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This book is about the role of knowledge in information systems.
Knowledge is usually articulated and exchanged through human
language(s). In this sense, language can be seen as the most
natural vehicle to convey our concepts, whose meanings are usually
intermingled, grouped and organized according to shared criteria,
from simple perceptions ( every tree has a stem ) and common sense
( unsupported objects fall ) to complex social conventions ( a tax
is a fee charged by a government on a product, income, or activity
). But what is natural for a human being turns out to be extremely
difficult for machines: machines need to be instilled with
knowledge and suitably equipped with logical and statistical
algorithms to reason over it. Computers can t represent the
external world and communicate their representations as effectively
as humans do: ontologies and NLP have been invented to face this
problem: in particular, integrating ontologies with (possibly
multi-lingual) computational lexical resources is an essential
requirement to make human meanings understandable by machines. This
book explores the advancements in this integration, from the most
recent steps in building the necessary infrastructure, i.e. the
Semantic Web, to the different knowledge contents that can be
analyzed, encoded and transferred (multimedia, emotions, events,
etc.) through it. The work aims at presenting the progress in the
field of integrating ontologies and lexicons: together, they
constitute the essential technology for adequately represent,
elicit and exchange knowledge contents in information systems, web
services, text processing and several other domains of application.
This book describes the main objective of EuroWordNet, which is the
building of a multilingual database with lexical semantic networks
or wordnets for several European languages. Each wordnet in the
database represents a language-specific structure due to the unique
lexicalization of concepts in languages. The concepts are
inter-linked via a separate Inter-Lingual-Index, where equivalent
concepts across languages should share the same index item. The
flexible multilingual design of the database makes it possible to
compare the lexicalizations and semantic structures, revealing
answers to fundamental linguistic and philosophical questions which
could never be answered before. How consistent are lexical semantic
networks across languages, what are the language-specific
differences of these networks, is there a language-universal
ontology, how much information can be shared across languages?
First attempts to answer these questions are given in the form of a
set of shared or common Base Concepts that has been derived from
the separate wordnets and their classification by a
language-neutral top-ontology. These Base Concepts play a
fundamental role in several wordnets. Nevertheless, the database
may also serve many practical needs with respect to
(cross-language) information retrieval, machine translation tools,
language generation tools and language learning tools, which are
discussed in the final chapter. The book offers an excellent
introduction to the EuroWordNet project for scholars in the field
and raises many issues that set the directions for further research
in semantics and knowledge engineering.
In order to exchange knowledge, humans need to share a common
lexicon of words as well as to access the world models underlying
that lexicon. What is a natural process for a human turns out to be
an extremely hard task for a machine: computers can't represent
knowledge as effectively as humans do, which hampers, for example,
meaning disambiguation and communication. Applied ontologies and
NLP have been developed to face these challenges. Integrating
ontologies with (possibly multilingual) lexical resources is an
essential requirement to make human language understandable by
machines, and also to enable interoperability and computability
across information systems and, ultimately, in the Web. This book
explores recent advances in the integration of ontologies and
lexical resources, including questions such as building the
required infrastructure (e.g., the Semantic Web) and different
formalisms, methods and platforms for eliciting, analyzing and
encoding knowledge contents (e.g., multimedia, emotions, events,
etc.). The contributors look towards next-generation technologies,
shifting the focus from the state of the art to the future of
Ontologies and Lexical Resources. This work will be of interest to
research scientists, graduate students, and professionals in the
fields of knowledge engineering, computational linguistics, and
semantic technologies.
Event structures are central in Linguistics and Artificial
Intelligence research: people can easily refer to changes in the
world, identify their participants, distinguish relevant
information, and have expectations of what can happen next. Part of
this process is based on mechanisms similar to narratives, which
are at the heart of information sharing. But it remains difficult
to automatically detect events or automatically construct stories
from such event representations. This book explores how to handle
today's massive news streams and provides multidimensional,
multimodal, and distributed approaches, like automated deep
learning, to capture events and narrative structures involved in a
'story'. This overview of the current state-of-the-art on event
extraction, temporal and casual relations, and storyline extraction
aims to establish a new multidisciplinary research community with a
common terminology and research agenda. Graduate students and
researchers in natural language processing, computational
linguistics, and media studies will benefit from this book.
This book describes the main objective of EuroWordNet, which is the
building of a multilingual database with lexical semantic networks
or wordnets for several European languages. Each wordnet in the
database represents a language-specific structure due to the unique
lexicalization of concepts in languages. The concepts are
inter-linked via a separate Inter-Lingual-Index, where equivalent
concepts across languages should share the same index item. The
flexible multilingual design of the database makes it possible to
compare the lexicalizations and semantic structures, revealing
answers to fundamental linguistic and philosophical questions which
could never be answered before. How consistent are lexical semantic
networks across languages, what are the language-specific
differences of these networks, is there a language-universal
ontology, how much information can be shared across languages?
First attempts to answer these questions are given in the form of a
set of shared or common Base Concepts that has been derived from
the separate wordnets and their classification by a
language-neutral top-ontology. These Base Concepts play a
fundamental role in several wordnets. Nevertheless, the database
may also serve many practical needs with respect to
(cross-language) information retrieval, machine translation tools,
language generation tools and language learning tools, which are
discussed in the final chapter. The book offers an excellent
introduction to the EuroWordNet project for scholars in the field
and raises many issues that set the directions for further research
in semantics and knowledge engineering.
On social media, new forms of communication arise rapidly, many of
which are intense, dispersed, and create new communities at a
global scale. Such communities can act as distinct information
bubbles with their own perspective on the world, and it is
difficult for people to find and monitor all these perspectives and
relate the different claims made. Within this digital jungle of
perspectives on truth, it is difficult to make informed decisions
on important things like vaccinations, democracy, and climate
change. Understanding and modeling this phenomenon in its full
complexity requires an interdisciplinary approach, utilizing the
ample data provided by digital communication to offer new insights
and opportunities. This interdisciplinary book gives a
comprehensive view on social media communication, the different
forms it takes, the impact and the technology used to mine it, and
defines the roadmap to a more transparent Web.
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