scholarly journals Sentiment Analysis of Social Media Content for Music Recommendation

2021 ◽  
Vol 4 (1) ◽  
pp. 110-120
Author(s):  
S Akuma ◽  
P Obilikwu ◽  
E Ahar
Keyword(s):  
Social Media ◽  
Sentiment Analysis ◽  
Recommender System ◽  
Emotional State ◽  
Media Content ◽  
Random Testing ◽  
Music Recommendation ◽  
Social Media Platforms ◽  
High Predictability ◽  
Use Of Social Media

There is a growing use of social media for communication and entertainment. The information obtained from these social media platforms like Facebook, Linkedln, Twitter and so on can be used for inferring users’ emotional state. Users express their emotions on social media such as Twitter through text and emojis. Such expression can be harvested for the development of a recommender system. In this work, live tweets of users were harvested for the development of an emotion-based music recommender system. The emotions captured in this work include happy, fear, angry disgusted and sad. Users tweets in the form of emojis or text were matched with predefined variables to predict the emotion of users. Random testing of live tweets using the system was conducted and the result showed high predictability.

scholarly journals Music Recommendation System based on Emotions in User’s Social Media behaviour

2021 ◽  
Author(s):  
Ravidu Perera
Keyword(s):  
Social Media ◽  
Language Processing ◽  
Recommendation System ◽  
Media Content ◽  
Music Recommendation ◽  
Social Media Platforms ◽  
Emotional Behaviour ◽  
Emotional Conflicts ◽  
Processing Techniques ◽  
Music Recommendation System

<p>The modern lifestyle makes people more competitive. It can lead to more stressful situations in our lifestyle. With the changes in human emotional behaviour, they tend to share their feelings on social media platforms rather than communicating with relatives. Studies proved that people used to listen to music to avoid emotional situations in their life. But there is no proper way to get the most accurate music to listen to and avoid emotional conflicts.</p> <p> </p> <p>Resolving these conflicts, the music recommendation system based on emotion introduced. It analyses the users' recent social media content and detects the various kind of emotions. To ensure that the suggested music is relevant to users emotions, the lyrics analysing was done using natural language processing techniques to identify the music emotions. Most people pay attention to the meaning of the songs, that was the major reason to consider the emotions of the lyrics.</p>

Music Recommendation System based on Emotions in User’s Social Media behaviour

2021 ◽  
Author(s):  
Ravidu Perera
Keyword(s):  
Social Media ◽  
Language Processing ◽  
Recommendation System ◽  
Media Content ◽  
Music Recommendation ◽  
Social Media Platforms ◽  
Emotional Behaviour ◽  
Emotional Conflicts ◽  
Processing Techniques ◽  
Music Recommendation System

<p>The modern lifestyle makes people more competitive. It can lead to more stressful situations in our lifestyle. With the changes in human emotional behaviour, they tend to share their feelings on social media platforms rather than communicating with relatives. Studies proved that people used to listen to music to avoid emotional situations in their life. But there is no proper way to get the most accurate music to listen to and avoid emotional conflicts.</p> <p> </p> <p>Resolving these conflicts, the music recommendation system based on emotion introduced. It analyses the users' recent social media content and detects the various kind of emotions. To ensure that the suggested music is relevant to users emotions, the lyrics analysing was done using natural language processing techniques to identify the music emotions. Most people pay attention to the meaning of the songs, that was the major reason to consider the emotions of the lyrics.</p>

The Use of Social Media by the Botswana Government and Governance of Liquid Communication

Mousaion ◽  
2019 ◽  
Vol 37 (1) ◽  
Author(s):  
Tshepho Lydia Mosweu
Keyword(s):  
Social Media ◽  
Customer Service ◽  
Community Involvement ◽  
Media Content ◽  
Service Access ◽  
Communication Tool ◽  
African Countries ◽  
The World ◽  
The Government ◽  
Use Of Social Media

Social media as a communication tool has enabled governments around the world to interact with citizens for customer service, access to information and to direct community involvement needs. The trends around the world show recognition by governments that social media content may constitute records and should be managed accordingly. The literature shows that governments and organisations in other countries, particularly in Europe, have social media policies and strategies to guide the management of social media content, but there is less evidence among African countries. Thus the purpose of this paper is to examine the extent of usage of social media by the Botswana government in order to determine the necessity for the governance of liquid communication. Liquid communication here refers to the type of communication that goes easily back and forth between participants involved through social media. The ARMA principle of availability requires that where there is information governance, an organisation shall maintain its information assets in a manner that ensures their timely, efficient and accurate retrieval. The study adopted a qualitative case study approach where data were collected through documentary reviews and interviews among purposively selected employees of the Botswana government. This study revealed that the Botswana government has been actively using social media platforms to interact with its citizens since 2011 for increased access, usage and awareness of services offered by the government. Nonetheless, the study revealed that the government had no official documentation on the use of social media, and policies and strategies that dealt with the governance of liquid communication. This study recommends the governance of liquid communication to ensure timely, efficient and accurate retrieval when needed for business purposes.

Fuzzy based feature engineering architecture for sentiment analysis of medical discussion over online social networks

2021 ◽  
pp. 1-13
Author(s):  
C S Pavan Kumar ◽  
L D Dhinesh Babu
Keyword(s):  
Machine Learning ◽  
Social Networks ◽  
Social Media ◽  
Sentiment Analysis ◽  
Membership Function ◽  
Online Social Networks ◽  
Learning Model ◽  
Feature Engineering ◽  
Machine Learning Model ◽  
Social Media Platforms

Sentiment analysis is widely used to retrieve the hidden sentiments in medical discussions over Online Social Networking platforms such as Twitter, Facebook, Instagram. People often tend to convey their feelings concerning their medical problems over social media platforms. Practitioners and health care workers have started to observe these discussions to assess the impact of health-related issues among the people. This helps in providing better care to improve the quality of life. Dementia is a serious disease in western countries like the United States of America and the United Kingdom, and the respective governments are providing facilities to the affected people. There is much chatter over social media platforms concerning the patients’ care, healthy measures to be followed to avoid disease, check early indications. These chatters have to be carefully monitored to help the officials take necessary precautions for the betterment of the affected. A novel Feature engineering architecture that involves feature-split for sentiment analysis of medical chatter over online social networks with the pipeline is proposed that can be used on any Machine Learning model. The proposed model used the fuzzy membership function in refining the outputs. The machine learning model has obtained sentiment score is subjected to fuzzification and defuzzification by using the trapezoid membership function and center of sums method, respectively. Three datasets are considered for comparison of the proposed and the regular model. The proposed approach delivered better results than the normal approach and is proved to be an effective approach for sentiment analysis of medical discussions over online social networks.

iSA: A fast, scalable and accurate algorithm for sentiment analysis of social media content

2016 ◽  
Vol 367-368 ◽  
pp. 105-124 ◽  
Author(s):  
Andrea Ceron ◽  
Luigi Curini ◽  
Stefano Maria Iacus
Keyword(s):  
Social Media ◽  
Sentiment Analysis ◽  
Media Content

scholarly journals Faculty Use of Author Identifiers and Researcher Networking Tools

2017 ◽  
Vol 78 (2) ◽  
Author(s):  
Clara Y. Tran ◽  
Jennifer A. Lyon
Keyword(s):  
Social Media ◽  
Research Impact ◽  
State University ◽  
Cross Sectional Survey ◽  
Cross Sectional ◽  
Social Media Platforms ◽  
Low Levels ◽  
Use Of Social Media ◽  
Research Networking ◽  
Faculty Surveys

This cross-sectional survey focused on faculty use and knowledge of author identifiers and researcher networking systems, and professional use of social media, at a large state university. Results from 296 completed faculty surveys representing all disciplines (9.3% response rate) show low levels of awareness and variable resource preferences. The most utilized author identifier was ORCID while ResearchGate, LinkedIn, and Google Scholar were the top profiling systems. Faculty also reported some professional use of social media platforms. The survey data will be utilized to improve library services and develop intra-institutional collaborations in scholarly communication, research networking, and research impact.

scholarly journals Social Media in an Emergency: Use of Social Media in Rescuing Abducted School Girls in Nigeria

2019 ◽  
Vol 13 ◽  
pp. 67-75
Author(s):  
Muhammad Abdullahi Maigari ◽  
Uthman Abdullahi Abdul-Qadir
Keyword(s):  
Social Media ◽  
Secondary Sources ◽  
The Social ◽  
Security Challenges ◽  
Social Media Platforms ◽  
Information And Communication ◽  
School Girls ◽  
The Government ◽  
Use Of Social Media ◽  
Domestic Assistance

This paper examines the abduction of the schoolgirls in Chibok Local Government Area of Borno State, Nigeria in 2014. The paper examined how the abduction of the schoolgirls generated responses and support for the rescue of the abducted girls from people and organization from different parts of the globe. The Islamists terrorist organization operating in Borno State has attracted the attention of the world since 2009 when they started attacking government establishments and security installations northeast which later escalated to major cities in Northern Nigeria. Methodologically, the paper utilized secondary sources of data to analyze the phenomenon studied. The paper revealed that the development and innovations in information and communication technology which dismantled traditional and colonial boundaries enabled people to express support, solidarity and assist victims of conflict who resides millions of Kilometers away. This shows that Internet-based communications technology has reduced the distance of time and space that characterised traditional mass media. The campaign for the release of the schoolgirls on the social media platforms particularly Twitter and Facebook has tremendously contributed to the release of some of them. Furthermore, the girls freed from abduction have received proper attention: education and reintegration programmes which enable them to start post-abduction life. In this regard, social media has become a tool for supporting the government in moments of security challenges which the Bring Back Our Girls campaign attracted foreign and domestic assistance to Nigeria in the search of the abducted girls and the fight against the Islamist insurgents.

scholarly journals Instagram Influencer Analysis for Top 5 Categories in Turkey

2021 ◽  
Vol 12 (44) ◽  
pp. 22-36
Author(s):  
Busra ERTOGRUL ◽  
Gizem KILICSIZ ◽  
Aysun BOZANTA
Keyword(s):  
Social Media ◽  
Digital Identity ◽  
Ordinary People ◽  
Daily Lives ◽  
Social Media Platforms ◽  
The Difference ◽  
Marketing Tool ◽  
Use Of Social Media ◽  
The Relationship ◽  
New Jobs

Social media platforms have become an inevitable part of our daily lives. Companies that noticed the intense use of social media platforms started to use them as a marketing tool. Even ordinary people have become famous by social media and companies have been sending their products to them to try and advertise. Many people have gained a considerable amount of money in this way and today new jobs are emerged like "Youtuber" and "Instagram Influencer". Therefore, ordinary people realized the power of social media and many people started to strength their digital identity over social media. The question raising in people’s mind is that “What is the difference between the influencers and the ordinary people who have also digital identity over social media?”. This study examined Instagram influencers for five categories namely fashion, makeup, photography, travel, and fitness in Turkey. As an exploratory study, the relationship between the influencers’ average number of posts, the number of likes, the number of views, the number of comments, number of followers, and the number of following were examined. As well as the engagement rates of the followers to the influencers were calculated. In addition, the words they mostly used in the captions of the posts were examined.

scholarly journals Effectiveness Of The Use Of Instagram Social Media On Personal Branding Joko Widodo In The First Voters 2019 Election

2019 ◽  
Vol 9 (2) ◽  
pp. 63
Author(s):  
Ahnaf Rifky Saputra
Keyword(s):  
Social Media ◽  
Sampling Technique ◽  
The Public ◽  
Digital Era ◽  
Social Media Platforms ◽  
Independent Variable ◽  
Personal Branding ◽  
The Republic ◽  
Use Of Social Media ◽  
Positive Effect

In this digital era, all activities can be published to the public through social media. Many groups of people actively use social media ranging from students, adults, entrepreneurs and state officials. One of them is the seventh President of the Republic of Indonesia, Ir. H. Joko Widodo. Joko Widodo has a variety of social media platforms, social media with the most followers among other social media is Instagram. With a total of 16.5 million followers making him the leader of the country with the second most followers in the world. The content of uploads on Instagram of Joko Widodo is diverse and very massive, the things Joko Widodo does on Instagram social media is one way to form personal branding. Personal branding is a unique phenomenon because basically all people have their own characteristics, to get the results of long-lasting branding and provide maximum benefits, the branding process must come from authentic, real and original evidence. This study aims to determine how effective the use of social media instagram is for the formation of Joko Widodo's personal Branding to the 2019 First Election Voters who are still confused and need references to make choices in using their voting rights. This study uses a descriptive quantitative method of two variables. The independent variable in this study is the effectiveness of using social media instagram while the dependent variable is Joko Widodo's personal branding. This research was conducted by distributing questionnaires to 100 respondents using the Nonprobality Sampling technique. The results of this study state that the use of Instagram social media in delivering the desired message falls into the effective category with a percentage of 74.9% while the formation of personal branding for the first voters is included in the effective category with a percentage of 81.1%. The conclusion of this study is that the communication carried out by Joko Widodo's Instagram social media account took place effectively and had a positive effect on the formation of Joko Widodo's personal branding for the first voters of the 2019 Election. Keywords: Social Media, Instagram, Personal Branding, First Voters

scholarly journals The Use of Social Media in Public Relations at Non-Governmental Organisations in South Africa

2018 ◽  
Vol 10 (6(J)) ◽  
pp. 150-161
Author(s):  
G. Nchabeleng ◽  
CJ. Botha ◽  
CA Bisschoff
Keyword(s):  
South Africa ◽  
Social Media ◽  
Public Relations ◽  
Social Networking ◽  
Social Networking Sites ◽  
Instant Messaging ◽  
Public Relations Practitioners ◽  
Social Media Platforms ◽  
Use Of Social Media ◽  
The Way

Social media can be a useful tool in public relations in non-governmental organisations (NGOs), but do NGOs make use of social media in their quest for service delivery in South Africa? Social networking sites, blogging, email, instant messaging, and online journals are some of the technological changes that changed the way interaction between people and how they gather information. Although social media is mainly used for interactive dialogue and social interaction, the private sector soon realised that the web-based technologies (especially Facebook and Twitter) could also be a competitive business tool. Non-governmental organisations (NGOs) soon followed suit however at a slower pace than the general communication growth rate of social media in South Africa. This article examines if social networking sites have any impact on public relations practices of NGOs in South Africa – an environment where both customers and employees still struggle to take full advantage of social media. The critical literature findings increase the understanding of the current and future challenges of social media use in public relations at NGOs in South Africa. The study explores the main differences between traditional and social media, how social media is redefining public relations role, and shed some light on defining public relations practices, identify the uses, limitations and benefits of social media by public relations practitioners in NGOs. Recommendations for future communication research are given. Based on the literature, a qualitative research design collected data using semi-structured, individual interviews. The results revealed that social media platforms such as Facebook do have an effect, and even changed the way in which NGOs communicate. The study also revealed that social media certainly has an impact on public relations relationships. This means that it has become crucial that public relations practitioners at NOGs embrace and take advantage of social media, and that they should also invest in proper electronic platforms to reap the benefits of improved communication internally and externally.

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