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相关论文: Emotion-Aware Music Recommendation System: Enhanci…

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Recommendation systems have become essential in modern music streaming platforms, due to the vast amount of content available. A common approach in recommendation systems is collaborative filtering, which suggests content to users based on…

信息检索 · 计算机科学 2026-03-13 Terence Zeng

As artificial intelligence becomes more and more ingrained in daily life, we present a novel system that uses deep learning for music recommendation and emotion-based detection. Through the use of facial recognition and the DeepFace…

计算机视觉与模式识别 · 计算机科学 2025-03-27 Swetha Kambham , Hubert Jhonson , Sai Prathap Reddy Kambham

Current recommendation systems often tend to overlook emotional context and rely on historical listening patterns or static mood tags. This paper introduces a novel music recommendation framework employing a variant of Wide and Deep…

信息检索 · 计算机科学 2025-10-28 Apoorva Chavali , Reeve Menezes

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

Online streaming services have become the most popular way of listening to music. The majority of these services are endowed with recommendation mechanisms that help users to discover songs and artists that may interest them from the vast…

信息检索 · 计算机科学 2020-08-27 Diego Sánchez-Moreno , Yong Zheng , María N. Moreno-García

In the last few years, automated recommendation systems have been a major focus in the music field, where companies such as Spotify, Amazon, and Apple are competing in the ability to generate the most personalized music suggestions for…

信息检索 · 计算机科学 2022-05-10 Danila Rozhevskii , Jie Zhu , Boyuan Zhao

Music listening preferences at a given time depend on a wide range of contextual factors, such as user emotional state, location and activity at listening time, the day of the week, the time of the day, etc. It is therefore of great…

As music has become more available especially on music streaming platforms, people have started to have distinct preferences to fit to their varying listening situations, also known as context. Hence, there has been a growing interest in…

声音 · 计算机科学 2022-11-15 Karim M. Ibrahim , Elena V. Epure , Geoffroy Peeters , Gaël Richard

Music streaming services are increasingly popular among younger generations who seek social experiences through personal expression and sharing of subjective feelings in comments. However, such emotional aspects are often ignored by current…

人机交互 · 计算机科学 2023-08-09 Longfei Chen , Qianyu Liu , Chenyang Zhang , Yangkun Huang , Zhenhui Peng , Haipeng Zeng , Zhida Sun , Xiaojuan Ma , Quan Li

Users are able to access millions of songs through music streaming services like Spotify, Pandora, and Deezer. Access to such large catalogs, created a need for relevant song recommendations. However, user preferences are highly subjective…

信息检索 · 计算机科学 2020-09-08 Boning Gong , Mesut Kaya , Nava Tintarev

With the rapid growth of AI-generated content (AIGC) across domains such as music, video, and literature, the demand for emotionally aware recommendation systems has become increasingly important. Traditional recommender systems primarily…

信息检索 · 计算机科学 2025-12-15 Zheqi Hu , Xuanjing Chen , Jinlin Hu

Recommender system is one of the most critical technologies for large internet companies such as Amazon and TikTok. Although millions of users use recommender systems globally everyday, and indeed, much data analysis work has been done to…

信息检索 · 计算机科学 2025-05-29 Hao Wang

Driving and music listening are two inseparable everyday activities for millions of people today in the world. Considering the high correlation between music, mood and driving comfort and safety, it makes sense to use appropriate and…

人机交互 · 计算机科学 2020-06-26 Erion Çano , Riccardo Coppola , Eleonora Gargiulo , Marco Marengo , Maurizio Morisio

People have the ability to make sensible assumptions about other people's emotional states by being sympathetic, and because of our common sense of knowledge and the ability to think visually. Over the years, much research has been done on…

人机交互 · 计算机科学 2021-06-30 Stuti Sehgal , Harsh Sharma , Akshat Anand

Music has the power to evoke intense emotional experiences and regulate the mood of an individual. With the advent of online streaming services, research in music recommendation services has seen tremendous progress. Modern methods…

多媒体 · 计算机科学 2021-10-05 Kunal Vaswani , Yudhik Agrawal , Vinoo Alluri

This work investigates how listeners perceive and evaluate AI-generated as compared to human-composed music in the context of emotional resonance and regulation. Across a mixed-methods design, participants were exposed to both AI and human…

人机交互 · 计算机科学 2025-06-04 Kimaya Lecamwasam , Tishya Ray Chaudhuri

Music Emotion Recognition involves the automatic identification of emotional elements within music tracks, and it has garnered significant attention due to its broad applicability in the field of Music Information Retrieval. It can also be…

声音 · 计算机科学 2023-08-29 Kexin Zhu , Xulong Zhang , Jianzong Wang , Ning Cheng , Jing Xiao

Music plays a critical role in emotional regulation and stress relief; however, individuals often need different types of music tailored to their unique stress levels or surrounding environment. Choosing the right music can be challenging…

人机交互 · 计算机科学 2025-05-16 Xiaoyan Wei , Zebang Zhang , Zijian Yue , Hsiang-Ting Chen

Recommender Systems are an integral part of music sharing platforms. Often the aim of these systems is to increase the time, the user spends on the platform and hence having a high commercial value. The systems which aim at increasing the…

信息检索 · 计算机科学 2018-11-21 Noveen Sachdeva , Kartik Gupta , Vikram Pudi

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
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