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We consider the task of multimodal music mood prediction based on the audio signal and the lyrics of a track.
Experimental studies of the elements of expression in music
Kate Hevner · 1936
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A circumplex model of affect
James A Russell · 1980
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Singing in the brain: Independence of lyrics and tunes
Mireille Besson, Frederique Faita, Isabelle Peretz, A-M Bonnel, and Jean Requin · 1998
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Learning to forget: Continual prediction with LSTM
Felix A Gers, Jürgen Schmidhuber, and Fred Cummins · 1999
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Style mining of electronic messages for multiple authorship discrimination: first results
Shlomo Argamon, Marin Šarić, and Sterling S Stein · 2003
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Detecting emotion in music
Tao Li and Mitsunori Ogihara · 2003
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Disambiguating music emotion using software agents
Dan Yang and Won-Sook Lee · 2004
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The music information retrieval evaluation exchange (mirex)
J Stephen Downie · 2006
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Marsyas submissions to MIREX 2007
George Tzanetakis · 2007
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Multimodal music mood classification using audio and lyrics
Cyril Laurier, Jens Grivolla, and Perfecto Herrera · 2008
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A Generic Training and Classification System for MIREX08 Classification Tasks: Audio Music Mood, Audio Genre, Audio Artist and Audio Tag
Geoffroy Peeters · 2008
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Lyric text mining in music mood classification
Xiao Hu, J Stephen Downie, and Andreas F Ehmann · 2009
Cited alongside, same era.
Improving mood classification in music digital libraries by combining lyrics and audio
Xiao Hu and J Stephen Downie · 2010
Cited alongside, same era.
When lyrics outperform audio for music mood classification: A feature analysis
Xiao Hu and J Stephen Downie · 2010
Cited alongside, same era.
Music emotion recognition: A state of the art review
Youngmoo E Kim, Erik M Schmidt, Raymond Migneco, Brandon G Morton, Patrick Richardson, Jeffrey Scott, Jacquelin A Speck, and Douglas Turnbull · 2010
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Convolutional networks and applications in vision
Efficient estimation of word representations in vector space
Tomas Mikolov, Kai Chen, Greg Corrado, and Jeffrey Dean · 2013
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Norms of valence, arousal, and dominance for 13,915 english lemmas
Amy Beth Warriner, Victor Kuperman, and Marc Brysbaert · 2013
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On the properties of neural machine translation: Encoder-decoder approaches
Kyunghyun Cho, Bart Van Merriënboer, Dzmitry Bahdanau, and Yoshua Bengio · 2014
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Improved musical onset detection with convolutional neural networks
Jan Schluter and Sebastian Bock · 2014
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Batch normalization: Accelerating deep network training by reducing internal covariate shift
Sergey Ioffe and Christian Szegedy · 2015
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Yann LeCun, Koray Kavukcuoglu, and Clément Farabet · 2010
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Yaafe, an easy to use and efficient audio feature extraction software
Benoit Mathieu, Slim Essid, Thomas Fillon, Jacques Prado, and Gaël Richard · 2010
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Software Framework for Topic Modelling with Large Corpora
Radim Řehůřek and Petr Sojka · 2010
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The million song dataset
Thierry Bertin-Mahieux, Daniel P.W. Ellis, Brian Whitman, and Paul Lamere · 2011
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Music emotion classification of chinese songs based on lyrics using tf* idf and rhyme
Xing Wang, Xiaoou Chen, Deshun Yang, and Yuqian Wu · 2011
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Music emotion recognition via end-to-end multimodal neural networks
Byungsoo Jeon, Chanju Kim, Adrian Kim, Dongwon Kim, Jangyeon Park, and Jung-Woo Ha
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A framework for evaluating multimodal music mood classification
Xiao Hu, Kahyun Choi, and J Stephen Downie · 2016
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Bi-modal deep boltzmann machine based musical emotion classification
Moyuan Huang, Wenge Rong, Tom Arjannikov, Nan Jiang, and Zhang Xiong · 2016
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Parallel convolutional neural networks for music genre and mood classification
Thomas Lidy and Alexander Schindler · 2016
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Adieu features? end-to-end speech emotion recognition using a deep convolutional recurrent network
George Trigeorgis, Fabien Ringeval, Raymond Brueckner, Erik Marchi, Mihalis A Nicolaou, Björn Schuller, and Stefanos Zafeiriou · 2016
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Graph-based multimodal music mood classification in discriminative latent space
Feng Su and Hao Xue · 2017
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