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The current policy of removing drill music videos from social media platforms such as YouTube remains controversial because it risks conflating the co-occurrence of drill rap and violence with a causal chain of the two. Empirically, we…

Social and Information Networks · Computer Science 2020-04-10 Bennett Kleinberg , Paul McFarlane

Sentiment analysis or opinion mining is the field of study related to analyze opinions, sentiments, evaluations, attitudes, and emotions of users which they express on social media and other online resources. The revolution of social media…

Social and Information Networks · Computer Science 2015-12-04 Muhammad Zubair Asghar , Shakeel Ahmad , Afsana Marwat , Fazal Masud Kundi

Sentiment or mood can express themselves on various levels in music. In automatic analysis, the actual audio data is usually analyzed, but the lyrics can also play a crucial role in the perception of moods. We first evaluate various models…

Sound · Computer Science 2024-05-06 Lea Schaab , Anna Kruspe

Lyrics play a crucial role in affecting and reinforcing emotional states by providing meaning and emotional connotations that interact with the acoustic properties of the music. Specific lyrical themes and emotions may intensify existing…

Information Retrieval · Computer Science 2024-08-29 Pavani Chowdary , Bhavyajeet Singh , Rajat Agarwal , Vinoo Alluri

Sentiment analysis, also called opinion mining, is the field of study that analyzes people's opinions,sentiments, attitudes and emotions. Songs are important to sentiment analysis since the songs and mood are mutually dependent on each…

Computation and Language · Computer Science 2018-06-12 Gangula Rama Rohit Reddy , Radhika Mamidi

Vlogs provide a rich public source of data in a novel setting. This paper examined the continuous sentiment styles employed in 27,333 vlogs using a dynamic intra-textual approach to sentiment analysis. Using unsupervised clustering, we…

Computation and Language · Computer Science 2018-08-30 Bennett Kleinberg , Maximilian Mozes , Isabelle van der Vegt

We employ Natural Language Processing techniques to analyse 377808 English song lyrics from the "Two Million Song Database" corpus, focusing on the expression of sexism across five decades (1960-2010) and the measurement of gender biases.…

Computers and Society · Computer Science 2023-05-03 Lorenzo Betti , Carlo Abrate , Andreas Kaltenbrunner

Sentiment analysis is a task of natural language processing which has recently attracted increasing attention. However, sentiment analysis research has mainly been carried out for the English language. Although Arabic is ramping up as one…

Computation and Language · Computer Science 2020-06-02 Oumaima Oueslati , Erik Cambria , Moez Ben HajHmida , Habib Ounelli

Using a dataset of more than 90,000 metal music reviews written by over 9,000 users in a period of 15 years, we analyse the genre structure of metal music with the aid of review text information. We model the relationships between genres…

Social and Information Networks · Computer Science 2022-02-15 Zhiheng Jiang , Hoai Nguyen Huynh

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…

Human-Computer Interaction · Computer Science 2023-08-09 Longfei Chen , Qianyu Liu , Chenyang Zhang , Yangkun Huang , Zhenhui Peng , Haipeng Zeng , Zhida Sun , Xiaojuan Ma , Quan Li

Music preference was reported as a factor, which could elicit innermost music emotion, entailing accurate ground-truth data and music therapy efficiency. This study executes statistical analysis to investigate the distinction of music…

Social Media offer a vast amount of geo-located and time-stamped textual content directly generated by people. This information can be analysed to obtain insights about the general state of a large population of users and to address…

Social and Information Networks · Computer Science 2013-04-22 Vasileios Lampos , Thomas Lansdall-Welfare , Ricardo Araya , Nello Cristianini

Musical preferences have been considered a mirror of the self. In this age of Big Data, online music streaming services allow us to capture ecologically valid music listening behavior and provide a rich source of information to identify…

Information Retrieval · Computer Science 2020-07-28 Aayush Surana , Yash Goyal , Manish Shrivastava , Suvi Saarikallio , Vinoo Alluri

This paper examines how emotional responses to football matches influence online discourse across digital spaces on Reddit. By analysing millions of posts from dozens of subreddits, it demonstrates that real-world events trigger sentiment…

Social and Information Networks · Computer Science 2025-06-06 Mark J. Hill

Individuals involved in gang-related activity use mainstream social media including Facebook and Twitter to express taunts and threats as well as grief and memorializing. However, identifying the impact of gang-related activity in order to…

Computation and Language · Computer Science 2023-04-25 Dhiraj Murthy , Constantine Caramanis , Koustav Rudra

Video watching had emerged as one of the most frequent media activities on the Internet. Yet, little is known about how users watch online video. Using two distinct YouTube datasets, a set of random YouTube videos crawled from the Web and a…

Human-Computer Interaction · Computer Science 2017-05-18 Minsu Park , Mor Naaman , Jonah Berger

The rapid evolution of the gaming industry, driven by technological advancements and a burgeoning community, necessitates a deeper understanding of user sentiments, especially as expressed on popular social media platforms like YouTube.…

Computation and Language · Computer Science 2025-11-11 Adi Danish Bin Muhammad Amin , Mohaiminul Islam Bhuiyan , Nur Shazwani Kamarudin , Zulfahmi Toh , Nur Syafiqah Nafis

The media frequently describes the 2017 Charlottesville 'Unite the Right' rally as a turning point for the alt-right and white supremacist movements. Social movement theory suggests that the media attention and public discourse concerning…

Computation and Language · Computer Science 2020-04-07 Isabelle van der Vegt , Maximilian Mozes , Paul Gill , Bennett Kleinberg

Online debates are often characterised by extreme polarisation and heated discussions among users. The presence of hate speech online is becoming increasingly problematic, making necessary the development of appropriate countermeasures. In…

Social and Information Networks · Computer Science 2021-05-31 Matteo Cinelli , Andraž Pelicon , Igor Mozetič , Walter Quattrociocchi , Petra Kralj Novak , Fabiana Zollo

We investigate the association between musical chords and lyrics by analyzing a large dataset of user-contributed guitar tablatures. Motivated by the idea that the emotional content of chords is reflected in the words used in corresponding…

Computation and Language · Computer Science 2022-11-22 Artemy Kolchinsky , Nakul Dhande , Kengjeun Park , Yong-Yeol Ahn
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