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相关论文: Deep learning based mood tagging for Chinese song …

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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

This paper paper develops a theory-based, explainable deep learning convolutional neural network (CNN) classifier to predict the time-varying emotional response to music. We design novel CNN filters that leverage the frequency harmonics…

声音 · 计算机科学 2024-08-15 Hortense Fong , Vineet Kumar , K. Sudhir

We propose a novel study on authorship attribution for Chinese lyrics, a domain where clean, public datasets are sorely lacking. Our contributions are twofold: (1) we create a new, balanced dataset of Chinese lyrics spanning multiple…

计算与语言 · 计算机科学 2025-12-01 Yuxin Li , Lorraine Xu , Meng Fan Wang

Music emotion recognition (MER) is usually regarded as a multi-label tagging task, and each segment of music can inspire specific emotion tags. Most researchers extract acoustic features from music and explore the relations between these…

多媒体 · 计算机科学 2017-04-20 Xin Liu , Qingcai Chen , Xiangping Wu , Yan Liu , Yang Liu

A lot of prior work on event extraction has exploited a variety of features to represent events. Such methods have several drawbacks: 1) the features are often specific for a particular domain and do not generalize well; 2) the features are…

计算与语言 · 计算机科学 2016-10-05 Yandi Xia , Yang Liu

The Chinese pronunciation system offers two characteristics that distinguish it from other languages: deep phonemic orthography and intonation variations. We are the first to argue that these two important properties can play a major role…

计算与语言 · 计算机科学 2019-01-24 Haiyun Peng , Yukun Ma , Soujanya Poria , Yang Li , Erik Cambria

Knowledge of users' emotion states helps improve human-computer interaction. In this work, we presented EmoNet, an emotion detector of Chinese daily dialogues based on deep convolutional neural networks. In order to maintain the original…

计算与语言 · 计算机科学 2017-10-04 Jialiang Zhao , Qi Gao

We propose MoodNet - A Deep Convolutional Neural Network based architecture to effectively predict the emotion associated with a piece of music given its audio and lyrical content.We evaluate different architectures consisting of varying…

音频与语音处理 · 电气工程与系统科学 2018-11-15 Aniruddha Bhattacharya , K. V. Kadambari

Learning a distinct representation for each sense of an ambiguous word could lead to more powerful and fine-grained models of vector-space representations. Yet while `multi-sense' methods have been proposed and tested on artificial…

计算与语言 · 计算机科学 2015-11-25 Jiwei Li , Dan Jurafsky

In this paper, we propose to adapt the method of mutual information maximization into the task of Chinese lyrics conditioned melody generation to improve the generation quality and diversity. We employ scheduled sampling and force decoding…

声音 · 计算机科学 2020-12-08 Ruibin Yuan , Ge Zhang , Anqiao Yang , Xinyue Zhang

This paper explores predicting suitable prosodic features for fine-grained emotion analysis from the discourse-level text. To obtain fine-grained emotional prosodic features as predictive values for our model, we extract a phoneme-level…

声音 · 计算机科学 2023-09-22 Xianhao Wei , Jia Jia , Xiang Li , Zhiyong Wu , Ziyi Wang

Text is the major method that is used for communication now a days, each and every day lots of text are created. In this paper the text data is used for the classification of the emotions. Emotions are the way of expression of the persons…

计算与语言 · 计算机科学 2019-01-11 Naveenkumar K S , Vinayakumar R , Soman KP

Songs have been found to profoundly impact human emotions, with lyrics having significant power to stimulate emotional changes in the audience. There is a scarcity of large, high quality in-domain datasets for lyrics-based song emotion…

计算与语言 · 计算机科学 2024-10-10 Jonathan Sakunkoo , Annabella Sakunkoo

Effective representation of a text is critical for various natural language processing tasks. For the particular task of Chinese sentiment analysis, it is important to understand and choose an effective representation of a text from…

计算与语言 · 计算机科学 2018-08-10 Pengfei Liu , Ji Zhang , Cane Wing-Ki Leung , Chao He , Thomas L. Griffiths

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

The rapid advancement of Large Language Models (LLMs) has spurred discussions about their potential to enhance quantitative trading strategies. LLMs excel in analyzing sentiments about listed companies from financial news, providing…

计算与语言 · 计算机科学 2024-05-07 Haohan Zhang , Fengrui Hua , Chengjin Xu , Hao Kong , Ruiting Zuo , Jian Guo

The study of public opinion can provide us with valuable information. The analysis of sentiment on social networks, such as Twitter or Facebook, has become a powerful means of learning about the users' opinions and has a wide range of…

计算与语言 · 计算机科学 2020-06-08 Nhan Cach Dang , María N. Moreno-García , Fernando De la Prieta

Sentiment Analysis is an important algorithm in Natural Language Processing which is used to detect sentiment within some text. In our project, we had chosen to work on analyzing reviews of various drugs which have been reviewed in form of…

计算与语言 · 计算机科学 2020-03-27 Sairamvinay Vijayaraghavan , Debraj Basu

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

Being able to predict whether a song can be a hit has impor- tant applications in the music industry. Although it is true that the popularity of a song can be greatly affected by exter- nal factors such as social and commercial influences,…

声音 · 计算机科学 2017-04-06 Li-Chia Yang , Szu-Yu Chou , Jen-Yu Liu , Yi-Hsuan Yang , Yi-An Chen