The Information Manifold

Why Computers Can't Solve Algorithmic Bias and Fake News

By Antonio Badia | Publisher: MIT Press

About the book

An argument that information exists at different levels of analysis—syntactic, semantic, and pragmatic—and an exploration of the implications.

Although this is the Information Age, there is no universal agreement about what information really is. Different disciplines view information differently; engineers, computer scientists, economists, linguists, and philosophers all take varying and apparently disconnected approaches. In this book, Antonio Badia distinguishes four levels of analysis brought to bear on information: syntactic, semantic, pragmatic, and network-based. Badia explains each of these theoretical approaches in turn, discussing, among other topics, theories of Claude Shannon and Andrey Kolomogorov, Fred Dretske's description of information flow, and ideas on receiver impact and informational interactions. Badia argues that all these theories describe the same phenomena from different perspectives, each one narrower than the previous one. The syntactic approach is the more general one, but it fails to specify when information is meaningful to an agent, which is the focus of the semantic and pragmatic approaches. The network-based approach, meanwhile, provides a framework to understand information use among agents.

Badia then explores the consequences of understanding information as existing at several levels. Humans live at the semantic and pragmatic level (and at the network level as a society), computers at the syntactic level. This sheds light on some recent issues, including “fake news” (computers cannot tell whether a statement is true or not, because truth is a semantic notion) and “algorithmic bias” (a pragmatic, not syntactic concern). Humans, not computers, the book argues, have the ability to solve these issues.

Editions of The Information Manifold

Hardcover
ISBN 9780262043038
EBook
ISBN 9780262355162
EBook
ISBN 9780262355179
EBook
ISBN 9780262355186

Read an Excerpt

An argument that information exists at different levels of analysis—syntactic, semantic, and pragmatic—and an exploration of the implications.

Although this is the Information Age, there is no universal agreement about what information really is. Different disciplines view information differently; engineers, computer scientists, economists, linguists, and philosophers all take varying and apparently disconnected approaches. In this book, Antonio Badia distinguishes four levels of analysis brought to bear on information: syntactic, semantic, pragmatic, and network-based. Badia explains each of these theoretical approaches in turn, discussing, among other topics, theories of Claude Shannon and Andrey Kolomogorov, Fred Dretske's description of information flow, and ideas on receiver impact and informational interactions. Badia argues that all these theories describe the same phenomena from different perspectives, each one narrower than the previous one. The syntactic approach is the more general one, but it fails to specify when information is meaningful to an agent, which is the focus of the semantic and pragmatic approaches. The network-based approach, meanwhile, provides a framework to understand information use among agents.

Badia then explores the consequences of understanding information as existing at several levels. Humans live at the semantic and pragmatic level (and at the network level as a society), computers at the syntactic level. This sheds light on some recent issues, including “fake news” (computers cannot tell whether a statement is true or not, because truth is a semantic notion) and “algorithmic bias” (a pragmatic, not syntactic concern). Humans, not computers, the book argues, have the ability to solve these issues.

Frequently Asked Questions

What is The Information Manifold about?

An argument that information exists at different levels of analysis—syntactic, semantic, and pragmatic—and an exploration of the implications.

Although this is the Information Age, there is no universal agreement about what information really is. Different disciplines view information differently; engineers, computer scientists, economists, linguists, and philosophers all take varying and apparently disconnected approaches. In this book, Antonio Badia distinguishes four levels of analysis brought to bear on information: syntactic, semantic, pragmatic, and network-based. Badia explains each of these theoretical approaches in turn, discussing, among other topics, theories of Claude Shannon and Andrey Kolomogorov, Fred Dretske's description of information flow, and ideas on receiver impact and informational interactions. Badia argues that all these theories describe the same phenomena from different perspectives, each one narrower than the previous one. The syntactic approach is the more general one, but it fails to specify when information is meaningful to an agent, which is the focus of the semantic and pragmatic approaches. The network-based approach, meanwhile, provides a framework to understand information use among agents.

Badia then explores the consequences of understanding information as existing at several levels. Humans live at the semantic and pragmatic level (and at the network level as a society), computers at the syntactic level. This sheds light on some recent issues, including “fake news” (computers cannot tell whether a statement is true or not, because truth is a semantic notion) and “algorithmic bias” (a pragmatic, not syntactic concern). Humans, not computers, the book argues, have the ability to solve these issues.

What core themes, tropes, or subjects are explored in The Information Manifold?

Society and Social Sciences > Society and culture: general > Cultural and media studies > Media studies

Where can I read a sample of The Information Manifold?

You can read an official preview of the few pages here https://www.book2look.com/book/9780262043038

Is The Information Manifold part of a series, and can it be read as a standalone?

Yes it is a part of series History and Foundations of Information Science

Who is/are the Author/s of the book The Information Manifold?

Antonio Badia

Who is the Publisher of the book The Information Manifold?

MIT Press

What are the ISBN numbers for the physical and digital editions?

The Information Manifold is available as hardcover(ISBN 9780262043038) and ebook(ISBN 9780262355162) and ebook(ISBN 9780262355179) and ebook(ISBN 9780262355186)

Where can I buy The Information Manifold online or support local independent bookshops?

You can buy The Information Manifold from below

Where can I buy The Information Manifold?