EIT Digital

I/O-efficient algorithms

Taught in English

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Course

Gain insight into a topic and learn the fundamentals

Mark de Berg

Instructor: Mark de Berg

4.6

(59 reviews)

Advanced level
Designed for those already in the industry
9 hours to complete
3 weeks at 3 hours a week
Flexible schedule
Learn at your own pace

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6 quizzes

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There are 6 modules in this course

In this module we give an introduction to the course I/O-efficient algorithms. We discuss the so-called I/O-model, which consists of an internal memory of limited size, an external memory of unlimited size and where data transfer between these two happens in blocks of a given size. We give a simple example showing that the actual running time of an algorithm working on data in external memory is greatly influenced by its I/O-behavior. Finally, we discuss the basics of analyzing algorithms in the I/O-model.

What's included

5 videos1 reading1 quiz

In this module we discuss two techniques to design I/O-efficient algorithms, using the matrix-transposition problem as a running example. The first technique is a "tile-based" approach and leads to a cache-aware algorithm. The second technique uses a recursive approach and leads to a cache-oblivious algorithm.

What's included

3 videos1 reading1 quiz

When we want to read something from external memory while the internal memory is full we need to make room by evicting a block from internal memory. The block which should be evicted is decided by the replacement policy. In this module we introduce LRU and some other some well-known replacement policies, and investigate the I/O-efficiency of LRU compared to an optimal replacement policy.

What's included

1 video1 reading1 quiz

In this module we analyze the I/O-efficiency of MergeSort and discuss how to adapt it to make it more I/O-efficient.

What's included

2 videos1 reading1 quiz

In this module we introduce some I/O-efficient data structures: B-trees and buffer trees, and an I/O-efficient priority queue based on buffer trees.

What's included

3 videos1 reading1 quiz

In this module we discuss time-forward processing, a technique that can be used to evaluate so-called local functions on a directed acyclic graph.

What's included

4 videos1 reading1 quiz

Instructor

Instructor ratings
4.7 (26 ratings)
Mark de Berg
EIT Digital
2 Courses12,454 learners

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EIT Digital

Recommended if you're interested in Algorithms

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4.6

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