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Clojure for Data Science

You're reading from   Clojure for Data Science Statistics, big data, and machine learning for Clojure programmers

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Product type Paperback
Published in Sep 2015
Publisher
ISBN-13 9781784397180
Length 608 pages
Edition 1st Edition
Languages
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Author (1):
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Henry Garner Henry Garner
Author Profile Icon Henry Garner
Henry Garner
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Toc

Table of Contents (12) Chapters Close

Preface 1. Statistics FREE CHAPTER 2. Inference 3. Correlation 4. Classification 5. Big Data 6. Clustering 7. Recommender Systems 8. Network Analysis 9. Time Series 10. Visualization Index

Finding the shortest path

The algorithms presented earlier traversed the graph vertex by vertex and returned a lazy sequence of all the nodes in the graph. They were convenient for illustrating the two primary ways of navigating the graph structures. However, a more common task would be to find the shortest path from one vertex to another. This means that we'll be interested only in the sequence of nodes that lie between them.

If we have an unweighted graph, such as the previous graphs, we'll usually count the distance as the number of "hops": a hop being the step between two neighboring nodes. The shortest path will have the fewest number of hops. Breadth-first search is, in general, a more efficient algorithm to use in this case.

Loom implements the breadth-first shortest path as the bf-path function. To demonstrate it, let's load a more complex Twitter graph:

(defn ex-8-7 []
  (->> (load-edges "twitter/396721965.edges")
       (apply loom/digraph...
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