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Data Science Algorithms in a Week

You're reading from   Data Science Algorithms in a Week Top 7 algorithms for scientific computing, data analysis, and machine learning

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Product type Paperback
Published in Oct 2018
Publisher Packt
ISBN-13 9781789806076
Length 214 pages
Edition 2nd Edition
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Authors (2):
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David Toth David Toth
Author Profile Icon David Toth
David Toth
David Natingga David Natingga
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David Natingga
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Toc

Table of Contents (12) Chapters Close

Preface 1. Classification Using K-Nearest Neighbors 2. Naive Bayes FREE CHAPTER 3. Decision Trees 4. Random Forests 5. Clustering into K Clusters 6. Regression 7. Time Series Analysis 8. Python Reference 9. Statistics 10. Glossary of Algorithms and Methods in Data Science
11. Other Books You May Enjoy

Flight time duration prediction based on distance


Given a table of flights with their origin, destination, and flight time, we would like to estimate the length of a proposed flight from Bratislava, Slovakia, to Amsterdam, the Netherlands:

Origin

Destination

Distance in km

Flight duration

Flight duration in hours

London

Amsterdam

365

1 hr 10 m

1.167

London

Budapest

1462

2 hr 20 m

2.333

London

Bratislava

1285

2 hr 15 m

2.250

Bratislava

Paris

1096

2 hr 5 m

2.083

Bratislava

Berlin

517

1 hr 15 m

2.250

Vienna

Dublin

1686

2 hr 50 m

2.833

Vienna

Amsterdam

932

1 hr 55 m

1.917

Amsterdam

Budapest

1160

2 hr 10 m

2.167

Bratislava

Amsterdam

978

?

?

Analysis

We can reason that the flight duration time consists of two times—the first is the time to take off and the landing time; the second is the time that the airplane moves at a certain speed in the air. The first time is a constant. The second time depends linearly on the speed of the plane, which we assume is similar for all of the flights in the table. Therefore, the flight time can be expressed by...

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