Music Emotion Recognition On Lyrics Using Natural Language Processing

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Music Emotion Recognition On Lyrics Using Natural Language Processing
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Author : Yinan Zhou
language : en
Publisher:
Release Date : 2022
Music Emotion Recognition On Lyrics Using Natural Language Processing written by Yinan Zhou and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022 with categories.
"Music Emotion Recognition (MER) is a promising new direction for automatic music organization and retrieval. The aim of MER is to automatically annotate music based on mood. Researchers have tried to retrieve music mood using audio features, contextual text information, and multimodal methods. Among these music features used in MER, lyrics are an important part of vocal music that MER researchers have been exploiting. Using traditional lexicons and traditional Natural Language Processing (NLP) techniques, researchers have been conducting MER using lyrics alone in several languages. However, there has not been enough data for MER to use NLP on lyrics. Transfer learning methods can bridge the gap between the need of massive data for machine learning methods and the lack of annotated data for MER. This thesis implements transfer learning to classify music only using lyrics in English into four categories: angry, happy, sad, and relaxed. Two pre-trained models, BERT and XLNet, are tested and compared with a traditional machine learning method, Support Vector Machine. Also investigated are the effects of different text preprocessing techniques and their combinations on MER using lyrics"--
Music Emotion Recognition
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Author : Yi-Hsuan Yang
language : en
Publisher: CRC Press
Release Date : 2011-02-22
Music Emotion Recognition written by Yi-Hsuan Yang and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-02-22 with Computers categories.
Providing a complete review of existing work in music emotion developed in psychology and engineering, Music Emotion Recognition explains how to account for the subjective nature of emotion perception in the development of automatic music emotion recognition (MER) systems. Among the first publications dedicated to automatic MER, it begins with
From Sounds To Music And Emotions
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Author : Mitsuko Aramaki
language : en
Publisher: Springer
Release Date : 2013-09-12
From Sounds To Music And Emotions written by Mitsuko Aramaki and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-09-12 with Computers categories.
This book constitutes the thoroughly refereed post-conference proceedings of the 9th International Symposium on Computer Music Modeling and Retrieval, CMMR 2012, held in London, UK, in June 2012. The 28 revised full papers presented were carefully reviewed and selected for inclusion in this volume. The papers have been organized in the following topical sections: music emotion analysis; 3D audio and sound synthesis; computer models of music perception and cognition; music emotion recognition; music information retrieval; film soundtrack and music recommendation; and computational musicology and music education. The volume also includes selected papers from the Cross-Disciplinary Perspectives on Expressive Performance Workshop held within the framework of CMMR 2012.
Practical Solutions For Diverse Real World Nlp Applications
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Author : Mourad Abbas
language : en
Publisher: Springer Nature
Release Date : 2024-01-09
Practical Solutions For Diverse Real World Nlp Applications written by Mourad Abbas and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-01-09 with Technology & Engineering categories.
This book unveils the most advanced techniques and innovative applications in the natural language processing (NLP) field. It uncovers the secrets to enhancing language understanding, and presents practical solutions to different NLP tasks, as text augmentation, paraphrase generation, and restoring spaces and punctuation in multiple languages. It unlocks the potential of hierarchical multi-task learning for cross-lingual phoneme recognition, and allows readers to explore more real-world applications such as error correction, aggregating industrial security findings as well as predicting music emotion values from social media conversations. "Practical Solutions for Diverse Real-World NLP Applications" is the suitable guidebook for researchers, students, and practitioners as it paves the way for them by delivering invaluable insights and knowledge.
Advances In Multimedia Information Processing Pcm 2008
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Author : Yueh-Min Ray Huang
language : en
Publisher: Springer
Release Date : 2008-12-11
Advances In Multimedia Information Processing Pcm 2008 written by Yueh-Min Ray Huang and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-12-11 with Computers categories.
Welcome to the proceedings of 9th Pacific-Rim Conference on Multimedia (PCM 2008) held at the National Cheng Kung University, Tainan, Taiwan during Dec- ber 9–13, 2008. The first PCM was held in Sydney in 2000. Since then, it has been held successfully around the Pacific Rim, including Beijing in 2001, Hsinchu in 2002, Singapore in 2003, Tokyo in 2004, Jeju in 2005, Zhejiang in 2006, Hong Kong in 2007 and finally Tainan. PCM is a major annual international conference bringing together researchers, developers, and educators in the field of multimedia from around the world. It covers a wide spectrum of multimedia research, from state-of-the-art theoretical breakthroughs to the practical systems of multimedia analysis and processing. PCM 2008 featured a comprehensive program including tutorials, keynote talks, regular oral presentations, special sessions, and poster sessions. This year, we - cepted 79 papers out of 210 submissions, giving an acceptance rate of 37%. In addition, 39 papers were accepted for poster presentation. The submissions were categorized into five different tracks: multimedia compression, communication and networking, multimedia processing, analysis and retrieval, multimedia databases, systems, and applications, multimedia human–computer interfaces, multimedia security and digital right management, with a total of 210 submissions from 18 countries and regions. Among the five tracks, “multimedia analysis and retrieval” received the most submissions (34% of the submissions). We kindly appreciate the great effort made by the Program Committee members and the additional reviewers in the reviewing of submissions.
Natural Language Processing And Information Systems
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Author : Flavius Frasincar
language : en
Publisher: Springer
Release Date : 2017-06-12
Natural Language Processing And Information Systems written by Flavius Frasincar and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-06-12 with Computers categories.
This book constitutes the refereed proceedings of the 22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, held in Liège, Belgium, in June 2017. The 22 full papers, 19 short papers, and 16 poster papers presented were carefully reviewed and selected from 125 submissions. The papers are organized in the following topical sections: feature engineering; information extraction; information extraction from resource-scarce languages; natural language processing applications; neural language models and applications; opinion mining and sentiment analysis; question answering systems and applications; semantics-based models and applications; and text summarization.
Innovative Systems For Intelligent Health Informatics
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Author : Faisal Saeed
language : en
Publisher: Springer Nature
Release Date : 2021-05-05
Innovative Systems For Intelligent Health Informatics written by Faisal Saeed and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-05-05 with Computers categories.
This book presents the papers included in the proceedings of the 5th International Conference of Reliable Information and Communication Technology 2020 (IRICT 2020) that was held virtually on December 21–22, 2020. The main theme of the book is “Innovative Systems for Intelligent Health Informatics”. A total of 140 papers were submitted to the conference, but only 111 papers were published in this book. The book presents several hot research topics which include health informatics, bioinformatics, information retrieval, artificial intelligence, soft computing, data science, big data analytics, Internet of things (IoT), intelligent communication systems, information security, information systems, and software engineering.
Sentiment Analysis Of Music Using Statistics And Machine Learning
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Author : Aakash Mukherjee
language : en
Publisher: Sanctum Books
Release Date : 2022-10-16
Sentiment Analysis Of Music Using Statistics And Machine Learning written by Aakash Mukherjee and has been published by Sanctum Books this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-16 with Music categories.
Sentiment analysis and prediction of contemporary Music can have a wide range of applications in modern society, for instance, selecting music for public institutions such as hospitals or restaurants to potentially improve the emotional well-being of personnel, patients, and customers respectively. In this project, a music recommendation system is built upon a Naive Bayes Classifier trained to predict the sentiment of songs based on song lyrics alone. Online streaming platforms have become one of the most important forms of music consumption. Most streaming platforms provide tools to assess the popularity of a song in the forms of scores and rankings. In this book, we address two issues related to song popularity. First, we predict whether an already popular song may attract higher-than-average public interest and become viral. Second, we predict whether sudden spikes in the public interest will translate into long-term popularity growth. We base our findings on data from the streaming platform Billboard, Spotify, and consider appearances in its "Most-Popular" list as indicative of popularity, and appearances in its "Virals" list as indicative of interest growth. We approach the problem as a classification task and employ a Support Vector Machine model built on popularity information to predict interest, and vice versa.
Icicct 2019 System Reliability Quality Control Safety Maintenance And Management
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Author : Vinit Kumar Gunjan
language : en
Publisher: Springer
Release Date : 2019-06-27
Icicct 2019 System Reliability Quality Control Safety Maintenance And Management written by Vinit Kumar Gunjan and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-06-27 with Science categories.
This book discusses reliability applications for power systems, renewable energy and smart grids and highlights trends in reliable communication, fault-tolerant systems, VLSI system design and embedded systems. Further, it includes chapters on software reliability and other computer engineering and software management-related disciplines, and also examines areas such as big data analytics and ubiquitous computing. Outlining novel, innovative concepts in applied areas of reliability in electrical, electronics and computer engineering disciplines, it is a valuable resource for researchers and practitioners of reliability theory in circuit-based engineering domains.
Advances In Real Time Intelligent Systems
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Author : Pit Pichappan
language : en
Publisher: Springer Nature
Release Date : 2024-03-23
Advances In Real Time Intelligent Systems written by Pit Pichappan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-03-23 with Computers categories.
The current information society is transitioning to an intelligent society where real-world and real-data applications have a profound influence. Real-time computing has an enormous impact on the future information society. Unimaginable applications have been emerging in real-time applications in the last two years. Logical reasoning and inference-making activities by machines have become a reality. Complex and heterogeneous data are being processed and infused into machine intelligence, bringing machine intelligence equal to human intelligence. Real-time data and real-time intelligence are the crux of the current research. This book of 41 papers in real-time intelligent systems addresses various issues ranging from real-time algorithms to various applications in real-time intelligence. The contributions of this book will mark a significant impact in the near-future research in real-time intelligence.