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Data Abstractions Shyh-Kang Jeng Department of Electrical Engineering/ Graduate Institute of Communication Engineering National Taiwan University 1 Data Structures Conceptual organization of data Basic data structures Homogeneous array List Stack Queue Tree 2 List A collection of entries that appear in a sequential order Examples Class enrollment lists “things-to-do” lists Dictionaries Sentences Appear in both static and dynamic forms 3 Stacks A list in which all insertions and deletions are performed at the same end A last-in, first-out (LIFO) structures Push and pop Top B A C 4 Queue A list in which all insertions are performed at one end while all deletions are made at the other A first-in, first-out (FIFO) structure Head (front) and tail (rear) 5 Organization Chart 6 File Structure of Windows 7 Trees 8 Trees Nodes Root Terminal (leaf) Parent, children, siblings Subtrees Depth 9 Data Abstraction Explores ways in which users can be shielded from the details of actual data storage (memory cells and address) and be allowed to access information as though it were stored in a more convenient form – Concept of abstraction The term user can be either human or a software module 10 Static vs. Dynamic Structures Static structures Shape and size of the structure do not change over time Easier to manage Dynamic structures Either shape or size of the structure changes over time Must deal with adding and deleting data entries as well as finding the memory space required by a growing data structure 11 Pointers A memory cell (or perhaps a block of memory cells) that contains the address of another memory cell Examples Many programming languages include pointers as a primitive data type Program counter as an instruction pointer URL Allow the declaration, allocation, and manipulation of pointers Used to create dynamic data structures 12 Use of Pointers 13 Stack and Heap Space Heap Storage Stack Storage 14 Homogeneous Arrays 15 Two-Dimensional Array 16 Storage of a 2-D Array Row major order vs. column major order Finding an entry in the i th row and j th column of a c-column 2-D array stored in row major order x c (i 1) ( j 1) Address polynomial 17 Mini Review Show how the array below would be arranged in main memory when stored in row major order 5 3 7 4 2 8 1 9 6 18 Answer 5 3 7 4 2 8 1 9 6 19 Mini Review Give a formula for finding the entry in the i th row and j th column of a 2-D array stored in column major order In C, C++, and Java, indices of arrays start at 0 rather than 1. In this case what address polynomial is used by the translator to convert references of the form Array[i][j] into memory address? 20 Answers x r ( j 1) (i 1) ci j 21 Storing lists Contiguous list = list stored in a homogeneous array Linked list = list in which each node points to the next one Head pointer = pointer to first entry in list NIL pointer = non-pointer value used to indicate end of list 22 Contiguous Lists 23 Contiguous List Convenient storage structure when implementing static lists Inconvenient in dynamic cases Delete a name Move entries to keep the list in the same order Add a name Move the entire list to obtain an available block of contiguous cells large enough for the expanded list 24 Linked List 25 Deleting an Entry 26 Inserting an Entry 27 A Stack in Memory 28 Operations on Queues 29 Circular Queues (1) 30 Circular Queues (2) 31 Mini Review Using paper and pencil, keep a record of the circular queue during the following scenario. Assume that the block reserved for the queue can contain only four entries. Insert entries A, B, C Remove two entries Insert entries D, E Remove an entry Insert entry F Remove an entry 32 Answer H A H T B C H B T T E E F C H C T T C H H T C D E T H H D E D D T F 33 Storing a binary tree Linked structure Each node = data cell + two child pointers Accessed through a pointer to root node Mapped to a contiguous array A[1] = root node A[2],A[3] = children of A[1] A[4],A[5],A[6],A[7] = children of A[2] and A[3] … 34 Binary Tree Node 35 Linked Storage System 36 Storage without Pointers 37 Inefficient Storage 38 Mini Review Draw a diagram representing how the tree below appears in memory when stored using the left and right child pointers. Draw another diagram showing how the tree would appear in contiguous storage. y x z w 39 Answer Y Z X Y X NIL Z W NILNIL NILNIL W 40 Manipulating data structures Ideally, a data structure should be manipulated solely by pre-defined procedures. Example: A stack typically needs at least push and pop procedures. The data structure along with these procedures constitutes a complete abstract tool. 41 Printing a Linked List 42 Binary Tree Package Search for the presence of an entry Use the binary search algorithm Print the list in order Insert a new entry 43 Ordered Tree 44 Search the Binary Tree 45 Search Binary Tree 46 Printing a Binary Tree 47 Mini Review Draw a binary tree to store the list R, S, T, U, V, W, X, Y, and Z for future searching 48 Answer V Y T S R X U Z W 49 Printing a Tree in Order 50 Traversing a Binary Tree Inorder traversal Preorder traversal Left – Root – Right Root – Left – Right Postorder traversal Left – Right – Root 51 Inserting an Entry (1) 52 Inserting an Entry (2) 53 Inserting an Entry 54 User-Defined Types Expressing an algorithm is often more convenient if types other than those provided as primitives in the programming language Many modern programming languages allow programmers to define additional data types, using the primitive types and structures as building blocks 55 Customized data types User-defined data type = template for a heterogeneous structure Abstract data type = user-defined data type with methods for access and manipulation Class = abstract data type with extra features Characteristics can be inherited Contents can be encapsulated Constructor methods to initialize new objects 56 Customized Data Types struct { char Name[8]; int Age; float SkillRating; } Employee; typedef struct { char Name[8]; int Age; float SkillRating; } EmployeeType; EmployeeType DistManager, SalesRep1, SalesRep2; 57 Declaration of Nodes of a Binary Tree typedef struct { char data; Node* left; Node* right; } Node; Node* root; 58 C++ Class 59 Using Classes StackOfIntegers StackOne(50); StackOne.push(106); int OldValue = StackOne.pop(); 60 Standard Template Library A collection of predefined classes in C++ that describe popular data structures The programmer is thus relieved from the task of describing these structures in detail 61 Pointers in Machine Language Machine language defined in Appendix C Load data (immediate addressing) Load address (direct addressing) 1RXY Load through pointer (indirect addressing) 2RXY DRXY DR0S Save through pointer XY S ER0S R 62 Expanding the Machine Language to Take Advantage of Pointers 63 Loading a Register from a Memory Cell Located by a Pointer in a Register 64 Mini Review Suppose the machine language has been extended to include pointer operations. Moreover, suppose register 8 contains the pattern DB, the memory cell at address DB contains the pattern CA, and the cell at address A5 contains the pattern CA. What bit pattern will be in register 5 immediately after executing the following instructions: 15A5 25CA D508 65 Answers CA CA CA 66 Exercise Review problems 2, 5, 8, 14, 16, 19, 24, 26, 30, 44 67