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Neural Approaches to Conversational Information Retrieval, Gao


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Автор: Gao
Название:  Neural Approaches to Conversational Information Retrieval
ISBN: 9783031230790
Издательство: Springer
Классификация:



ISBN-10: 3031230795
Обложка/Формат: Hardback
Страницы: 211
Вес: 0.51 кг.
Дата издания: 18.03.2023
Серия: The Information Retrieval Series
Язык: English
Издание: 1st ed. 2023
Иллюстрации: 61 tables, color; 61 illustrations, color; 14 illustrations, black and white; xii, 211 p. 75 illus., 61 illus. in color.
Размер: 235 x 155
Читательская аудитория: Professional & vocational
Основная тема: Computer Science
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: This book surveys recent advances in Conversational Information Retrieval (CIR), focusing on neural approaches that have been developed in the last few years. Progress in deep learning has brought tremendous improvements in natural language processing (NLP) and conversational AI, leading to a plethora of commercial conversational services that allow naturally spoken and typed interaction, increasing the need for more human-centric interactions in IR. The book contains nine chapters. Chapter 1 motivates the research of CIR by reviewing the studies on how people search and subsequently defines a CIR system and a reference architecture which is described in detail in the rest of the book. Chapter 2 provides a detailed discussion of techniques for evaluating a CIR system – a goal-oriented conversational AI system with a human in the loop. Then Chapters 3 to 7 describe the algorithms and methods for developing the main CIR modules (or sub-systems). In Chapter 3, conversational document search is discussed, which can be viewed as a sub-system of the CIR system. Chapter 4 is about algorithms and methods for query-focused multi-document summarization. Chapter 5 describes various neural models for conversational machine comprehension, which generate a direct answer to a user query based on retrieved query-relevant documents, while Chapter 6 details neural approaches to conversational question answering over knowledge bases, which is fundamental to the knowledge base search module of a CIR system. Chapter 7 elaborates various techniques and models that aim to equip a CIR system with the capability of proactively leading a human-machine conversation. Chapter 8 reviews a variety of commercial systems for CIR and related tasks. It first presents an overview of research platforms and toolkits which enable scientists and practitioners to build conversational experiences, and continues with historical highlights and recent trends in a range of application areas. Chapter 9 eventually concludes the book with a brief discussion of research trends and areas for future work. The primary target audience of the book are the IR and NLP research communities. However, audiences with another background, such as machine learning or human-computer interaction, will also find it an accessible introduction to CIR.
Дополнительное описание: - 1. Introduction. - 2. Evaluating Conversational Information Retrieval. - 3. Conversational Search. - 4. Query-Focused Multi-document Summarization. - 5. Conversational Machine Comprehension. - 6. Conversational QA over Knowledge Bases. - 7. Proactive Hu



The Handbook on Socially Interactive Agents: 20 Years of Research on Embodied Conversational Agents, Intelligent Virtual Agents, and Social Robotics Volume 1: Methods, Behavior, Cognition

Автор: Birgit Lugrin, Catherine Pelachaud, David Traum
Название: The Handbook on Socially Interactive Agents: 20 Years of Research on Embodied Conversational Agents, Intelligent Virtual Agents, and Social Robotics Volume 1: Methods, Behavior, Cognition
ISBN: 1450387217 ISBN-13(EAN): 9781450387217
Издательство: Mare Nostrum (Eurospan)
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Цена: 9399.00 р.
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Описание: The Handbook on Socially Interactive Agents provides a comprehensive overview of the research fields of Embodied Conversational Agents, Intelligent Virtual Agents, and Social Robotics. Socially Interactive Agents (SIAs), whether virtually or physically embodied, are autonomous agents that are able to perceive an environment including people or other agents, reason, decide how to interact, and express attitudes such as emotions, engagement, or empathy. They are capable of interacting with people and one another in a socially intelligent manner using multimodal communicative behaviors, with the goal to support humans in various domains.

Written by international experts in their respective fields, the book summarizes research in the many important research communities pertinent for SIAs, while discussing current challenges and future directions. The handbook provides easy access to modeling and studying SIAs for researchers and students, and aims at further bridging the gap between the research communities involved.

In two volumes, the book clearly structures the vast body of research. The first volume starts by introducing what is involved in SIAs research, in particular research methodologies and ethical implications of developing SIAs. It further examines research on appearance and behavior, focusing on multimodality. Finally, social cognition for SIAs is investigated using different theoretical models and phenomena such as theory of mind or pro-sociality. The second volume starts with perspectives on interaction, examined from different angles such as interaction in social space, group interaction, or long-term interaction. It also includes an extensive overview summarizing research and systems of human–agent platforms and of some of the major application areas of SIAs such as education, aging support, autism, and games.

From Brows to Trust

Автор: Zs?fia Ruttkay; Catherine Pelachaud
Название: From Brows to Trust
ISBN: 9048167132 ISBN-13(EAN): 9789048167135
Издательство: Springer
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Цена: 20123.00 р.
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Описание: Embodied conversational agents (ECAs) are autonomous software entities with human-like appearance and communication skills.

The Conversational Interface: Talking to Smart Devices

Автор: McTear Michael, Callejas Zoraida, Griol David
Название: The Conversational Interface: Talking to Smart Devices
ISBN: 3319814117 ISBN-13(EAN): 9783319814117
Издательство: Springer
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Цена: 15855.00 р.
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Описание: This book provides a comprehensive introduction to the conversational interface, which is becoming the main mode of interaction with virtual personal assistants, smart devices, various types of wearable, and social robots.

Hands-On Chatbots and Conversational UI Development: Build chatbots and voice user interfaces with Chatfuel, Dialogflow, Microsoft Bot Framework, Twil

Автор: Janarthanam Srini
Название: Hands-On Chatbots and Conversational UI Development: Build chatbots and voice user interfaces with Chatfuel, Dialogflow, Microsoft Bot Framework, Twil
ISBN: 1788294661 ISBN-13(EAN): 9781788294669
Издательство: Неизвестно
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Цена: 8458.00 р.
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Описание: Conversation as an interface is the best way for machines to interact with us using the universally accepted human tool that is language. Chatbots and voice user interfaces are two flavors of conversational UIs. Chatbots are real-time, data-driven answer engines that talk in natural language and are context-aware. Voice user interfaces are ...

Hands-On Chatbot Development with Alexa Skills and Amazon Lex

Автор: Williams Sam
Название: Hands-On Chatbot Development with Alexa Skills and Amazon Lex
ISBN: 1788993489 ISBN-13(EAN): 9781788993487
Издательство: Неизвестно
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Цена: 8458.00 р.
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Описание: This book will help you to discover important AWS services such as S3 and DyanmoDB. Gain practical experience building end-to-end application workflows using NodeJS and AWS Lambda for your Alexa Skills Kit. You will be able to build conversational interfaces using voice or text and deploy them to platforms like Alexa, Facebook Messenger and Slack.

The Definitive Guide to Conversational AI with Dialogflow and Google Cloud: Build Advanced Enterprise Chatbots, Voice, and Telephony Agents on Google

Автор: Boonstra Lee
Название: The Definitive Guide to Conversational AI with Dialogflow and Google Cloud: Build Advanced Enterprise Chatbots, Voice, and Telephony Agents on Google
ISBN: 1484270134 ISBN-13(EAN): 9781484270134
Издательство: Springer
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Цена: 7317.00 р.
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Описание:

Build enterprise chatbots for web, social media, voice assistants, IoT, and telephony contact centers with Google's Dialogflow conversational AI technology. This book will explain how to get started with conversational AI using Google and how enterprise users can use Dialogflow as part of Google Cloud. It will cover the core concepts such as Dialogflow essentials, deploying chatbots on web and social media channels, and building voice agents including advanced tips and tricks such as intents, entities, and working with context.

The Definitive Guide to Conversational AI with Dialogflow and Google Cloud also explains how to build multilingual chatbots, orchestrate sub chatbots into a bigger conversational platform, use virtual agent analytics with popular tools, such as BigQuery or Chatbase, and build voice bots. It concludes with coverage of more advanced use cases, such as building fulfillment functionality, building your own integrations, securing your chatbots, and building your own voice platform with the Dialogflow SDK and other Google Cloud machine learning APIs.

After reading this book, you will understand how to build cross-channel enterprise bots with popular Google tools such as Dialogflow, Google Cloud AI, Cloud Run, Cloud Functions, and Chatbase.


​​What You Will Learn

  • Discover Dialogflow, Dialogflow Essentials, Dialogflow CX, and how machine learning is used
  • Create Dialogflow projects for individuals and enterprise usage
  • Work with Dialogflow essential concepts such as intents, entities, custom entities, system entities, composites, and how to track context
  • Build bots quickly using prebuilt agents, small talk modules, and FAQ knowledge bases
  • Use Dialogflow for an out-of-the-box agent review
  • Deploy text conversational UIs for web and social media channels
  • Build voice agents for voice assistants, phone gateways, and contact centers
  • Create multilingual chatbots
  • Orchestrate many sub-chatbots to build a bigger conversational platform
  • Use chatbot analytics and test the quality of your Dialogflow agent
  • See the new Dialogflow CX concepts, how Dialogflow CX fits in, and what's different in Dialogflow CX

Who This Book Is For

Everyone interested in building chatbots for web, social media, voice assistants, or contact centers using Google's conversational AI/cloud technology.

Conversational AI for Natural Human-Centric Interaction

Автор: Stoyanchev
Название: Conversational AI for Natural Human-Centric Interaction
ISBN: 9811955379 ISBN-13(EAN): 9789811955372
Издательство: Springer
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Цена: 21953.00 р.
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Описание: This book includes peer-reviewed articles from the 12th International Workshop on Spoken Dialogue System Technology, IWSDS 2021, Singapore. Nowadays, dialogue systems or conversational agents have become one of the most important mechanisms for human-computer or human-robot interaction that has been widely adopted as new paradigm for many applications, companies, and final users. On the other hand, recent advances in natural language processing, understanding and generation, as well as a continuous increasing computational power and large number of resources and data, have brought important and consistent improvements to the capabilities of dialogue systems enabling users to have more productive and enjoyable interactions. However, on the threshold of a new decade, the current state of the art shows important areas where improvements are needed such as incorporation of ground-based knowledge, personality, emotions, and adaptability, as well as automatic mechanisms for objective, robust and fast evaluations, especially in the context of developing social and e-health applications. In this 12th edition of the International Workshop on Spoken Dialogue Systems (IWSDS), “Conversational AI for natural human-centric interaction“ compiles and presents a synopsis on current global research efforts to push forward the state of the art in dialogue technologies, including advances to the classical problems of dialogue management, language generation and understanding, personalisation and generation, spokena and multimodal interaction, dialogue evaluation, dialogue modelling and applications, as well as topics related to chatbots and conversational agent technologies.

Conversational AI

Автор: McTear, Michael
Название: Conversational AI
ISBN: 3031010485 ISBN-13(EAN): 9783031010484
Издательство: Springer
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Цена: 7927.00 р.
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Описание: Current research in Conversational AI focuses mainly on the application of machine learning and statistical data-driven approaches to the development of dialogue systems. Finally, a number of challenges for future research are considered, including: multimodality in dialogue systems, visual dialogue;

Conversational Informatics

Автор: Toyoaki Nishida; Atsushi Nakazawa; Yoshimasa Ohmot
Название: Conversational Informatics
ISBN: 4431550399 ISBN-13(EAN): 9784431550396
Издательство: Springer
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Цена: 17074.00 р.
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Описание: This book covers an approach to conversational informatics which encompasses science and technology for understanding and augmenting conversation in the network age.

Multidimensional Analysis of Conversational Telephone Speech

Автор: Friedemann K?ster
Название: Multidimensional Analysis of Conversational Telephone Speech
ISBN: 9811052239 ISBN-13(EAN): 9789811052231
Издательство: Springer
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Цена: 13415.00 р.
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Описание: This book presents a new diagnostic information methodology to assess the quality of conversational telephone speech. The dimension scores gathered with the new test method are used to determine the quality of each conversational phase, and the qualities of the three phases, in turn, are combined for overall conversational quality modeling.

Designing Voice User Interfaces: How to Create Engaging and Compelling Experiences

Автор: Pearl Cathy
Название: Designing Voice User Interfaces: How to Create Engaging and Compelling Experiences
ISBN: 1491955414 ISBN-13(EAN): 9781491955413
Издательство: Wiley
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Цена: 5067.00 р.
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Описание: Whether you`re designing a mobile app, a toy, or a device such as a home assistant, this practical book guides you through basic VUI design principles, helps you choose the right speech recognition engine, and shows you how to measure your VUI`s performance and improve upon it.

The Human Face of Ambient Intelligence

Автор: Simon Elias Bibri
Название: The Human Face of Ambient Intelligence
ISBN: 9462391297 ISBN-13(EAN): 9789462391291
Издательство: Springer
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Цена: 11586.00 р.
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Описание: The Human Face of Ambient Intelligence


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