Societal Impact Factors And Major Challenges For Natural Language Processing
DOWNLOAD
Download Societal Impact Factors And Major Challenges For Natural Language Processing PDF/ePub or read online books in Mobi eBooks. Click Download or Read Online button to get Societal Impact Factors And Major Challenges For Natural Language Processing book now. This website allows unlimited access to, at the time of writing, more than 1.5 million titles, including hundreds of thousands of titles in various foreign languages. If the content not found or just blank you must refresh this page
Societal Impact Factors And Major Challenges For Natural Language Processing
DOWNLOAD
Author : Szahel Kumke
language : en
Publisher: GRIN Verlag
Release Date : 2021-09-10
Societal Impact Factors And Major Challenges For Natural Language Processing written by Szahel Kumke and has been published by GRIN Verlag this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-09-10 with Foreign Language Study categories.
Academic Paper from the year 2019 in the subject English Language and Literature Studies - Culture and Applied Geography, grade: 1,3, University of Kassel, language: English, abstract: What is math about? Basically spoken, it is about uniting separate parts and bringing together something new. To understand and to read the new creation, it is important to understand the meaning of each part to create further meaning of the whole. Where is the difference to language? To properly understand a language it is important to split it into smaller units and to understand the meaning of each unit it is necessary and helpful to understand the whole language. The mathematical formula is 1+1= language. Firstly, this seems to be confusing but lately, logical. Language does consist of smaller units which, once brought together, build up to a new system, a whole language. To understand a language it is therefore indispensable to understand logical connections but it is not necessary to be a math genius. Today’s most striking field of linguistic, Natural Language Processing (NLP), combines the ability to think logically and to analyse language in an encompassing manner. The aim of this paper is to give a brief introduction on what is Natural Language Processing (NLP) and further, to define several challenges NLP has to face due to online data bias. The challenges which concern the field of technology as well as they influence the social impact form a work frame for the overlaying field of ethical challenges in online data which are going to be displayed in this paper. Not only existing challenges but also future solutions will be a subject of discussion.
Natural Language Processing For Social Media
DOWNLOAD
Author : Atefeh Farzindar
language : en
Publisher: Morgan & Claypool Publishers
Release Date : 2017-12-15
Natural Language Processing For Social Media written by Atefeh Farzindar and has been published by Morgan & Claypool Publishers this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-12-15 with Computers categories.
In recent years, online social networking has revolutionized interpersonal communication. The newer research on language analysis in social media has been increasingly focusing on the latter's impact on our daily lives, both on a personal and a professional level. Natural language processing (NLP) is one of the most promising avenues for social media data processing. It is a scientific challenge to develop powerful methods and algorithms which extract relevant information from a large volume of data coming from multiple sources and languages in various formats or in free form. We discuss the challenges in analyzing social media texts in contrast with traditional documents. Research methods in information extraction, automatic categorization and clustering, automatic summarization and indexing, and statistical machine translation need to be adapted to a new kind of data. This book reviews the current research on NLP tools and methods for processing the non-traditional information from social media data that is available in large amounts (big data), and shows how innovative NLP approaches can integrate appropriate linguistic information in various fields such as social media monitoring, healthcare, business intelligence, industry, marketing, and security and defence. We review the existing evaluation metrics for NLP and social media applications, and the new efforts in evaluation campaigns or shared tasks on new datasets collected from social media. Such tasks are organized by the Association for Computational Linguistics (such as SemEval tasks) or by the National Institute of Standards and Technology via the Text REtrieval Conference (TREC) and the Text Analysis Conference (TAC). In the concluding chapter, we discuss the importance of this dynamic discipline and its great potential for NLP in the coming decade, in the context of changes in mobile technology, cloud computing, virtual reality, and social networking. In this second edition, we have added information about recent progress in the tasks and applications presented in the first edition. We discuss new methods and their results. The number of research projects and publications that use social media data is constantly increasing due to continuously growing amounts of social media data and the need to automatically process them. We have added 85 new references to the more than 300 references from the first edition. Besides updating each section, we have added a new application (digital marketing) to the section on media monitoring and we have augmented the section on healthcare applications with an extended discussion of recent research on detecting signs of mental illness from social media.
Demystifying The Role Of Natural Language Processing Nlp In Mental Health
DOWNLOAD
Author : Mishra, Ashutosh
language : en
Publisher: IGI Global
Release Date : 2025-03-13
Demystifying The Role Of Natural Language Processing Nlp In Mental Health written by Mishra, Ashutosh and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-03-13 with Medical categories.
Natural Language Processing (NLP) is transforming mental health care by enabling early detection, diagnosis, and intervention for conditions such as depression, PTSD, and suicidal ideation. Advanced AI models like BioBERT and Med-BERT help analyze speech patterns, cognitive behaviors, and psychological markers to support medical practitioners in providing more effective and timely care. By leveraging deep learning and AI-driven assessments, NLP can enhance behavioral monitoring, improve treatment personalization, and optimize mental health interventions. As global mental health challenges continue to rise, integrating NLP into healthcare systems presents a crucial step toward more accessible, data-driven, and proactive mental health support. Demystifying the Role of Natural Language Processing (NLP) in Mental Health explores the latest advancements in NLP for mental health care, highlighting its role in diagnosing and treating conditions like depression, PTSD, and suicidal ideation. It examines AI-driven models, speech analysis, and behavioral monitoring techniques that enhance early intervention and personalized treatment strategies. Covering topics such as suicidal identification, emotional recognition, and patient response, this book is an excellent resource for mental health practitioners, medical practitioners, social workers, computer scientists, professionals, researchers, scholars, academicians, and more.
Natural Language Processing In Biomedicine
DOWNLOAD
Author : Hua Xu
language : en
Publisher: Springer Nature
Release Date : 2024-06-08
Natural Language Processing In Biomedicine written by Hua Xu and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-06-08 with Medical categories.
This textbook covers broad topics within the application of natural language processing (NLP) in biomedicine, and provides in-depth review of the NLP solutions that reveal information embedded in biomedical text. The need for biomedical NLP research and development has grown rapidly in the past two decades as an important field in cognitive informatics. Natural Language Processing in Biomedicine: A Practical Guide introduces the history of the biomedical NLP field and takes the reader through the basic aspects of NLP including different levels of linguistic information and widely used machine learning and deep learning algorithms. The book details common biomedical NLP tasks, such as named entity recognition, concept normalization, relation extraction, text classification, information retrieval, and question answering. The book illustrates the tasks with real-life use cases and introduces real-world datasets, novel machine learning and deep learning algorithms, and large language models. Relevant resources for corpora and medical terminologies are also introduced. The final chapters are devoted to discussing applications of biomedical NLP in healthcare and life sciences. This textbook therefore represents essential reading for students in biomedical informatics programs, as well as for professionals who are conducting research or building biomedical NLP systems.
The Sage Handbook Of Digital Society
DOWNLOAD
Author : William Housley
language : en
Publisher: SAGE
Release Date : 2022-11-23
The Sage Handbook Of Digital Society written by William Housley and has been published by SAGE this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-11-23 with Social Science categories.
This SAGE Handbook brings together cutting edge social scientific research and theoretical insight into the emerging contours of digital society. Chapters explore the relationship between digitisation, social organisation and social transformation at both the macro and micro level, making this a valuable resource for postgraduate students and academics conducting research across the social sciences. The topics covered are impressively far-ranging and timely, including machine learning, social media, surveillance, misinformation, digital labour, and beyond. This innovative Handbook perfectly captures the state of the art of a field which is rapidly gaining cross-disciplinary interest and global importance, and establishes a thematic framework for future teaching and research. Part 1: Theorising Digital Societies Part 2: Researching Digital Societies Part 3: Sociotechnical Systems and Disruptive Technologies in Action Part 4: Digital Society and New Social Dilemmas Part 5: Governance and Regulation Part 6: Digital Futures
The Sage Handbook Of Decision Making Assessment And Risk In Social Work
DOWNLOAD
Author : Brian J. Taylor
language : en
Publisher: SAGE Publications Limited
Release Date : 2023-08-16
The Sage Handbook Of Decision Making Assessment And Risk In Social Work written by Brian J. Taylor and has been published by SAGE Publications Limited this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-16 with Social Science categories.
The SAGE Handbook on Decision Making, Assessment and Risk in Social Work provides a comprehensive overview of key strands of research and theoretical concepts in this increasingly important field. With 49 chapters and four section summaries, this Handbook describes the ‘state of the art’; discuss key debates and issues; and gives pointers on future directions for practice, research, teaching, management of services, and development of theoretical understandings. A key aim of this Handbook is to support the development of sound, applied knowledge and values to underpin reasoned professional judgement and decision making by social workers in practice and those in management and regulatory roles. With contributions from a global interdisciplinary body of leading and emerging scholars from a wide variety of roles, this handbook has been designed to be internationally generalisable and applicable to all major areas of social work. This Handbook provides a field-defining account of decision making, assessment and risk in social work which is unrivalled for its diversity and strength of coverage, and will be of value to social work researchers, teachers and practitioners, as well as to those in allied fields such as health care. Section 1: Professional Judgement Section 2: Assessment, Risk and Decision Processes Section 3: Assessment Tools and Approaches Section 4: Developing and Managing Practice Section 5: Concluding Section / Afterword
Natural Language Processing And Information Systems
DOWNLOAD
Author : Elisabeth Métais
language : en
Publisher: Springer Nature
Release Date : 2023-06-13
Natural Language Processing And Information Systems written by Elisabeth Métais and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-13 with Computers categories.
This book constitutes the refereed proceedings of the 28th International Conference on Applications of Natural Language to Information Systems, NLDB 2023, held in Derby, UK, in June 21–23, 2023 The 31 full papers and 14 short papers included in this book were carefully reviewed and selected from 89 submissions. They focus on the developments of the application of natural language to databases and information systems in the wider meaning of the term.
Proceedings Of Viac2022
DOWNLOAD
Author : Group of Authors
language : en
Publisher: MAC Prague consulting
Release Date : 2022-11-10
Proceedings Of Viac2022 written by Group of Authors and has been published by MAC Prague consulting this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-11-10 with Business & Economics categories.
International Academic Conferences: Management, Economics and Marketing Teaching, Learning and E-learning Engineering, Transport, IT and Artificial Intelligence
Advanced Applications Of Nlp And Deep Learning In Social Media Data
DOWNLOAD
Author : Abd El-Latif, Ahmed A.
language : en
Publisher: IGI Global
Release Date : 2023-06-05
Advanced Applications Of Nlp And Deep Learning In Social Media Data written by Abd El-Latif, Ahmed A. and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-05 with Computers categories.
Social media platforms are one of the main generators of textual data where people around the world share their daily life experiences and information with online society. The social, personal, and professional lives of people on these social networking sites generate not only a huge amount of data but also open doors for researchers and academicians with numerous research opportunities. This ample amount of data needs advanced machine learning, deep learning, and intelligent tools and techniques to receive, process, and interpret the information to resolve real-life challenges and improve the online social lives of people. Advanced Applications of NLP and Deep Learning in Social Media Data bridges the gap between natural language processing (NLP), advanced machine learning, deep learning, and online social media. It hopes to build a better and safer social media space by making human language available on different social media platforms intelligible for machines with the blessings of AI. Covering topics such as machine learning-based prediction, emotion recognition, and high-dimensional text clustering, this premier reference source is an essential resource for OSN service providers, psychiatrists, psychologists, clinicians, sociologists, students and educators of higher education, librarians, researchers, and academicians.
Measuring And Analysing Social Determinants Of Health In The Era Of Big Data
DOWNLOAD
Author : Yi Guo
language : en
Publisher: Frontiers Media SA
Release Date : 2022-06-28
Measuring And Analysing Social Determinants Of Health In The Era Of Big Data written by Yi Guo and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-06-28 with Medical categories.