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Computational Intelligence Applications for Text and Sentiment Data
Analysis explores the most recent advances in text information
processing and data analysis technologies, specifically focusing on
sentiment analysis from multifaceted data. The book investigates a
wide range of challenges involved in the accurate analysis of
online sentiments, including how to i) identify subjective
information from text, i.e., exclusion of ‘neutral’ or
‘factual’ comments that do not carry sentiment information, ii)
identify sentiment polarity, and iii) domain dependency. Spam and
fake news detection, short abbreviation, sarcasm, word negation,
and a lot of word ambiguity are also explored. Further chapters
look at the difficult process of extracting sentiment from
different multimodal information (audio, video and text), semantic
concepts. In each chapter, the book's authors explore how
computational intelligence (CI) techniques, such as deep learning,
convolutional neural network, fuzzy and rough set, global
optimizers, and hybrid machine learning techniques play an
important role in solving the inherent problems of sentiment
analysis applications.
Emotion Analysis from Natural Language Texts is gaining ground
under the umbrella of subjectivity analysis and affect computing.
In this Book, concepts, motivation, approaches and applications of
Emotion Analysis are discussed in terms of the main challenging
tasks such as feature representation schema and emotion
classification at word and sentence level granularities. A
prototype is described and assessed to analyse emotions, its
components and their association from different available datasets.
Experiments and final outcomes highlight the promise of the
approach and some open research problems.
CRACKING THE CSAT CODE offers the BPO industry a solution to not
only hold its ground, but grow again by delivering exceptionally
good customer experience. It takes the reader through the range of
BPO processes and how each step can be imbues with concern for the
needs of the customer. While offering no effortless silver bullet,
the book delves into the various ways, Indian and Filipino contact
centers can deliver world class customer experience. The book digs
deep to show that contact centers in this part of the world need to
understand their audience from a cultural context, while improving
their internal processes from hiring and training to service
delivery. BPO Executives and those working on improving customer
experience would find this book a treasure trove of best practices
which could be implemented with ease. Management literature buffs
too would find it a good read, replete with interesting insights
into the working of the globalized outsourcing industry.
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