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Books > Computing & IT > Applications of computing > Artificial intelligence > Natural language & machine translation
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Anaphora Resolution - Algorithms, Resources, and Applications (Paperback, Softcover reprint of the original 1st ed. 2016)
Loot Price: R4,072
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Anaphora Resolution - Algorithms, Resources, and Applications (Paperback, Softcover reprint of the original 1st ed. 2016)
Series: Theory and Applications of Natural Language Processing
Expected to ship within 18 - 22 working days
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This book lays out a path leading from the linguistic and cognitive
basics, to classical rule-based and machine learning algorithms, to
today's state-of-the-art approaches, which use advanced empirically
grounded techniques, automatic knowledge acquisition, and refined
linguistic modeling to make a real difference in real-world
applications. Anaphora and coreference resolution both refer to the
process of linking textual phrases (and, consequently, the
information attached to them) within as well as across sentence
boundaries, and to the same discourse referent. The book offers an
overview of recent research advances, focusing on practical,
operational approaches and their applications. In part I
(Background), it provides a general introduction, which succinctly
summarizes the linguistic, cognitive, and computational foundations
of anaphora processing and the key classical rule- and
machine-learning-based anaphora resolution algorithms.
Acknowledging the central importance of shared resources, part II
(Resources) covers annotated corpora, formal evaluation,
preprocessing technology, and off-the-shelf anaphora resolution
systems. Part III (Algorithms) provides a thorough description of
state-of-the-art anaphora resolution algorithms, covering enhanced
machine learning methods as well as techniques for accomplishing
important subtasks such as mention detection and acquisition of
relevant knowledge. Part IV (Applications) deals with a selection
of important anaphora and coreference resolution applications,
discussing particular scenarios in diverse domains and distilling a
best-practice model for systematically approaching new application
cases. In the concluding part V (Outlook), based on a survey
conducted among the contributing authors, the prospects of the
research field of anaphora processing are discussed, and promising
new areas of interdisciplinary cooperation and emerging application
scenarios are identified. Given the book's design, it can be used
both as an accompanying text for advanced lectures in computational
linguistics, natural language engineering, and computer science,
and as a reference work for research and independent study. It
addresses an audience that includes academic researchers,
university lecturers, postgraduate students, advanced undergraduate
students, industrial researchers, and software engineers.
General
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