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Crowdsourcing for Speech Processing

Crowdsourcing for Speech Processing
Author: Maxine Eskenazi
Publisher: John Wiley & Sons
Total Pages: 343
Release: 2013-02-15
Genre: Technology & Engineering
ISBN: 1118541251

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Provides an insightful and practical introduction to crowdsourcing as a means of rapidly processing speech data Intended for those who want to get started in the domain and learn how to set up a task, what interfaces are available, how to assess the work, etc. as well as for those who already have used crowdsourcing and want to create better tasks and obtain better assessments of the work of the crowd. It will include screenshots to show examples of good and poor interfaces; examples of case studies in speech processing tasks, going through the task creation process, reviewing options in the interface, in the choice of medium (MTurk or other) and explaining choices, etc. Provides an insightful and practical introduction to crowdsourcing as a means of rapidly processing speech data. Addresses important aspects of this new technique that should be mastered before attempting a crowdsourcing application. Offers speech researchers the hope that they can spend much less time dealing with the data gathering/annotation bottleneck, leaving them to focus on the scientific issues. Readers will directly benefit from the book’s successful examples of how crowd- sourcing was implemented for speech processing, discussions of interface and processing choices that worked and choices that didn’t, and guidelines on how to play and record speech over the internet, how to design tasks, and how to assess workers. Essential reading for researchers and practitioners in speech research groups involved in speech processing


Influencing Factors in Speech Quality Assessment using Crowdsourcing

Influencing Factors in Speech Quality Assessment using Crowdsourcing
Author: Rafael Zequeira Jiménez
Publisher: Springer Nature
Total Pages: 129
Release: 2022-04-04
Genre: Technology & Engineering
ISBN: 3030933105

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This book evaluates the impact of relevant factors affecting the results of speech quality assessment studies carried out in crowdsourcing. The author describes how these factors relate to the test structure, the effect of environmental background noise, and the influence of language differences. He details multiple user-centered studies that have been conducted to derive guidelines for reliable collection of speech quality scores in crowdsourcing. Specifically, different questions are addressed such as the optimal number of speech samples to include in a listening task, the influence of the environmental background noise in the speech quality ratings, as well as methods for classifying background noise from web audio recordings, or the impact of language proficiency in the user perception of speech quality. Ultimately, the results of these studies contributed to the definition of the ITU-T Recommendation P.808 that defines the guidelines to conduct speech quality studies in crowdsourcing.


Macrotask Crowdsourcing

Macrotask Crowdsourcing
Author: Vassillis-Javed Khan
Publisher: Springer
Total Pages: 279
Release: 2019-08-06
Genre: Computers
ISBN: 3030123340

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Crowdsourcing is an emerging paradigm that promises to transform several domains: creative work, business work, cultural cooperation, etc. Crowdsourcing reflects the close-knit interplay between the latest computer technologies, the rapidly changing work model of the 21st century, and the very nature of people. The interplay makes for an exciting but at the same time challenging new field to investigate under the lens of a diverse set of disciplines, ranging from the technical to the social and from the theoretical to the applied. Early research has focused on an aspect of crowdsourcing known as micro-tasking. Micro-tasks are simple tasks (like image annotations) that anyone could perform. An emerging area is how to utilize crowdsourcing to solve problems that go beyond simple tasks towards more complex ones, that require collaboration and creativity. In juxtaposition to micro-task crowdsourcing, this book investigates macro-task crowdsourcing and its potential.


Text, Speech, and Dialogue

Text, Speech, and Dialogue
Author: Ivan Habernal
Publisher: Springer
Total Pages: 617
Release: 2013-08-17
Genre: Computers
ISBN: 3642405851

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This book constitutes the refereed proceedings of the 16th International Conference on Text, Speech and Dialogue, TSD 2013, held in Pilsen, Czech Republic, in September 2013. The 65 papers presented together with 5 invited talks were carefully reviewed and selected from 148 submissions. The main topics of this year's conference was corpora, texts and transcription, speech analysis, recognition and synthesis, and their intertwining within NL dialogue systems. The topics also included speech recognition, corpora and language resources, speech and spoken language generation, tagging, classification and parsing of text and speech, semantic processing of text and speech, integrating applications of text and speech processing, as well as automatic dialogue systems, and multimodal techniques and modelling.


Evaluation in the Crowd. Crowdsourcing and Human-Centered Experiments

Evaluation in the Crowd. Crowdsourcing and Human-Centered Experiments
Author: Daniel Archambault
Publisher: Springer
Total Pages: 200
Release: 2017-09-27
Genre: Computers
ISBN: 3319664352

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As the outcome of the Dagstuhl Seminar 15481 on Crowdsourcing and Human-Centered Experiments, this book is a primer for computer science researchers who intend to use crowdsourcing technology for human centered experiments. The focus of this Dagstuhl seminar, held in Dagstuhl Castle in November 2015, was to discuss experiences and methodological considerations when using crowdsourcing platforms to run human-centered experiments to test the effectiveness of visual representations. The inspiring Dagstuhl atmosphere fostered discussions and brought together researchers from different research directions. The papers provide information on crowdsourcing technology and experimental methodologies, comparisons between crowdsourcing and lab experiments, the use of crowdsourcing for visualisation, psychology, QoE and HCI empirical studies, and finally the nature of crowdworkers and their work, their motivation and demographic background, as well as the relationships among people forming the crowdsourcing community.


Influencing Factors in Speech Quality Assessment Using Crowdsourcing

Influencing Factors in Speech Quality Assessment Using Crowdsourcing
Author: Rafael Zequeira Jiménez
Publisher:
Total Pages: 0
Release: 2022
Genre:
ISBN: 9783030933111

Download Influencing Factors in Speech Quality Assessment Using Crowdsourcing Book in PDF, ePub and Kindle

This book evaluates the impact of relevant factors affecting the results of speech quality assessment studies carried out in crowdsourcing. The author describes how these factors relate to the test structure, the effect of environmental background noise, and the influence of language differences. He details multiple user-centered studies that have been conducted to derive guidelines for reliable collection of speech quality scores in crowdsourcing. Specifically, different questions are addressed such as the optimal number of speech samples to include in a listening task, the influence of the environmental background noise in the speech quality ratings, as well as methods for classifying background noise from web audio recordings, or the impact of language proficiency in the user perception of speech quality. Ultimately, the results of these studies contributed to the definition of the ITU-T Recommendation P.808 that defines the guidelines to conduct speech quality studies in crowdsourcing.


Emerging Technologies in Data Mining and Information Security

Emerging Technologies in Data Mining and Information Security
Author: Ajith Abraham
Publisher: Springer
Total Pages: 889
Release: 2018-09-01
Genre: Technology & Engineering
ISBN: 9811315019

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The book features research papers presented at the International Conference on Emerging Technologies in Data Mining and Information Security (IEMIS 2018) held at the University of Engineering & Management, Kolkata, India, on February 23–25, 2018. It comprises high-quality research by academics and industrial experts in the field of computing and communication, including full-length papers, research-in-progress papers, case studies related to all the areas of data mining, machine learning, IoT and information security.


Speech and Computer

Speech and Computer
Author: Andrey Ronzhin
Publisher: Springer
Total Pages: 497
Release: 2014-10-10
Genre: Computers
ISBN: 3319115812

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This book constitutes the refereed proceedings of the 16th International Conference on Speech and Computer, SPECOM 2014, held in Novi Sad, Serbia. The 56 revised full papers presented together with 3 invited talks were carefully reviewed and selected from 100 initial submissions. It is a conference with long tradition that attracts researchers in the area of computer speech processing (recognition, synthesis, understanding etc.) and related domains (including signal processing, language and text processing, multi-modal speech processing or human-computer interaction for instance).


Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2017

Proceedings of the International Conference on Advanced Intelligent Systems and Informatics 2017
Author: Aboul Ella Hassanien
Publisher: Springer
Total Pages: 932
Release: 2017-08-30
Genre: Technology & Engineering
ISBN: 3319648616

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This book gathers the proceedings of the 3rd International Conference on Advanced Intelligent Systems and Informatics 2017 (AISI2017), which took place in Cairo, Egypt from September 9 to 11, 2017. This international and interdisciplinary conference, which highlighted essential research and developments in the field of informatics and intelligent systems, was organized by the Scientific Research Group in Egypt (SRGE). The book’s content is divided into five main sections: Intelligent Language Processing, Intelligent Systems, Intelligent Robotics Systems, Informatics, and the Internet of Things.