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Representation Learning for Image-based Music Recommendation [article]

Chih-Chun Hsia, Kwei-Herng Lai, Yian Chen, Chuan-Ju Wang, Ming-Feng Tsai
2018 arXiv   pre-print
We propose a novel representation learning framework for image-based music recommendation that bridges the heterogeneity gap between music and image data; the proposed method is a key component for various  ...  Image perception is one of the most direct ways to provide contextual information about a user concerning his/her surrounding environment; hence images are a suitable proxy for contextual recommendation  ...  For example, music-streaming services such as Spotify, use the current mood of the user or adapt recommendations depending on the time of the day.  ... 
arXiv:1808.09198v2 fatcat:tc6lg4gafnbodh6tjxqxt37w2e

A Study Of Cultural Dependence Of Perceived Mood In Greek Music

Katerina Kosta, Yading Song, György Fazekas, Mark B. Sandler
2013 Zenodo  
ACKNOWLEDGEMENTS We thank Charalampos Tampakopoulos, Ph.D. student from University of Athens, who designed and organized the Greek database metadata and made it public accessible.  ...  For instance several studies have attempted to explore the emotion perception of pop songs between American and Chinese listeners [33] , the music emotion classification between Chinese and English songs  ...  MOOD CLASSIFICATION AND MUSIC PERCEPTION Representation of Emotions Several representations of emotion or mood have been proposed in psychology and related disciplines.  ... 
doi:10.5281/zenodo.1415747 fatcat:ael3nktxu5fhdaol77di2cbua4

A Study On Cross-Cultural And Cross-Dataset Generalizability Of Music Mood Regression Models

Xiao Hu, Yi-Hsuan Yang
2014 Proceedings of the SMC Conferences  
to both Western and Chinese Pop music.  ...  In music mood classification, a recent study [1] compared mood categories and mood classification models on English Pop songs and Chinese Pop songs.  ... 
doi:10.5281/zenodo.850795 fatcat:gko25x6g2ne4bkxswr2rsshmfi

Transcultural Sounds: Music, Identity, and the Cinema of Wong Kar-wai

Emilie Yueh-yu Yeh, Lake Wang Hu
2008 Asian Cinema  
These all demonstrate how transcultural analysis yields insight into the shifting meanings of identity, locality and Chinese diaspora.  ...  Based on this notion, the essay selects three key Wong Kar-wai films--Fallen Angels, Happy Together and In the Mood for Love-for case studies.  ...  and the binary development of mainland Chinese cinema) in Chinese Cinemas: History, Culture and Representation, Conference Proceedings (Taipei: Chinese Film Archive, 1996), 1-14 and Ying Hong, "Guoji  ... 
doi:10.1386/ac.19.1.32_1 fatcat:o3aenzuavzeefkoxy7gw36yvuu

Lyrics, Music, and Emotions

Rada Mihalcea, Carlo Strapparava
2012 Conference on Empirical Methods in Natural Language Processing  
In this paper, we explore the classification of emotions in songs, using the music and the lyrics representation of the songs.  ...  We show that textual and musical features can both be successfully used for emotion recognition in songs.  ...  Any opinions, findings, and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the National Science Foundation.  ... 
dblp:conf/emnlp/MihalceaS12 fatcat:76qcnvmhzzhw7cinawpg4fsolm

State Of The Art Report: Music Emotion Recognition: A State Of The Art Review

Youngmoo E. Kim, Erik M. Schmidt, Raymond Migneco, Brandon G. Morton, Patrick Richardson, Jeffrey J. Scott, Jacquelin A. Speck, Douglas Turnbull
2010 Zenodo  
Yang et al.) combined lyrics and audio features using a database of 1240 Chinese pop songs [50] .  ...  Xia's corpus consists of 2600 Chinese pop songs, 60% of which are hand-labeled as "lighthearted" and the remainder labeled as "heavy-hearted".  ... 
doi:10.5281/zenodo.1417945 fatcat:ftuitmsyijeybivecedowng2pi

A Musical Picture of Indonesia

Jan Mrázek, Philip Yampolsky, Jan Mrazek
2001 Indonesia  
12 One can think here further about the use of amplification, and modem technology in performance generally, in Indonesia.  ...  Anderson Sutton, "Interpreting Electronic Sound Technology in the Contemporary Javanese Soundscape," Ethnmnusicology 40,2 (Spring/Summer 1996), and Jan Mrazek, "Javanese Wayang Kulit in the Times of Comedy  ...  eyes and ears-and a question of political recognition-letting what has been made invisible by the dominant forces and representations show itself.  ... 
doi:10.2307/3351461 fatcat:azyyuom5xbfmhp2r524n6qvw2y

The perfect lie: Sandee Chan and lesbian representability in Mandarin pop music

2003 Inter-Asia Cultural Studies  
case of the ubiquitous, quotidian, yet often hermeneutically complex phenomenon of pop music.  ...  Consideration of these two aspects in relation to Sandee's music suggests that the representation and experience of nü tongxinglian in contemporary Taiwan is structured around a particular kind of ambivalent  ...  and her distant partner on the other end of the phone, and the respondent's recognition of her own queer longing.  ... 
doi:10.1080/1464937032000112999 fatcat:u5bv2jk2nzhy5e4zlfvvhtnoku

A dataset for learning stylistic and cultural correlations between music and videos

Xinyi Chen, Hui Zhang, Songruoyao Wu, Jun Zheng, Lingyun Sun, Kejun Zhang
2022 Cognitive Computation and Systems  
Among all the cultures discussed, Chinese and Japanese music and videos show great differences among most of the styles, while Korean music videos styles are more similar to western styles than other eastern  ...  Music-visual retrieval is of broad interest in the field of Music Information Retrieval (MIR).  ...  Hu et al [8] built a collection of 1892 K-pop (Korean pop) songs with mood annotations collected from both Korean and American listeners and analysed the differences and similarities between the mood  ... 
doi:10.1049/ccs2.12043 fatcat:bo4okiuehnbp5ekcpbycnyni3m


Chi-Meng LIAO, Wen-Chih CHANG
2015 Bulletin of Japanese Society for the Science of Design  
Music is an important aspect of most people's life. Many studies have pinpointed the effects of music in different areas.  ...  In this study, the authors aim to explore the views designers have in regard to the effects of music in association to design processes.  ...  Lee, Chien-Tsen, head in Hi-tech Industry Consultancy Division, Taiwan Design Center and Miss. Huang, Shun-Li design manager at Qisda, Taiwan and his designers for their participation in the survey.  ... 
doi:10.11247/jssdj.61.5_47 fatcat:mxe45irs2vegfgrudhjuswrxtu

End-to-End Music Emotion Recognition: Towards Language-Sensitive Models

Ana G. Pandrea, Juan S. Gómez Cañón, Perfecto Herrera
2020 Zenodo  
The architecture is called SincNet and was initially proved to be successful for the task of speaker recognition.  ...  Music, like any other art, represents an expression of emotions and moods, thus, a natural question that can be raised for both human and computer is 'Which specific emotion was meant to be transmitted  ...  The Chinese dataset, CH-818 [10], is made of 818 30-second excerpts from Chinese pop songs, released in Taiwan, Hong Kong and Mainland China.  ... 
doi:10.5281/zenodo.4091059 fatcat:kly3gq5hgbhilhd5vkfgfmjnii

Establishment Of Philippine Popular Music Industry

Li Jia Liu Shunwei
2022 Zenodo  
The popular-music business in the Philippines from 1982 to 1994, dubbed the Pop Era, might be understood by mass culture theories of manipulation rather than cultural-studies models of popular culture  ...  This research will investigate and analyze the reasons and consequences of corporate dominance over big labels, which have been important in the Philippine popular music business since 1982 when the first  ...  , mood, and tempo (Almedal, 1978) .  ... 
doi:10.5281/zenodo.6618973 fatcat:yjr6fsq6yrfd3mjkrklzf5sgxy

EMOPIA: A Multi-Modal Pop Piano Dataset For Emotion Recognition and Emotion-based Music Generation [article]

Hsiao-Tzu Hung and Joann Ching and Seungheon Doh and Nabin Kim and Juhan Nam and Yi-Hsuan Yang
2021 arXiv   pre-print
In this paper, we present the EMOPIA (pronounced 'yee-mò-pi-uh') dataset, a shared multi-modal (audio and MIDI) database focusing on perceived emotion in pop piano music, to facilitate research on various  ...  The result demonstrates the potential of EMOPIA for being used in future exploration on piano emotion-related MIR tasks.  ...  Ching, and S.H Doh, "EMOPIA: A Multimodal Pop Piano Dataset for Emotion Recognition and Emotion-based Music Generation", in Proc. of the 22nd Int.  ... 
arXiv:2108.01374v1 fatcat:h3pmadqxb5brzbxb6llqqpgliq

Text-based Sentiment Analysis and Music Emotion Recognition [article]

Erion Çano
2018 arXiv   pre-print
This thesis addresses the above problems to provide methodological and practical insights for utilizing neural networks on sentiment analysis of texts and achieving state of the art results.  ...  Regarding the first problem, the effectiveness of various crowdsourcing alternatives is explored and two medium-sized and emotion-labeled song data sets are created utilizing social tags.  ...  Usually, and aggressive driving is associated with high levels of arousal and/or an angry emotional state. In the top left part of the scheme, we also see the music mood recognition module.  ... 
arXiv:1810.03031v1 fatcat:4vj4euwtxbghbjdev2gutcgjny

EMOPIA: A Multi-Modal Pop Piano Dataset For Emotion Recognition and Emotion-based Music Generation

Hsiao-Tzu Hung, Joann Ching, Seungheon Doh, Nabin Kim, Juhan Nam, Yi-Hsuan Yang
2021 Zenodo  
In this paper, we present the EMOPIA (pronounced 'yee-m\'{o}-pi-uh') dataset, a shared multi-modal (audio and MIDI) database focusing on perceived emotion in pop piano music, to facilitate research on  ...  The result demonstrates the potential of EMOPIA for being used in future exploration on piano emotion-related MIR tasks.  ...  Since both REMI and CP adopt a beat-based representation of music, we employ the LSTM-Attn+REMI emotion classifier (cf.  ... 
doi:10.5281/zenodo.5624519 fatcat:hjjqpu5zazbqvjwwye2ldqwhsm
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