Books > Computing & IT > Applications of computing > Artificial intelligence
|
Buy Now
Applications of Topic Models (Paperback)
Loot Price: R2,361
Discovery Miles 23 610
|
|
Applications of Topic Models (Paperback)
Series: Foundations and Trends in Information Retrieval
Expected to ship within 10 - 15 working days
|
How can a single person understand what's going on in a collection
of millions of documents? This is an increasingly widespread
problem: sifting through an organization's e- mails, understanding
a decade worth of newspapers, or characterizing a scientific
field's research. This monograph explores the ways that humans and
computers make sense of document collections through tools called
topic models. Topic models are a statistical framework that help
users understand large document collections; not just to find
individual documents but to understand the general themes present
in the collection. Applications of Topic Models describes the
recent academic and industrial applications of topic models. In
addition to topic models' effective application to traditional
problems like information retrieval, visualization, statistical
inference, multilingual modeling, and linguistic understanding,
Applications of Topic Models also reviews topic models' ability to
unlock large text collections for qualitative analysis. It reviews
their successful use by researchers to help understand fiction,
non-fiction, scientific publications, and political texts.
Applications of Topic Models is aimed at the reader with some
knowledge of document processing, basic understanding of some
probability, and interested in many application domains. It
discusses the information needs of each application area, and how
those specific needs affect models, curation procedures, and
interpretations. By the end of the monograph, it is hoped that
readers will be excited enough to attempt to embark on building
their own topic models. It should also be of interest to topic
model experts as the coverage of diverse applications may expose
models and approaches they had not seen before.
General
Is the information for this product incomplete, wrong or inappropriate?
Let us know about it.
Does this product have an incorrect or missing image?
Send us a new image.
Is this product missing categories?
Add more categories.
Review This Product
No reviews yet - be the first to create one!
|
|
Email address subscribed successfully.
A activation email has been sent to you.
Please click the link in that email to activate your subscription.