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The subject of this work is to check how different types of music affect human emotions. While listening to music, a subjective survey and brain activity measurements were carried out using an EEG helmet. The aim is to demonstrate the…

计算机视觉与模式识别 · 计算机科学 2025-10-31 Jelizaveta Jankowska , Bożena Kostek , Fernando Alonso-Fernandez , Prayag Tiwari

We examine user and song identification from neural (EEG) signals. Owing to perceptual subjectivity in human-media interaction, music identification from brain signals is a challenging task. We demonstrate that subjective differences in…

人机交互 · 计算机科学 2022-08-16 Gulshan Sharma , Pankaj Pandey , Ramanathan Subramanian , Krishna. P. Miyapuram , Abhinav Dhall

Nowadays, personalized recommender systems play an increasingly important role in music scenarios in our daily life with the preference prediction ability. However, existing methods mainly rely on users' implicit feedback (e.g., click,…

人机交互 · 计算机科学 2024-04-25 Zhiyu He , Jiayu Li , Weizhi Ma , Min Zhang , Yiqun Liu , Shaoping Ma

This research study aims to use machine learning methods to characterize the EEG response to music. Specifically, we investigate how resonance in the EEG response correlates with individual aesthetic enjoyment. Inspired by the notion of…

信号处理 · 电气工程与系统科学 2020-10-09 Prashant Lawhatre , Bharatesh R Shiraguppi , Esha Sharma , Krishna Prasad Miyapuram , Derek Lomas

The music signal comprises of different features like rhythm, timbre, melody, harmony. Its impact on the human brain has been an exciting research topic for the past several decades. Electroencephalography (EEG) signal enables non-invasive…

神经元与认知 · 定量生物学 2020-09-30 Dhananjay Sonawane , Krishna Prasad Miyapuram , Bharatesh RS , Derek J. Lomas

With the increasing demands of emotion comprehension and regulation in our daily life, a customized music-based emotion regulation system is introduced by employing current EEG information and song features, which predicts users' emotion…

人机交互 · 计算机科学 2022-11-29 Jiyang Li , Wei Wang , Kratika Bhagtani , Yincheng Jin , Zhanpeng Jin

The human brain receives stimuli in multiple ways; among them, audio constitutes an important source of relevant stimuli for the brain regarding communication, amusement, warning, etc. In this context, the aim of this manuscript is to…

信号处理 · 电气工程与系统科学 2024-11-21 Isaac Ariza , Ana M. Barbancho , Lorenzo J. Tardon , Isabel Barbancho

Music is an essential component in our everyday lives and experiences, as it is a way that we use to express our feelings, emotions and cultures. In this study, we explore the association between music genre preferences, demographics and…

计算机与社会 · 计算机科学 2021-07-02 Vjosa Preniqi , Kyriaki Kalimeri , Charalampos Saitis

This study explores the association between music preferences and moral values by applying text analysis techniques to lyrics. Harvesting data from a Facebook-hosted application, we align psychometric scores of 1,386 users to lyrics from…

计算机与社会 · 计算机科学 2024-08-27 Vjosa Preniqi , Kyriaki Kalimeri , Charalampos Saitis

Music serves as a powerful reflection of individual identity, often aligning with deeper psychological traits. Prior research has established correlations between musical preferences and personality, while separate studies have demonstrated…

计算与语言 · 计算机科学 2025-10-14 Eliran Shem-Tov , Ella Rabinovich

Recent advances in biosensors technology and mobile electroencephalographic (EEG) interfaces have opened new application fields for cognitive monitoring. A computable biomarker for the assessment of spontaneous aesthetic brain responses…

神经元与认知 · 定量生物学 2016-09-26 Dimitrios A. Adamos , Stavros I. Dimitriadis , Nikolaos A. Laskaris

The present work is part of a research line seeking to uncover the mysteries of what lies behind people's musical preferences in order to provide better music recommendations. More specifically, it takes the angle of personal values.…

多媒体 · 计算机科学 2023-02-21 Sandy Manolios , Catholijn M. Jonker , Cynthia C. S. Liem

This work was developed aiming to employ Statistical techniques to the field of Music Emotion Recognition, a well-recognized area within the Signal Processing world, but hardly explored from the statistical point of view. Here, we opened…

机器学习 · 统计学 2021-07-13 Nathalie Deziderio , Hugo Tremonte de Carvalho

Our study has investigated the effect of music on the experience of viewing art, investigating the factors which create a sense of connectivity between the two forms. We worked with 138 participants, and included multiple choice and…

人机交互 · 计算机科学 2025-01-10 Paul Warren , Paul Mulholland , Naomi Barker

The study of Music Cognition and neural responses to music has been invaluable in understanding human emotions. Brain signals, though, manifest a highly complex structure that makes processing and retrieving meaningful features challenging,…

声音 · 计算机科学 2022-02-22 Kleanthis Avramidis , Christos Garoufis , Athanasia Zlatintsi , Petros Maragos

Understanding music popularity is important not only for the artists who create and perform music but also for the music-related industry. It has not been studied well how music popularity can be defined, what its characteristics are, and…

多媒体 · 计算机科学 2018-12-04 Junghyuk Lee , Jong-Seok Lee

In the present study, we address the relationship between the emotions perceived in pop and rock music (mainly in Euro-American styles with English lyrics) and the language spoken by the listener. Our goal is to understand the influence of…

Research on how humans perceive aesthetics in shapes, colours, and music has predominantly focused on Western populations, limiting our understanding of how cultural environments shape aesthetic preferences. We present a large-scale…

多媒体 · 计算机科学 2025-05-12 Harin Lee , Eline Van Geert , Elif Celen , Raja Marjieh , Pol van Rijn , Minsu Park , Nori Jacoby

Online music services are increasing in popularity. They enable us to analyze people's music listening behavior based on play logs. Although it is known that people listen to music based on topic (e.g., rock or jazz), we assume that when a…

人工智能 · 计算机科学 2017-05-29 Kosetsu Tsukuda , Masataka Goto

Music listening involves many simultaneous neural operations, including auditory processing, working memory, temporal sequencing, pitch tracking, anticipation, reward, and emotion, and thus, a full investigation of music cognition would…

神经元与认知 · 定量生物学 2022-01-19 Melia E. Bonomo , Anthony K. Brandt , J. Todd Frazier , Christof Karmonik
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