String Processing and Pattern Matching Algorithms

String Processing and Pattern Matching Algorithms

课程
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32 时
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  • 来自www.edx.org
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  • 4 序列
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课程详情

教学大纲

Weeks 1 and 2: Suffix Trees
How would you search for a longest repeat in a string in LINEAR time? In 1973, Peter Weiner came up with a surprising solution that was based on suffix trees, the key data structure in pattern matching. Computer scientists were so impressed with his algorithm that they called it the Algorithm of the Year. In this lesson, we will explore some key ideas for pattern matching that will - through a series of trials and errors - bring us to suffix trees.

Week 3 and 4: Burrows-Wheeler Transform and Suffix Arrays
Although EXACT pattern matching with suffix trees is fast, it is not clear how to use suffix trees for APPROXIMATE pattern matching. In 1994, Michael Burrows and David Wheeler invented an ingenious algorithm for text compression that is now known as Burrows-Wheeler Transform. They knew nothing about genomics, and they could not have imagined that 15 years later their algorithm will become the workhorse of biologists searching for genomic mutations. But what text compression has to do with pattern matching??? In this lesson you will learn that the fate of an algorithm is often hard to predict – its applications may appear in a field that has nothing to do with the original plan of its inventors.

先决条件

Basic knowledge of at least one programming language. Successful completion of the 

 and  courses.

讲师

Pavel Pevzner
Ronald R. Taylor Professor of Computer Science
The University of California, San Diego

Michael Levin
Chief Data Scientist
Yandex.Market

编辑

The University of California, San Diego

平台

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