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Mining Latent Entity Structures (Paperback)
Loot Price: R1,527
Discovery Miles 15 270
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Mining Latent Entity Structures (Paperback)
Series: Synthesis Lectures on Data Mining and Knowledge Discovery
Expected to ship within 10 - 15 working days
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The "big data" era is characterized by an explosion of information
in the form of digital data collections, ranging from scientific
knowledge, to social media, news, and everyone's daily life.
Examples of such collections include scientific publications,
enterprise logs, news articles, social media, and general web
pages. Valuable knowledge about multi-typed entities is often
hidden in the unstructured or loosely structured, interconnected
data. Mining latent structures around entities uncovers hidden
knowledge such as implicit topics, phrases, entity roles and
relationships. In this monograph, we investigate the principles and
methodologies of mining latent entity structures from massive
unstructured and interconnected data. We propose a text-rich
information network model for modeling data in many different
domains. This leads to a series of new principles and powerful
methodologies for mining latent structures, including (1) latent
topical hierarchy, (2) quality topical phrases, (3) entity roles in
hierarchical topical communities, and (4) entity relations. This
book also introduces applications enabled by the mined structures
and points out some promising research directions.
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