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Questions and Answers
Which data structure is best suited for implementing a LIFO (Last In First Out) mechanism?
Which data structure is best suited for implementing a LIFO (Last In First Out) mechanism?
What is the time complexity of inserting an element at the beginning of an array with n elements?
What is the time complexity of inserting an element at the beginning of an array with n elements?
Which operation is NOT typically performed on a data structure?
Which operation is NOT typically performed on a data structure?
In the context of data structures, what does 'traversing' refer to?
In the context of data structures, what does 'traversing' refer to?
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What does an algorithm provide in the process of solving a problem?
What does an algorithm provide in the process of solving a problem?
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Which operation is not associated with the linear data structures mentioned in the text?
Which operation is not associated with the linear data structures mentioned in the text?
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What is the best definition of data in computer science?
What is the best definition of data in computer science?
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Which type of data item cannot be subdivided into different segments?
Which type of data item cannot be subdivided into different segments?
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What are primitive data structures?
What are primitive data structures?
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Which type of data structures organize their elements in a linear fashion?
Which type of data structures organize their elements in a linear fashion?
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What is the main purpose of a data structure?
What is the main purpose of a data structure?
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Which programming language component defines non-primitive data types?
Which programming language component defines non-primitive data types?
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What does the Big Oh notation, Ο(n), express?
What does the Big Oh notation, Ο(n), express?
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Which notation expresses both the lower and upper bounds of an algorithm's running time?
Which notation expresses both the lower and upper bounds of an algorithm's running time?
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In terms of running time on a slow machine, when does Binary Search start to perform better than Linear Search?
In terms of running time on a slow machine, when does Binary Search start to perform better than Linear Search?
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What is the purpose of Omega notation, Ω(n), in terms of algorithm analysis?
What is the purpose of Omega notation, Ω(n), in terms of algorithm analysis?
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In which data structure are elements stored in contiguous and adjacent memory locations?
In which data structure are elements stored in contiguous and adjacent memory locations?
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What is the primary use of Binary Search in comparison to Linear Search?
What is the primary use of Binary Search in comparison to Linear Search?
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Study Notes
Data Structures
- Commonly used linear data structures: arrays, linked lists, stacks, and queues
- Nonlinear data structures: trees, graphs, tables, and sets
- Operations that can be performed on data structures:
- Traversing: accessing each data item exactly once for processing
- Searching: finding the location of a data item in a collection
- Inserting: adding a new data item to a collection
- Deleting: removing an existing data item from a collection
- Sorting: arranging data items in a specific order (ascending or descending)
- Merging: combining data items from two sorted files into a single file in sorted form
Algorithms
- Derived from the name of Muslim scientist Abu Jafir Muhammad Iban-e-musa AlKhurzami
- An algorithm is a step-by-step process to solve a problem, where each step indicates an intermediate task
- Algorithm is the base of data structure and good programming
Data
- Derived from the Latin word "Datum," meaning collection
- Classified into two types:
- Group data item: can be subdivided into different segments (e.g., name)
- Elementary data item: cannot be subdivided into different segments (e.g., account number)
Data Structure
- A mathematical way of storing data in computer memory
- An organized collection of data
- Primitive data structures are directly supported by the language (e.g., integer, character, real numbers)
- Non-primitive data structures are created by the programmer
- Linear data structures organize data elements in a linear fashion, making them easy to implement
Asymptotic Notations
- Big Oh Notation (Ο): measures the upper bound of an algorithm's running time (worst-case time complexity)
- Omega Notation (Ω): measures the lower bound of an algorithm's running time (best-case time complexity)
- Theta Notation (θ): measures both the upper and lower bounds of an algorithm's running time
Arrays
- A linear data structure that collects elements of the same data type
- Stores elements in contiguous and adjacent memory locations
- Works on an index system starting from 0 to (n-1), where n is the size of the array
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Description
Explore the classification of data into two types: Group Data Items and Elementary Data Items. Learn how data can be subdivided into different segments and understand the difference between group and elementary data items.