Abstract Data Types in Software Development

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Questions and Answers

Why is choosing the most efficient implementation important when solving a new problem with abstract data types?

  • Efficient implementations always use less memory.
  • It helps to reduce the amount of code that is written.
  • It is a requirement, regardless of the constraints of the problem.
  • The most efficient implementation is as important as choosing the correct data structure. (correct)

What is the primary reason for using an abstract data type (ADT) in software development?

  • To specify the behavior of a data structure from the user's perspective, without revealing implementation details. (correct)
  • To limit the operations that can be performed on a data structure.
  • To define the implementation details of a data structure.
  • To increase the complexity of data structures.

Which of the following is true about the relationship between ADTs and their implementations?

  • An ADT specifies exactly how the data structure must be implemented.
  • Different implementations of the same ADT can offer different performance characteristics. (correct)
  • An ADT can only have one implementation.
  • Implementations define the behavior expected by the user.

Why is the SoftDevII directory important in the context of the course assignments?

<p>It is where the new repository needs to be cloned into. (B)</p> Signup and view all the answers

Which abstract data type represents a collection of elements with a 'first-in, first-out' (FIFO) behavior?

<p>Queue (A)</p> Signup and view all the answers

In the context of a linked sequence, what is the significance of setting the next reference of the tail node to null?

<p>It signifies the end of the sequence. (D)</p> Signup and view all the answers

What advantages do array-based queue implementations provide?

<p>Constant time access to both ends of the queue. (D)</p> Signup and view all the answers

What is the purpose of the Node class in the context of implementing abstract data types?

<p>To serve as a basic building block for creating node-based data structures. (B)</p> Signup and view all the answers

What is the primary difference between a queue and a stack?

<p>Queues follow a FIFO (First-In, First-Out) principle, while stacks follow a LIFO (Last-In, First-Out) principle. (A)</p> Signup and view all the answers

What is the initial setup for the front and back when creating a node-based queue?

<p>Front and back both refer to null. (C)</p> Signup and view all the answers

Which operation adds an element to a queue?

<p>Enqueue (C)</p> Signup and view all the answers

What does the size method in a queue abstract data type typically do?

<p>Returns the number of elements currently in the queue. (A)</p> Signup and view all the answers

What is a recursive data structure?

<p>A data structure that contains a field that references itself. (C)</p> Signup and view all the answers

If the front and back pointers are both null in a Node-Based queue, what does this indicate?

<p>The queue is empty. (B)</p> Signup and view all the answers

In an Array-Based queue, what does wrapping around refer to?

<p>When the index reaches the end of the array, it resets to the beginning. (C)</p> Signup and view all the answers

What is the first step in making classes and methods work with any type using Java?

<p>Using generics (D)</p> Signup and view all the answers

What is an ArrayList?

<p>A dynamic array that automatically resizes itself as needed. (D)</p> Signup and view all the answers

In the context of ArrayLists, what does over-allocated mean?

<p>The array is created with a larger capacity than the initial number of elements it needs to store. (B)</p> Signup and view all the answers

What operations require a linear time shift of the element in an array?

<p>Insert and remove operations of elements to the middle of the array. (C)</p> Signup and view all the answers

What is the purpose of autoboxing in Java?

<p>Automatically converting primitive types to their corresponding wrapper class objects. (D)</p> Signup and view all the answers

Why prefer time complexity over space complexity?

<p>Because speed of execution is generally considered more important than memory usage. (B)</p> Signup and view all the answers

Which of the following is a characteristic of a linked list?

<p>Elements are linked using pointers. (D)</p> Signup and view all the answers

When is it necessary for an Array-Based Queue's array to resize?

<p>When the number of elements exceeds the initial capacity. (A)</p> Signup and view all the answers

What is a key advantage of using Java's for-each loop?

<p>It simplifies iteration over collections and arrays without manual index management. (B)</p> Signup and view all the answers

If a class implements an interface, and that interface inherits a default implementation, what happens to the default implementation from the interface?

<p>The class may or may not provide its own implementation for any default methods. (A)</p> Signup and view all the answers

What benefit do default methods provide in Java interfaces?

<p>They allow interfaces to specify concrete behavior that implementing classes can inherit or override. (A)</p> Signup and view all the answers

What is the expected time complexity for all basic operations on both Queue implementations?

<p>O(1) (C)</p> Signup and view all the answers

What happens when the size is equal to to the length of the array before adding an element?

<p>The array is full. (D)</p> Signup and view all the answers

What is an Iterator in Java?

<p>An interface for traversing elements in a collection sequentially. (C)</p> Signup and view all the answers

What does it mean for an array to be 'pre-allocated'?

<p>That its whole size is specified before its use. (C)</p> Signup and view all the answers

Which of the following data structures in Java allows you to implement a stack?

<p><code>java.util.Stack</code> (A)</p> Signup and view all the answers

How can default methods assist in evolving interfaces?

<p>By allowing new methods to be added without breaking existing implementations. (D)</p> Signup and view all the answers

If a class inherits from an interface that also uses generics, what must occur?

<p>The subclass inherits the exact same type or a child class. (D)</p> Signup and view all the answers

All collections frameworks contain three things, they are:

<p>Interfaces defining abstract data types (ADTs). Implementations of the interfaces. Methods that provide implementations of useful algorithms for things like searching and sorting. (A)</p> Signup and view all the answers

What is the main difference between the implementation of the Lists with both Arrays and a Linked Sequence of nodes?

<p>The primary difference is that a linked list is access by index, meaning that the get and set methods need to search the linked sequence for the node at a specific index. (A)</p> Signup and view all the answers

What is the general name of the wrapper class for those when they aren't a primitive

<p>The capitalized name of the name capitalized, fully-spelled-out. (C)</p> Signup and view all the answers

Flashcards

Data Structure

A grouping of related data elements in computer science.

Common Data Structure Operations

Storing, retrieving, removing and sizing are common operations.

Abstract Data Type (ADT)

Defines the behaviour of data from the perspective of its user.

Queue (FIFO)

First-In-First-Out data structure

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Dictionary

Stores key/value pairs for retrieval by key.

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Stack (LIFO)

Last-In-First-Out data structure.

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Set

Stores unique elements, ignoring duplicates.

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List

Can grow or shrink as elements are added/removed, with indexed access.

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Recursive Data Structure

A data structure comprising a class that refers to itself.

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Node

Simplest recursive structure with a value and next node reference.

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Head

The first node in a sequence.

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Tail

The last node, whose next node is null.

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Enqueue

Adds an element to the back of the queue.

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Dequeue

Removes element from the front of the queue.

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Size

Returns the number of elements currently in the queue.

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Node-Based Queue

Keep track of a node at the front and back, and also size.

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Array-Based Queue

Uses an array and indexes to mark front and back.

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Array Resizing

Doubling, to avoid frequent copies.

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Enqueue in Array-Based Queue

Describes adding a value and updating index.

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Dequeue in Array-Based Queue

Describes removing a value and updating index.

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Generics

Language feature to write type-agnostic code.

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Generic Type Declaration

Declare one or more type parameters in angle brackets.

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Autoboxing/Unboxing

Translates primitive types into wrapper objects, and vice versa.

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Append

Adds a new value to the end of the list.

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Get

Returns the value at a specific index in the list.

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Set

Changes the value at a specific index in the list.

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Over-Allocation

The array is created to hold more elements than exist currently.

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Wrap Around

When the back reaches the end of the array.

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Iterable Interface

Implements the Java for-each loop.

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Iterator

An object that allows traversal of a container.

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Study Notes

  • These notes concern Software Development & Problem Solving, specifically abstract data types
  • The lecture will focus on abstract data types

Important Dates

  • It is week 5 of the course
  • Assignment 5.1 is due at the start of class next week
  • Midterm exam 1 will be units 1-3

Assignment Acceptence

  • A new repository needs creation for each unit
  • Accept the Github Classroom assignment and clone to a computer
  • Instructors provide a Github Classroom invite for every unit
  • Accept the invite and get a URL for new repo
  • Click it to verify creation
  • The SoftDevII directory needs creation
    • Navigate to it then clone new repository there
  • Open the repo in VSCode, ensure the PROBLEMS tab is visible

Data Structures

  • Abstract Data Types (ADTs) are explored
  • An ADT describes data structure behavior from the perspective of a user
  • ADTs do not provide implementation details
  • ADTs can be implemented in multiple ways
  • Choosing efficiency means identifying the correct data structure for a problem
  • Arrays, queues, stacks, lists, sets, and dictionaries all utilize data structures
  • There are several abstract data types: Queues, Generics, Lists, Iterators, and the Java Collections Framework (JCF)
  • Queues will be a key focus

Abstract Data Types

  • A data structure, which is a grouping of related data is referred to as elements
  • Data structures offer store, retrieve, remove, and size operations
  • An Abstract Data Type (ADT) defines the the data structure's behavior from the perspective of the user, including values and operations
  • ADTs can be implemented in multiple ways
  • It is important to understand the complexity of each operation

ADT Examples

  • A queue is a first-in, first-out (FIFO) data structure and does not provide random access
  • A dictionary stores key/value pairs and keys are unique
    • Using the same key more than once replaces a previous value
    • Key's are not maintained in any particular order
  • A stack is a last-in, first out (LIFO) data structure and does not provide random access
  • A set stores unique elements, meaning duplicated are ignored, and elements are not maintained in any particular order
  • A list is a variable length ADT that grows as elements are added and shrinks as they are removed
    • Elements are maintained in the added order and can be accessed using an index

Recursive Data Structures

  • A recursive function calls itself
  • A recursive data structure comprises a class/classes with at least one field of its own type and is used to build linked sequences
  • A linked sequence is the basis for implementing data structures
  • A node is the simplest recursive data structure with 2 fields
    • A value of some type
    • A reference to the next node in the sequence
  • Nodes creates a sequence and each refers to the next node
    • The first node is a head while the last node is a tail, and the tails next node is null

Sequences of Nodes

  • Train cars serve as an analogy for node visualization
  • Each train car carries a value, and is akin to a node
  • The train cars connect to create a sequence
  • The first car becomes the “head" while the last becomes the “tail”
  • The tail does not have a next car

Node Class Package

  • Use nodes to implement abstract data types, starting with a node class
  • Create a package called "unit05.mcf" to write code in (mcf=my collections framework)

Node Class Creation

  • Create a Java Node Class
  • The UML diagram is a reference when implementing a node class
    • Fields consist of value (String) and next (Node)
    • "Methods consist of (value: String), (value: String, next: Node), getValue(): String, setNext(next: Node), getNext(): Node
  • The string representation of a node " -> "
  • There needs to be a defined main method with an appropriate signature for testing the new Node class

Queues

  • A queue is a data type that provides enqueue, dequeue, and size operations
    • Enqueue adds elements to the back
    • Dequeue removes elements from the front
    • Size returns current element count
  • A queue may also provide front, back and is Empty operations
    • front and back return values without removing the element on either side
    • isEmpty returns true (empty) or false (otherwise)
  • A Queue stores elements in First-In, First-Out (FIFO) order
  • The element enqueued first will also be dequeued first
  • Queue ADT defines its behavior but lacks implementation details
  • In Java a feature can define behavior without an implementation

Queue Abstract Data Type

  • The Queue abstract data type should define the behavior of all queues without the implementation
  • Using a Java interface is an ideal mechanism for defining behavior in this case
  • Use the UML diagram showing methods + enqueue(value: String), + dequeue(): String, + size(): int - to create a Queue interface in the MCF package

Node-Based Queue Values

  • Use linked nodes to store values within a node based queue
  • The oldest node is in the front
  • A linked sequence defines the sequence
    • No values = null
      • That said, there should be at least on node, and one value
      • The value should be of some type
  • A node based queue keeps tracks of 3 values
    • a node at the front of the queue
      • A node at the back of the queue
      • The total number of Nodes, including front an back
    • In a queue, if empty, both the tail and head are null
      • The front and back need to be considered

Special Conditions

  • Needs to consider special conditions
    • empty queues
    • The queue contains one value.

Designing the Queue

  • Remaining values are between the back and front
  • If only one value is in the queue, the head and tail refers to the same node
  • Use the UML model as an aid to creating/implementing your own model of the queue
    • Node queue will be referred to as ""Nodequeue""

Queues: the toString Method

  • Implement a method that string to a format that reads <size>, <front> - Example output: "2, 5 -> 4 -> null""
  • main method needs use for testing the nodequeue class
    • output data by use of standard methods

Implementation: Enqueue

  • Create a ""NodeQueue"" class as well as implementing the ""enqueue"" process method
    • the enqueue method creates nodes to make additional spots in the queue
  • front and back need to be equal when null new created; creates a new node
  • "size"" is also required to increment, so the queue size is known

Testing: Enqueue Method

  • After finishing the method ""Main""" should enqueue if used properly
  • Code should now be used to test the queue

Dequeuing

  • When a value is dequeued, it's always from the front
    • size will also correspondently shrink
      • the ""new front"" correlates to the next node
        • in this event, size must also decrement
      • null front means all nodes have been de-queued
      • back == null

Coding the dequeue Method""

  • Must use the correct ""class"" when referring to/using methods
    • Code functions with certain ""methods""
      • Method: create the first ""node""
        • Also to save the value of the ""front node""
      • Create a ""new front node"" with """"old fronts"" next node""

Array Based Lists""

  • Queues using a ""Circular Array"" is implemented in the structure and stored -""fronts"" indexes use the back to store themselves and save as fields, 1st-Enqueued/de-queued"" The back indexes are increment""

Array-Based Queue Benefits

  • Implement with the queue interface code is expected to work with
  • "From a perspective"" user - it will also ""Hide details behind it ""

Array queue class

  • UML, fields and constructors will refer to arrays and are expected to ""implment the """size""" method.
  • ""queue""" string expected format as: >

""Main method"" can then be used in the same class

  • print results to ""test"""

Enqueueing""

""Fixed size-based"" or initialized arrays (or back-ends) needs""filling""

  • The ""size index"" is increment if """enQueueing""" happens
  • new ""Queue"" in progress""" "" backIndex= array length"" (module operator wraps back again

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