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Signal Theory of Intelligence

for the European Union’s Human Brain Project

Monograph by Dr Andreas Heinrich Malczan

Chapters of the Book

Foreword
Introduction
1 – Fundamentals
2 – Basic concepts of signal theory
3 – The emergence of intelligence and consciousness
4 – The emergence of classical neural networks
5 – The dyadic product and its intelligence‑generating capacity
6 – The loss of the ability to recognise incomplete and noisy patterns
7 – The development of the segmented nervous system in vertebrates (summary)
8 – Evolutionary emergence of the dual system of cerebellum and cortex
9 – The introduction of a second hidden layer in neural networks
10 – The dynamics of the transformation between elementary and complex forms
11 – Historical context: From synchrony to form change
12 – Theorems of the theory
13 – The evolution of convolutional neural networks (CNNs)
14 – Time analysis in the brain – transition to RNNs
15 – The transition to digital signal processing in the brain
16 – Signals in space and time
17 – Outlook: Transformer principles in the vertebrate brain
18 – References and sources

Monografie von Dr. rer. nat. Andreas Heinrich Malczan