Książka From Synapses to Rules Bruno Apolloni

From Synapses to Rules

Discovering Symbolic Rules from Neural Processed Data

Język: Angielski
Oprawa: Twarda
Dostępność: Dostępna u dostawcy
Wysyłamy za 10-13 dni
636.01
"The book aims to propose a theoretical and applicatory framework for extracting formal rules from d...

Informacje o książce

Język
Angielski
Oprawa
Książka - Twarda
Data wydania
2002
strony
388
EAN
9780306474026
ISBN
0306474026
Enbook ID
01379535
Waga
976
Wymiary
178 x 254 x 27

Pełny opis

"The book aims to propose a theoretical and applicatory framework for extracting formal rules from data. To this end recent approaches in relevant disciplines are examined that bring together two typical goals of conventional Artificial Intelligence and connectionism - respectively, deducing within an axiomatic shell formal rules about a phenomenon and inferring the actual behavior of it from examples - into a challenging inferential framework where we learn from data and understand what we have learned. The goal is to obtain a translation of the subsymbolic structure of the data - stored in the synapses of a neural network - into formal properties described by rules.§To capture this journey from synapses to rules and then render it manageable for real world learning tasks, the contributions deal in depth with the following aspects: i. theoretical foundations of learning algorithms and soft computing; ii. intimate relationships between symbolic and subsymbolic reasoning methods; iii. integration of the related hosting architectures in both physiological and artificial brain. "

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