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Курс Bioinformatics Algorithms (Part 2)
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Interactive Textbook accompanying https://www.coursera.org/course/bioinformatics2.

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Содержание курса

Разделы в курсе «Bioinformatics Algorithms (Part 2)» 12 разделов Уроки в курсе «Bioinformatics Algorithms (Part 2)» 66 уроков Тесты в курсе «Bioinformatics Algorithms (Part 2)» 5 тестов Задачи в курсе «Bioinformatics Algorithms (Part 2)» 51 задача Время прохождения курса «Bioinformatics Algorithms (Part 2)» 62 ч. Последнее обновление курса «Bioinformatics Algorithms (Part 2)» обн. 4 года назад

How Do We Locate Disease-Causing Mutations? (Week 1/3)

11 уроков
1. What Causes Ohdo Syndrome?
2. Introduction to Multiple Pattern Matching
3. Herding Patterns into a Trie
4. Preprocessing the Genome Instead
5. Suffix Trees
6. CS: Constructing a Suffix Tree
7. CS: Maximal Non-Branching Paths in a Graph
8. CS: Solving the Longest Shared Substring Problem
9. Detour: The Reference Human Genome
10. Detour: Rearrangements, Insertions, & Deletions in Human Genomes
11. Detour: The Aho-Corasick Algorithm

How Do We Locate Disease-Causing Mutations? (Week 2/3)

6 уроков
1. Suffix Arrays
2. The Burrows-Wheeler Transform
3. A First Attempt at Inverting the Burrows-Wheeler Transform
4. The First-Last Property and Burrows-Wheeler Inversion
5. Pattern Matching with the Burrows-Wheeler Transform
6. Detour: Suffix Arrays and Suffix Trees

How Do We Locate Disease-Causing Mutations? (Week 3/3)

5 уроков
1. Speeding Up Burrows-Wheeler Pattern Matching
2. Where are the Matched Patterns?
3. Burrows and Wheeler Set Up Checkpoints
4. Epilogue: Mismatch-Tolerant Read Mapping
5. CS: Partial Suffix Array Construction

Which Animal Gave Us SARS? (Week 1/3)

9 уроков
1. The Fastest Outbreak
2. Transforming Distance Matrices into Evolutionary Trees
3. Toward An Algorithm for Distance-Based Phylogeny Construction
4. Additive Phylogeny
5. Detour: When Did HIV Jump from Primates to Humans?
6. Detour: An Introduction to Graphs
7. Detour: Searching for a Tree Fitting a Distance Matrix
8. Detour: The Four Point Condition
9. Detour: Did Bats Give Us SARS?

Which Animal Gave Us SARS? (Week 2/3)

5 уроков
1. Using Least Squares to Construct Approximate Phylogenies
2. Ultrametric Evolutionary Trees
3. The Neighbor-Joining Algorithm
4. Detour: Why Does the Neighbor-Joining Algorithm Work?
5. Detour: Computing Limb Lengths in the Neighbor-Joining Algorithm

Which Animal Gave Us SARS? (Week 3/3)

6 уроков
1. Character-Based Tree Reconstruction
2. The Small Parsimony Problem
3. The Large Parsimony Problem
4. Epilogue: Evolutionary Trees Fight Crime
5. Detour: Giant Panda: Bear or Raccoon?
6. Detour: Where Did Humans Come From?

How Did Yeast Become a Wine-Maker? (Week 1/2)

12 уроков
1. An Evolutionary History of Wine-Making
2. Identifying Genes Responsible for the Diauxic Shift
3. Introduction to Clustering
4. The Good Clustering Principle
5. Clustering as an Optimization Problem
6. Farthest First Traversal
7. k-Means Clustering
8. The Lloyd Algorithm
9. Clustering Genes Implicated in the Diauxic Shift
10. Detour: Measuring Gene Expression
11. Detour: Microarrays
12. Detour: Proof of the Center of Gravity Theorem

How Did Yeast Become a Wine-Maker? (Week 2/2)

8 уроков
1. Limitations of k-means Clustering
2. From Coin Flipping to k-Means Clustering
3. Making Soft Decisions in Coin Flipping
4. Soft k-Means Clustering
5. Hierarchical Clustering
6. Epilogue: Clustering Tumor Samples
7. Detour: Gene Expression Matrix to a Distance/Similarity Matrix
8. Detour: Clustering and Corrupted Cliques

Why Have Biologists Still Not Developed an HIV Vaccine? (Wk 1/2)

1 урок
1. Hidden Markov Models Code Challenges (Week 1)

Why Have Biologists Still Not Developed an HIV Vaccine? (Wk 2/2)

1 урок
1. Hidden Markov Models Code Challenges (Week 2)

Was T. rex Just a Big Chicken? (Week 1/2)

1 урок
1. Proteomics Code Challenges Week 1

Was T. rex Just a Big Chicken? (Week 2/2)

1 урок
1. Proteomics Code Challenges Week 2