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Outnumbered: From Facebook and Google to Fake News and Filter-bubbles – The Algorithms That Control Our Lives

Autor David Sumpter
en Limba Engleză Hardback – 19 apr 2018
'Fascinating' - Financial Times

Algorithms are running our society, and as the Cambridge Analytica story has revealed, we don't really know what they are up to.

Our increasing reliance on technology and the internet has opened a window for mathematicians and data researchers to gaze through into our lives. Using the data they are constantly collecting about where we travel, where we shop, what we buy and what interests us, they can begin to predict our daily habits. But how reliable is this data? Without understanding what mathematics can and can't do, it is impossible to get a handle on how it is changing our lives.

In this book, David Sumpter takes an algorithm-strewn journey to the dark side of mathematics. He investigates the equations that analyse us, influence us and will (maybe) become like us, answering questions such as:

- Who are Cambridge Analytica? And what are they doing with our data?
- How does Facebook build a 100-dimensional picture of your personality?
- Are Google algorithms racist and sexist?
- Why do election predictions fail so drastically?
- Are algorithms that are designed to find criminals making terrible mistakes?
- What does the future hold as we relinquish our decision-making to machines?

Featuring interviews with those working at the cutting edge of algorithm research, including Alex Kogan from the Cambridge Analytica story, along with a healthy dose of mathematical self-experiment, Outnumbered explains how mathematics and statistics work in the real world, and what we should and shouldn't worry about.

A lot of people feel outnumbered by algorithms - don't be one of them.
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Specificații

ISBN-13: 9781472947413
ISBN-10: 147294741X
Pagini: 272
Dimensiuni: 136 x 220 x 28 mm
Greutate: 0.4 kg
Editura: Bloomsbury Publishing
Colecția Bloomsbury Sigma
Locul publicării:London, United Kingdom

Cuprins

PART 1: ANALYSING US
Chapter 1: Finding Banksy
Chapter 2: Make Some Noise
Chapter 3: The Principal Components of Friendship
Chapter 4: One Hundred Dimensions of You
Chapter 5: Cambridge Hyperbolytica
Chapter 6: Impossibly Unbiased
Chapter 7: The Data Alchemists

PART 2: INFLUENCING US
Chapter 8: Nate Silver vs the Rest of Us
Chapter 9: We 'Also Liked ' the Internet
Chapter 10: The Popularity Contest
Chapter 11: Bubbling Up
Chapter 12: Football Matters
Chapter 13: Who Reads Fake News?

PART 3: BECOMING US
Chapter 14: Learning to be Sexist
Chapter 15: The Only Thought Between the Decimal
Chapter 16: Kick Your Ass at Space Invaders
Chapter 17: The Bacterial Brain
Chapter 18: Back to Reality

Notes
Acknowledgements
Index

Recenzii

Sumpter's [...] expertise and sceptical approach are brought alive with fascinating examples including Banksy and Space Invaders.
[David Sumpter] reckons with the sheer scales of the systems that manage much of our digital lives. Step by step he details the maths that underpins each of these systems, laying out the straightforward, if advanced, calculations that govern their outcomes - and their limitations.
An important message.
As millions slowly wake up to the pitfalls of handing over their digital lives, Sumpter combines engaging hands-on demonstrations with stories from insiders to shed light on precisely how data alchemists seek to persuade and predict us, and whether their almighty algorithms are all they're hyped up to be.
You've heard about these algorithms that run your life and you want to know two things: how exactly do they work? And how much should I worry? With a refreshing mix of in-depth knowledge and personal honesty, David Sumpter answers both those questions.
A stellar book about the application of mathematics to the real world. Each chapter tells a fascinating story, and David's warm and witty style demonstrates that a mathematician can be so much more than just a machine for turning coffee into theorems. A riveting read.