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Haskell Data Analysis cookbook

You're reading from   Haskell Data Analysis cookbook Explore intuitive data analysis techniques and powerful machine learning methods using over 130 practical recipes

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Product type Paperback
Published in Jun 2014
Publisher
ISBN-13 9781783286331
Length 334 pages
Edition 1st Edition
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Author (1):
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Nishant Shukla Nishant Shukla
Author Profile Icon Nishant Shukla
Nishant Shukla
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Table of Contents (14) Chapters Close

Preface 1. The Hunt for Data FREE CHAPTER 2. Integrity and Inspection 3. The Science of Words 4. Data Hashing 5. The Dance with Trees 6. Graph Fundamentals 7. Statistics and Analysis 8. Clustering and Classification 9. Parallel and Concurrent Design 10. Real-time Data 11. Visualizing Data 12. Exporting and Presenting Index

Introduction

Introduction

A hash is a lossy way of representing an object into a small and typically fixed-length value. Hashing data embellishes us with speedy lookups and lightweight handling of massive datasets.

The output of a hashing function is referred to as a digest. One of the principal properties of a good hashing function is that it must be deterministic, which means a given input must always produce the same corresponding output. Sometimes, two different inputs may end up producing the same output, and we call that a collision. Given a hash alone, we cannot invert the process to rediscover the object within an adequate time. To minimize the chances of a collision, another property of a hash function called uniformity is used. In other words, the probability of each output occurring should be nearly the same.

We will start by first producing a simple digest from an input. Then in the next recipe, we will run the hashing algorithm on our custom-made data type.

Another important application...

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