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A Knowledge Representation Practionary - Guidelines Based on Charles Sanders Peirce (Hardcover, 1st ed. 2018)
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A Knowledge Representation Practionary - Guidelines Based on Charles Sanders Peirce (Hardcover, 1st ed. 2018)
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This major work on knowledge representation is based on the
writings of Charles S. Peirce, a logician, scientist, and
philosopher of the first rank at the beginning of the 20th century.
This book follows Peirce's practical guidelines and universal
categories in a structured approach to knowledge representation
that captures differences in events, entities, relations,
attributes, types, and concepts. Besides the ability to capture
meaning and context, the Peircean approach is also well-suited to
machine learning and knowledge-based artificial intelligence.
Peirce is a founder of pragmatism, the uniquely American
philosophy. Knowledge representation is shorthand for how to
represent human symbolic information and knowledge to computers to
solve complex questions. KR applications range from semantic
technologies and knowledge management and machine learning to
information integration, data interoperability, and natural
language understanding. Knowledge representation is an essential
foundation for knowledge-based AI. This book is structured into
five parts. The first and last parts are bookends that first set
the context and background and conclude with practical
applications. The three main parts that are the meat of the
approach first address the terminologies and grammar of knowledge
representation, then building blocks for KR systems, and then
design, build, test, and best practices in putting a system
together. Throughout, the book refers to and leverages the open
source KBpedia knowledge graph and its public knowledge bases,
including Wikipedia and Wikidata. KBpedia is a ready baseline for
users to bridge from and expand for their own domain needs and
applications. It is built from the ground up to reflect Peircean
principles. This book is one of timeless, practical guidelines for
how to think about KR and to design knowledge management (KM)
systems. The book is grounded bedrock for enterprise information
and knowledge managers who are contemplating a new knowledge
initiative. This book is an essential addition to theory and
practice for KR and semantic technology and AI researchers and
practitioners, who will benefit from Peirce's profound
understanding of meaning and context.
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