grow/shrink
grow:
- Set new array = 2x old array
- Iterate over both arrays,
- Copy from one to the other
shrink:
- Set new array = 1/2 x old array (happens when 1/4 capacity)
- Iterate over both arrays
- Copy from one to the other
Complexity and Cost
Big O Complexity Table
Big-O Complexity of Lists | |||
---|---|---|---|
Array Lists |
Singly Linked Lists |
Doubly Linked Lists | |
size | O(1) | O(1) | O(1) |
empty | O(1) | O(1) | O(1) |
get/set | O(1) | O(n) | O(n) |
add front | O(n) | O(1) | O(1) |
add(i) | O(n) | O(n) | O(n) |
add back | O(1) amortized | O(1) | O(1) |
remove front | O(n) | O(1) | O(1) |
remove(i) | O(n) | O(n) | O(n) |
remove back | O(1) amortized | O(n) | O(1) |
first | O(1) | O(1) | O(1) |
last | O(1) | O(1) | O(1) |
Operation Timing
OOP Principles
- Nodes, private classes, private utility methods, protection
- ADT implemented for list type
- Generic types for node containers
- Can implement positional lists
- Use the API
- Compare nodes by extending Comparable, or by implementing a Comparator
Flags
Linked List Part of Computer Science Notes
Series on Data Structures Java: Linked Lists/Java · Linked Lists/Java/Single · Linked Lists/Java/Double · Linked Lists/Java/Circular Performance: Linked Lists/Java/Timing · Linked Lists/Java/Reverse Python: Linked Lists/Python · Linked Lists/Python/Single
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Arrays Part of Computer Science Notes
Series on Data Structures Python: Arrays/Python · Arrays/Python/Sizeof · Arrays/Python/AppendCost · Arrays/Python/CaesarCipher · Arrays/Python/CompactArrays · Arrays/Python/DynamicArray Java: Arrays/Java · Arrays/Java/CaesarCipher · Arrays/Java/FisherYates · Arrays/Java/PythonList · Arrays/Java/Repeatedly_Remove Categories: Category:Python Arrays
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