PORTALE DELLA DIDATTICA

PORTALE DELLA DIDATTICA

PORTALE DELLA DIDATTICA

Elenco notifiche



Algorithms and data structures

01URNLM

A.A. 2021/22

Course Language

Inglese

Degree programme(s)

1st degree and Bachelor-level of the Bologna process in Ingegneria Informatica (Computer Engineering) - Torino

Course structure
Teaching Hours
Lezioni 40
Esercitazioni in aula 25
Esercitazioni in laboratorio 15
Lecturers
Teacher Status SSD h.Les h.Ex h.Lab h.Tut Years teaching
Quer Stefano Professore Associato IINF-05/A 40 14,5 0 0 4
Co-lectures
Espandi

Context
SSD CFU Activities Area context
ING-INF/05 8 B - Caratterizzanti Ingegneria informatica
2021/22
The course is held at the first semester of the third year. The course allows the student to acquire adequate knowledge and skills in algorithms, data structures and their implementation in C to solve complex problems. The student should gradually evolve from more analytic to more design-oriented skills. Algorithmic solutions to “classical” problems are introduced, together with their theoretical foundations, and the implementations in C language. Advanced aspects of C are considered, like pointers, dynamic memory allocation, modularity and Abstract Data Type implementation. The student has the opportunity to analyze practical examples, describing solutions to complex problems, and the related algorithmic paradigms. Knowledge and programming skills are applied during lab sessions.
The course is held in the first semester of the second year in the curriculum in Computer Engineering. The course enables students to acquire adequate knowledge and skills in problem-solving, algorithmic design, data structures, and their implementation in the C language. On the one hand, it introduces algorithmic solutions to “classical” problems, their theoretical aspects and foundations, and their implementations in C language. On the other one, based on this knowledge, it concentrates on problem-solving of increasing complexity. Advanced aspects of C are introduced and heavily adopted in problem-solving. These include pointers, dynamic memory allocation, advanced modularity, and Abstract Data Types. Students have the opportunity to analyze practical examples, describing solutions to complex problems, and the related algorithmic paradigms. Knowledge and programming skills are applied during lab sessions thus allowing students to gradually evolve from more analytic to more design-oriented skills.
At the end of the course the student will be able to: - Dynamically allocate memory, using pointers and dynamic data structures in C language - Evaluate algorithm complexity and improve efficiency in terms of execution time and/or memory allocation - Write standard algorithms to solve basic problems such as sorting, searching, etc. - Manipulate complex data structures, such as linked lists, stacks, queues, heaps, trees, hash tables and graphs - Write modular programs in C language adopting several programming paradigms such as recursive programming, greedy approaches, dynamic programming and memorization - Exploit tools for program development and problem solving, based on design of data structures and algorithms.
At the end of the course the student will be able to: - Dynamically allocate memory, using pointers and dynamic data structures in C language - Evaluate algorithm complexity and improve efficiency in terms of execution time and/or memory allocation - Write standard algorithms to solve basic problems such as sorting, searching, etc. - Manipulate complex data structures, such as linked lists, stacks, queues, heaps, trees, hash tables and graphs - Write modular programs in C language adopting several programming paradigms such as recursive programming, greedy approaches, dynamic programming and memorization - Exploit tools for program development and problem solving, based on design of data structures and algorithms.
Due to the incremental nature of the course with respect to the first year class “Computer Science”, there are several strict prerequisites in terms of programming skills and programming language knowledge, with particular emphasis on the following topics: • Elementary computer systems architecture (Von Neumann model). • Syntax of C, basic data types and constructs. • Basic programming skills in C, using conditional and iterative constructs, scalar and aggregate data, standard I/O, text files and functions. • Skills in elementary (algorithmic) problem solving.
Due to the incremental nature of the course with respect to the first-year classes of “Computer sciences” and "Programming techniques”, there are several strict prerequisites in terms of programming skills and programming language knowledge, with particular emphasis on the following topics: • Elementary computer systems architecture (the Von Neumann model) • Syntax of C, basic data types, and constructs • Basic programming skills in C, using conditional and iterative constructs, scalar and aggregate data, standard I/O, text files, functions, and pointers (at least for parameter passing and for the pointer-to-array duality) • Skills in elementary (algorithmic) problem solving (search, sorting, connectivity, etc) • Basics on complexity analysis (asymptotic complexity).
• Review of basic language construct and basic problem solving (12h) • Algorithm analysis (3h) o Asymptotic worst-case complexity analysis o O, theta, omega notations o Recurrence equations • Sorting algorithms (6h) o Iterative sorting (bubble sort, selection sort, insertion sort, shell sort, counting sort) o Recursive sorting (mergesort, quicksort, heapsort) • Static and dynamic data structures and their implementation in C (13h) o Data representation in memory and runtime memory management o Pointers (or references to objects) o Static, on stack and dynamic memory allocation o Linked structures o Strategies for data structure selection • Modularity and modular implementation of algorithms and data structures (10h) o The implementation-interface-client model o Implementation in C of programs with multiple source and header files o Basic use of development and debug tools, like make, gdb, cvs • Recursion and recursive programs (10h) o The notion of recursion o Mathematical recursive functions o Simple recursive procedures o Backtrack and implementation of recursion • Abstract objects, collections of objects and ADTs (8h) o Modular examples of composed structures, like arrays of lists and multilists o Linked lists, stacks, FIFO queues, generalized queues, priority queues, heaps • Algorithmic paradigms (8h) o Divide and conquer • Problem solving (14h) o Analysis and definition of strategies for data structures and algorithms o Search and optimization problems o Techniques to explore the state space based on combinatorics • Data structures for symbol tables (4h) o Binary search trees o Hash tables • Graph theory (12h) o Graph representation o Depth-first and breadth-first search and their applications o Shortest paths o Minimum spanning trees.
• Introduction (6.5h) o Course introduction o Review on C and problem solving • Dynamic memory allocation in C (9.0h) o Data representation in memory o Pointers (or references to objects) o Runtime memory management (dynamic memory allocation) • Static and dynamic linear ADT (7.5h) o Simple and multiple linked structures o Stack and queues o Strategies for data structure selection. • Recursion and recursive programs (12.0h) o The notion of recursion and the divide-and-conquer paradigm o Mathematical recursive functions o Simple recursive procedures o Recursive sorting (mergesort, quicksort, heapsort) o Backtrack and implementation of recursion o Combinatorics principle and their implementation. • Modularity and modular implementation of algorithms and data structures (3.0h) o The implementation-interface-client model o Implementation in C of programs with multiple source and header files o Basic use of development and debug tools, like make and gdb. • Abstract objects, collections of objects, and ADTs (7.5h) o Classification, definition, and examples o Trees o Binary search trees o Hash tables o Priority queues, heaps, and heap-sort. • Greedy algorithm (1.5h) • Dynamic programming (1.5h) • Graph theory (7.5h) o Graph representation o Visits (depth-first and breadth-first search) and their applications o Single-source shortest paths o Minimum spanning trees. • Problem solving and practice (9.0h) o Analysis and definition of strategies for data structures and algorithms o Search and optimization problems o Techniques to explore the state space based on combinatorics • Laboratory practice (15.0h)
The class can be divided into theory lectures, practice lessons and laboratories. There is no formal distinction between theory and practice as almost all course topics involve theory and practice aspects developed during the classroom lessons by the teacher. Lectures (80h) include practice lessons. Lectures and practice are extended with 20 additional hours in laboratory to consolidate what the student has learned. Laboratories allow students to solve problems (writing, compiling and debugging C language programs on a personal computer) and applying all theory and practice aspects analyzed during the classroom lessons.
The class can be divided into theory lectures, practice lessons, and laboratories. There is no formal distinction between theory and practice as almost all course topics involve theory and practice aspects developed during the classroom lessons by the teacher. Lectures (about 65h) include practice lessons. Lectures and practice are extended with laboratory works (about 15h) to consolidate what the students have learned during the lectures. Laboratories allow students to solve problems (writing, compiling, and debugging C language programs on a personal computer) and to apply all theory and practice aspects analyzed during the classroom lessons. Laboratories must be considered as an integral and very important part of the course.
Handouts and slides used during the classroom lessons are available on the teacher or course WEB site. The World Wide Web is also an excellent source of material for almost all topics introduced in the class (see Wikipedia, for example). Among the printed material, during the class, we make explicit usage of the following books: • T. H. Cormen, C. E. Leiserson, R. L. Rivest, C. Stein, “Introduction to Algorithms”, McGraw-Hill. • S. Quer, "Advanced Programming and Problem-Solving Strategies in C. Part II: Algorithms and Data Structures", 2nd Edition, 2018, CLUT • S. Quer, "Advanced Programming and Problem-Solving Strategies in C. Part IV: Exam-Based Problems", 2nd eEdition, 2018, CLUT Other sources are the followings: • R. Sedgewick, “Algorithms in C, Parts 1-4: Fundamentals, Data Structures, Sorting, Searching” Addison-Wesley Professional. • R. Sedgewick, “Algorithms in C, Part 5: Graph Algorithms”, Addison-Wesley Professional. • B. W. Kernighan, D. M. Ritchie, “The C Programming Language”, Prentice Hall, second edition. • P. Deitel, H. Deitel, “C: how to program”, Prentice Hall, eight edition.
Handouts and slides used during the classroom lessons are available on the teacher or course WEB site. The World Wide Web is also an excellent source of material for almost all topics introduced in the class (see Wikipedia, for example). Among the printed material, during the class, we make explicit usage of the following books: • T. H. Cormen, C. E. Leiserson, R. L. Rivest, C. Stein, “Introduction to Algorithms”, McGraw-Hill. • S. Quer, "Advanced Programming and Problem-Solving Strategies in C. Part II: Algorithms and Data Structures", 2nd Edition, 2018, CLUT • S. Quer, "Advanced Programming and Problem-Solving Strategies in C. Part IV: Exam-Based Problems", 2nd Edition, 2018, CLUT Other sources are the following: • R. Sedgewick, “Algorithms in C, Parts 1-4: Fundamentals, Data Structures, Sorting, Searching” Addison-Wesley Professional. • R. Sedgewick, “Algorithms in C, Part 5: Graph Algorithms”, Addison-Wesley Professional. • P. Prinz and T. Crawford, “C in a Nutshell. The definitive reference.", O'Reilly, second edition.
Modalità di esame: Test informatizzato in laboratorio;
Exam: Computer lab-based test;
... The examination includes two separate parts: - A written test - An oral evaluation. The written test comprehends two parts: • Exercises/questions on theoretical aspects to check the acquired knowledge. • A programming part to check the acquired abilities and programming skills. The theory section: • Consists of open questions or exercises on theory topics. • Amounts up to 12 points on the final mark. • Has a minimum threshold of 6 points out of 12. • Has to be delivered after 50-60 minutes from the beginning of the written test. The programming section (100-120 minutes) is available in two different flavor: • A complete design and development of a program in C to solve a problem, the emphasis being on problem-solving and design skills. This standard programming part has a maximum value of 18 points and a minimum threshold of 9 points. It implies the design of a "standard" "complex" C program to check the candidate knowledge of the C language syntax, data structures, algorithms, and program designing (problem-solving) ability. • A guided development of the solution to a problem, with less emphasis on design and problem-solving skills and more on the ability to use advanced C features (pointers, dynamic allocation, recursion) and on the knowledge of basic data structures and algorithms. This simplified programming part has a maximum value of 12 points and a minimum threshold of 6 points. It is usually made-up by three "shorter" "partial" C programs. Those exercises are aimed to check the knowledge of the candidate in terms of C language syntax, data structures, and algorithms but they are less demanding from the designing. i.e., problem-solving, point of view than the "standard" part. The two parts can be selected by the candidate in alternative (mixing is not allowed). Both modes require the same approach to the subject. The theory and programming written tests have to be taken during the same session. No books or notes are allowed during the examination. Laptop, cellular phones, etc. are forbidden. After the written test, all students have some days to correct their program (programs) and check-it (them) out to carry out an auto-evaluation. If the student finally decides to take the exam, he/she has to deliver the final working (complete and debugged version of the) program (programs) to the teacher, following the written rules specified during the class. More specifically, each student must: • Make a copy of the program at the end of the written part (using carbon copy paper or a camera). • Verify the correctness of the program. • Upload on the course web page within 3 working days: a report (max 3 pages) describing the solution (data structures, algorithm, etc.) and a copy of the working program, showing the changes with respect to the version handed in for ranking. In case the above material is not uploaded, the written exam will not be ranked. Notice that, to take the exam, it is mandatory to deliver a working program (more working programs if the simplified version of the programming part has been selected), even if the evaluation is made on the written text delivered during the test and not on the program written at home. To be able to implement at home the program developed during the written test, students are invited to take with them a photo camera (or a cell-phone with camera) or some copy-paper. The oral examination is the final part of the exam. Students that failed the written test, i.e., have a mark smaller than 15/30, are invited not to take the oral examination and to re-take the entire exam during the next examination session. Students with a written test mark larger than 15/30 and smaller than 18/30 must take the oral examination to pass the exam. For all other students the oral examination is optional. This means that, from the one hand, those students have the discretion to ask for the oral examination to improve their final mark but, on the other one, that the teacher has the right to demand an oral examination to any student he may have evaluation doubts on. Notice, however, that the oral examination (in all cases) can adjust the written mark in both the positive and the negative direction, such that the final mark will range from fail to 30 with honor. The oral examination checks the capacity of the student to explain his/her design choices, to use correct technical terms, and to describe algorithms. It consists in: • Questions on all the topics of the course, the goal being to rank the grade of theoretical knowledge. • Programs in C to evaluate skills related to the implementation and manipulation of data structures by means of advanced C programming constructs and to the implementation of variants of standard algorithms. • Questions on uploaded laboratory exercises.
Gli studenti e le studentesse con disabilità o con Disturbi Specifici di Apprendimento (DSA), oltre alla segnalazione tramite procedura informatizzata, sono invitati a comunicare anche direttamente al/la docente titolare dell'insegnamento, con un preavviso non inferiore ad una settimana dall'avvio della sessione d'esame, gli strumenti compensativi concordati con l'Unità Special Needs, al fine di permettere al/la docente la declinazione più idonea in riferimento alla specifica tipologia di esame.
Exam: Computer lab-based test;
The exam consists of a unique written test carried out by means of a computer, using the university platform "Exam". Depending on the sanitary situation, the exam is taken either onsite, i.e., in one of the laboratories, or online, i.e., remotely. In the first case, the instructors provide the required assistance and control activity, directly in the laboratories. In the second one, the exam is taken integrating the "Exam" platform with the proctoring tools available on the University site. All students have to read the University regulations related to the exams and obtain the necessary hardware and software tools needed for it. In the case of problems of infrastructural nature, students must promptly communicate the problem via email no later than one hour after the end of the test. All students are required to respect the ethical code defined by the University. If irregularities are found, the professors reserve the right to perform an oral verification on all topics of the course. The written session embraces: • A theory part. This includes exercises and questions on all theoretical aspects presented during the lectures. The main target of this part is to check the acquired knowledge in terms of standard algorithms and data structures. • A problem-solving part. This includes programs and software design, the ability to understand written code, and the capacity to debug it. The main target of this part is to check the acquired abilities and programming skills in the C language. Overall, the written test lasts from 3.0 to 3.5 hours depending on the test itself. Books, overheads, and notes are not allowed. Laptops, cellular phones, etc., are forbidden. The exam includes both closed (automatically corrected) and open (manually corrected) questions and exercises. All automatically corrected questions require accuracy and precision in the way the response is formulated and the indicated formats must be scrupulously respected. The maximum grade which is possible to obtain is equal to 36. All marks are rounded up. Marks larger than or equal to 32 are automatically converted into 30 with honor.
In addition to the message sent by the online system, students with disabilities or Specific Learning Disorders (SLD) are invited to directly inform the professor in charge of the course about the special arrangements for the exam that have been agreed with the Special Needs Unit. The professor has to be informed at least one week before the beginning of the examination session in order to provide students with the most suitable arrangements for each specific type of exam.
Modalità di esame: Prova scritta tramite PC con l'utilizzo della piattaforma di ateneo;
The exam consists of a unique written test carried out by means of a computer, using the university platform "Exam". Depending on the sanitary situation, the exam is taken either onsite, i.e., in one of the laboratories, or online, i.e., remotely. In the first case, the instructors provide the required assistance and control activity, directly in the laboratories. In the second one, the exam is taken integrating the "Exam" platform with the proctoring tools available on the University site. All students have to read the University regulations related to the exams and obtain the necessary hardware and software tools needed for it. In the case of problems of infrastructural nature, students must promptly communicate the problem via email no later than one hour after the end of the test. All students are required to respect the ethical code defined by the University. If irregularities are found, the professors reserve the right to perform an oral verification on all topics of the course. The written session embraces: • A theory part. This includes exercises and questions on all theoretical aspects presented during the lectures. The main target of this part is to check the acquired knowledge in terms of standard algorithms and data structures. • A problem-solving part. This includes programs and software design, the ability to understand written code, and the capacity to debug it. The main target of this part is to check the acquired abilities and programming skills in the C language. Overall, the written test lasts from 3.0 to 3.5 hours depending on the test itself. Books, overheads, and notes are not allowed. Laptops, cellular phones, etc., are forbidden. The exam includes both closed (automatically corrected) and open (manually corrected) questions and exercises. All automatically corrected questions require accuracy and precision in the way the response is formulated and the indicated formats must be scrupulously respected. The maximum grade which is possible to obtain is equal to 36. All marks are rounded up. Marks larger than or equal to 32 are automatically converted into 30 with honor.
Exam: Computer-based written test using the PoliTo platform;
The exam consists of a unique written test carried out by means of a computer, using the university platform "Exam". Depending on the sanitary situation, the exam is taken either onsite, i.e., in one of the laboratories, or online, i.e., remotely. In the first case, the instructors provide the required assistance and control activity, directly in the laboratories. In the second one, the exam is taken integrating the "Exam" platform with the proctoring tools available on the University site. All students have to read the University regulations related to the exams and obtain the necessary hardware and software tools needed for it. In the case of problems of infrastructural nature, students must promptly communicate the problem via email no later than one hour after the end of the test. All students are required to respect the ethical code defined by the University. If irregularities are found, the professors reserve the right to perform an oral verification on all topics of the course. The written session embraces: • A theory part. This includes exercises and questions on all theoretical aspects presented during the lectures. The main target of this part is to check the acquired knowledge in terms of standard algorithms and data structures. • A problem-solving part. This includes programs and software design, the ability to understand written code, and the capacity to debug it. The main target of this part is to check the acquired abilities and programming skills in the C language. Overall, the written test lasts from 3.0 to 3.5 hours depending on the test itself. Books, overheads, and notes are not allowed. Laptops, cellular phones, etc., are forbidden. The exam includes both closed (automatically corrected) and open (manually corrected) questions and exercises. All automatically corrected questions require accuracy and precision in the way the response is formulated and the indicated formats must be scrupulously respected. The maximum grade which is possible to obtain is equal to 36. All marks are rounded up. Marks larger than or equal to 32 are automatically converted into 30 with honor.
Modalità di esame: Test informatizzato in laboratorio; Prova scritta tramite PC con l'utilizzo della piattaforma di ateneo;
The exam consists of a unique written test carried out by means of a computer, using the university platform "Exam". Depending on the sanitary situation, the exam is taken either onsite, i.e., in one of the laboratories, or online, i.e., remotely. In the first case, the instructors provide the required assistance and control activity, directly in the laboratories. In the second one, the exam is taken integrating the "Exam" platform with the proctoring tools available on the University site. All students have to read the University regulations related to the exams and obtain the necessary hardware and software tools needed for it. In the case of problems of infrastructural nature, students must promptly communicate the problem via email no later than one hour after the end of the test. All students are required to respect the ethical code defined by the University. If irregularities are found, the professors reserve the right to perform an oral verification on all topics of the course. The written session embraces: • A theory part. This includes exercises and questions on all theoretical aspects presented during the lectures. The main target of this part is to check the acquired knowledge in terms of standard algorithms and data structures. • A problem-solving part. This includes programs and software design, the ability to understand written code, and the capacity to debug it. The main target of this part is to check the acquired abilities and programming skills in the C language. Overall, the written test lasts from 3.0 to 3.5 hours depending on the test itself. Books, overheads, and notes are not allowed. Laptops, cellular phones, etc., are forbidden. The exam includes both closed (automatically corrected) and open (manually corrected) questions and exercises. All automatically corrected questions require accuracy and precision in the way the response is formulated and the indicated formats must be scrupulously respected. The maximum grade which is possible to obtain is equal to 36. All marks are rounded up. Marks larger than or equal to 32 are automatically converted into 30 with honor.
Exam: Computer lab-based test; Computer-based written test using the PoliTo platform;
The exam consists of a unique written test carried out by means of a computer, using the university platform "Exam". Depending on the sanitary situation, the exam is taken either onsite, i.e., in one of the laboratories, or online, i.e., remotely. In the first case, the instructors provide the required assistance and control activity, directly in the laboratories. In the second one, the exam is taken integrating the "Exam" platform with the proctoring tools available on the University site. All students have to read the University regulations related to the exams and obtain the necessary hardware and software tools needed for it. In the case of problems of infrastructural nature, students must promptly communicate the problem via email no later than one hour after the end of the test. All students are required to respect the ethical code defined by the University. If irregularities are found, the professors reserve the right to perform an oral verification on all topics of the course. The written session embraces: • A theory part. This includes exercises and questions on all theoretical aspects presented during the lectures. The main target of this part is to check the acquired knowledge in terms of standard algorithms and data structures. • A problem-solving part. This includes programs and software design, the ability to understand written code, and the capacity to debug it. The main target of this part is to check the acquired abilities and programming skills in the C language. Overall, the written test lasts from 3.0 to 3.5 hours depending on the test itself. Books, overheads, and notes are not allowed. Laptops, cellular phones, etc., are forbidden. The exam includes both closed (automatically corrected) and open (manually corrected) questions and exercises. All automatically corrected questions require accuracy and precision in the way the response is formulated and the indicated formats must be scrupulously respected. The maximum grade which is possible to obtain is equal to 36. All marks are rounded up. Marks larger than or equal to 32 are automatically converted into 30 with honor.
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