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Artificial Intelligence for Customer Relationship Management: Keeping Customers Informed

✍ Scribed by Boris Galitsky


Publisher
Springer International Publishing;Springer
Year
2020
Tongue
English
Leaves
453
Series
Human–Computer Interaction Series
Edition
1st ed.
Category
Library

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✦ Synopsis


This research monograph brings AI to the field of Customer Relationship Management (CRM) to make a customer experience with a product or service smart and enjoyable. AI is here to help customers to get a refund for a canceled flight, unfreeze a banking account or get a health test result. Today, CRM has evolved from storing and analyzing customers’ data to predicting and understanding their behavior by putting a CRM system in a customers’ shoes. Hence advanced reasoning with learning from small data, about customers’ attitudes, introspection, reading between the lines of customer communication and explainability need to come into play.

Artificial Intelligence for Customer Relationship Management leverages a number of Natural Language Processing (NLP), Machine Learning (ML), simulation and reasoning techniques to enable CRM with intelligence. An effective and robust CRM needs to be able to chat with customers, providing desired information, completing their transactions and resolving their problems. It introduces a systematic means of ascertaining a customers’ frame of mind, their intents and attitudes to determine when to provide a thorough answer, a recommendation, an explanation, a proper argument, timely advice and promotion or compensation. The author employs a spectrum of ML methods, from deterministic to statistical to deep, to predict customer behavior and anticipate possible complaints, assuring customer retention efficiently.

Providing a forum for the exchange of ideas in AI, this book provides a concise yet comprehensive coverage of methodologies, tools, issues, applications, and future trends for professionals, managers, and researchers in the CRM field together with AI and IT professionals.


✦ Table of Contents


Front Matter ....Pages i-xi
Introduction to Volume 1 and Volume 2 (Boris Galitsky)....Pages 1-24
Distributional Semantics for CRM: Making Word2vec Models Robust by Structurizing Them (Boris Galitsky)....Pages 25-56
Employing Abstract Meaning Representation to Lay the Last-Mile Toward Reading Comprehension (Boris Galitsky)....Pages 57-86
Summarized Logical Forms for Controlled Question Answering (Boris Galitsky)....Pages 87-150
Summarized Logical Forms Based on Abstract Meaning Representation and Discourse Trees (Boris Galitsky)....Pages 151-191
Acquiring New Definitions of Entities (Boris Galitsky)....Pages 193-263
Inferring Logical Clauses for Answering Complex Multi-hop Open Domain Questions (Boris Galitsky)....Pages 265-307
Managing Customer Relations in an Explainable Way (Boris Galitsky)....Pages 309-377
Recognizing Abstract Classes of Text Based on Discourse (Boris Galitsky)....Pages 379-414
Conversational Explainability (Boris Galitsky)....Pages 415-445

✦ Subjects


Computer Science; User Interfaces and Human Computer Interaction; Customer Relationship Management


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