scholarly journals Human Sentiment and Activity Recognition in Disaster Situations Using Social Media Images Based on Deep Learning

Sensors ◽  
2020 ◽  
Vol 20 (24) ◽  
pp. 7115
Author(s):  
Amin Muhammad Sadiq ◽  
Huynsik Ahn ◽  
Young Bok Choi
Keyword(s):  
Social Networks ◽  
Social Media ◽  
Large Scale ◽  
Activity Analysis ◽  
Physical Activities ◽  
Future Research ◽  
Crowd Sourcing ◽  
Emergency Relief ◽  
The Public ◽  
Text Streams

A rapidly increasing growth of social networks and the propensity of users to communicate their physical activities, thoughts, expressions, and viewpoints in text, visual, and audio material have opened up new possibilities and opportunities in sentiment and activity analysis. Although sentiment and activity analysis of text streams has been extensively studied in the literature, it is relatively recent yet challenging to evaluate sentiment and physical activities together from visuals such as photographs and videos. This paper emphasizes human sentiment in a socially crucial field, namely social media disaster/catastrophe analysis, with associated physical activity analysis. We suggest multi-tagging sentiment and associated activity analyzer fused with a a deep human count tracker, a pragmatic technique for multiple object tracking, and count in occluded circumstances with a reduced number of identity switches in disaster-related videos and images. A crowd-sourcing study has been conducted to analyze and annotate human activity and sentiments towards natural disasters and related images in social networks. The crowdsourcing study outcome into a large-scale benchmark dataset with three annotations sets each resolves distinct tasks. The presented analysis and dataset will anchor a baseline for future research in the domain. We believe that the proposed system will contribute to more viable communities by benefiting different stakeholders, such as news broadcasters, emergency relief organizations, and the public in general.

scholarly journals From Dark to Light: The Many Shades of Sharing Misinformation Online

2021 ◽  
Vol 9 (1) ◽  
pp. 134-143 ◽  
Author(s):  
Miriam J. Metzger ◽  
Andrew J. Flanagin ◽  
Paul Mena ◽  
Shan Jiang ◽  
Christo Wilson
Keyword(s):  
Social Networks ◽  
Social Media ◽  
Language Processing ◽  
Large Scale ◽  
Future Research ◽  
Online Networks ◽  
Wide Range ◽  
Report Data ◽  
Preliminary Study ◽  
The Many

Research typically presumes that people believe misinformation and propagate it through their social networks. Yet, a wide range of motivations for sharing misinformation might impact its spread, as well as people’s belief of it. By examining research on motivations for sharing news information generally, and misinformation specifically, we derive a range of motivations that broaden current understandings of the sharing of misinformation to include factors that may to some extent mitigate the presumed dangers of misinformation for society. To illustrate the utility of our viewpoint we report data from a preliminary study of people’s dis/belief reactions to misinformation shared on social media using natural language processing. Analyses of over 2,5 million comments demonstrate that misinformation on social media is often disbelieved. These insights are leveraged to propose directions for future research that incorporate a more inclusive understanding of the various motivations and strategies for sharing misinformation socially in large-scale online networks.

Change of Attitude, Technology and Practice: Identifying the Change for Increased Value Creation with Customer Co-creation

2017 ◽  
Vol 5 (1) ◽  
pp. 70-82
Author(s):  
Soumi Paul ◽  
Paola Peretti ◽  
Saroj Kumar Datta
Keyword(s):  
Social Media ◽  
New Product Development ◽  
Value Creation ◽  
Large Scale ◽  
Customer Orientation ◽  
Customer Relationships ◽  
Future Research ◽  
Management Competencies ◽  
Business Decisions ◽  
Prime Concern

Building customer relationships and customer equity is the prime concern in today’s business decisions. The emergence of internet, especially social media like Facebook and Twitter, changed traditional marketing thought to a great extent. The importance of customer orientation is reflected in the axiom, “The customer is the king”. A good number of organizations are engaging customers in their new product development activities via social media platforms. Co-creation, a new perspective in which customers are active co-creators of the products they buy and use, is currently challenging the traditional paradigm. The concept of co-creation involving the customer’s knowledge, creativity and judgment to generate value is considered not only an upcoming trend that introduces new products or services but also fitting their need and increasing value for money. Knowledge and innovation are inseparable. Knowledge management competencies and capacities are essential to any organization that aspires to be distinguished and innovative. The present work is an attempt to identify the change in value creation procedure along with one area of business, where co-creation can return significant dividends. It is on extending the brand or brand category through brand extension or line extension. This article, through an in depth literature review analysis, identifies the changes in every perspective of this paradigm shift and it presents a conceptual model of company-customer-brand-based co-creation activity via social media. The main objective is offering an agenda for future research of this emerging trend and ensuring the way to move from theory to practice. The paper acts as a proposal; it allows the organization to go for this change in a large scale and obtain early feedback on the idea presented. 

scholarly journals The public accountability of social platforms: lessons from a study on bots and trolls in the Brexit campaign

2018 ◽  
Vol 376 (2128) ◽  
pp. 20180003 ◽  
Author(s):  
Marco Bastos ◽  
Dan Mercea
Keyword(s):  
Social Media ◽  
Large Scale ◽  
Ethical Issues ◽  
Lessons Learned ◽  
Information Warfare ◽  
The Public ◽  
Social Media Platforms ◽  
Application Programming ◽  
Access To Data ◽  
The Uk

In this article, we review our study of 13 493 bot-like Twitter accounts that tweeted during the UK European Union membership referendum debate and disappeared from the platform after the ballot. We discuss the methodological challenges and lessons learned from a study that emerged in a period of increasing weaponization of social media and mounting concerns about information warfare. We address the challenges and shortcomings involved in bot detection, the extent to which disinformation campaigns on social media are effective, valid metrics for user exposure, activation and engagement in the context of disinformation campaigns, unsupervised and supervised posting protocols, along with infrastructure and ethical issues associated with social sciences research based on large-scale social media data. We argue for improving researchers' access to data associated with contentious issues and suggest that social media platforms should offer public application programming interfaces to allow researchers access to content generated on their networks. We conclude with reflections on the relevance of this research agenda to public policy. This article is part of a discussion meeting issue ‘The growing ubiquity of algorithms in society: implications, impacts and innovations'.

Value Creation in Business-to-Business Crowd Sourcing

Crowdsourcing ◽  
2019 ◽  
pp. 1419-1432
Author(s):  
Nina Helander ◽  
Hannu Kärkkäinen ◽  
Jari Jussila
Keyword(s):  
Social Media ◽  
Value Creation ◽  
Knowledge Society ◽  
Future Research ◽  
Full Potential ◽  
Crowd Sourcing ◽  
Multiple Case ◽  
Business To Consumer ◽  
Business To Business

In knowledge society the utilization of social media as a communication channel between people, groups and even companies is increasing. Current innovation and social media research has already shown the potential of crowdsourcing in the business-to-consumer (B2C) markets. The authors argue in this paper, however, that crowdsourcing has a great and yet partly undiscovered potential also in the context of business-to-business (B2B) markets. In order to get the full potential, a more detailed understanding of the logic of value creation in crowdsourcing activities between multiple stakeholders in B2B context is needed. This paper presents an exploratory study that is carried out as an empirical netnography-based multiple case study. The study opens up potential future research avenues by starting the discussion of value creation logic in B2B crowdsourcing. Practical implications are created through cases revealing what kind of value companies have already been able to gain from crowdsourcing in B2B context.

The Use of Social Media in Disaster Situations

2012 ◽  
pp. 11-24 ◽  
Author(s):  
Guido Lang ◽  
Raquel Benbunan-Fich
Keyword(s):  
Social Media ◽  
Media Use ◽  
Virginia Tech ◽  
Information Gathering ◽  
Future Research ◽  
Prior Work ◽  
Social Media Use ◽  
The Public ◽  
Virginia Tech Tragedy ◽  
Use Of Social Media

Recent disasters highlight the importance of social media supporting critical information gathering and dissemination efforts by members of the public. Given that disasters pose unique challenges and social media are evolving rapidly, how can one compare the effectiveness of social media in different disaster situations? Drawing from prior work on e-participation, this paper proposes a novel framework for social media use based on four key modules: selection, facilitation, deliberation, and aggregation. A comparative analysis of social media use following a man-made disaster (the 2007 Virginia Tech tragedy) and during a natural disaster (the 2009 Britain blizzard) exemplifies the value of the proposed framework. Future research can build on and leverage the present work by analyzing and incorporating additional cases on the use of social media in disaster situations.

Play It Like Beckham!

2017 ◽  
pp. 43-61
Author(s):  
Sylvaine Castellano ◽  
Insaf Khelladi
Keyword(s):  
Social Networks ◽  
Social Media ◽  
Academic Research ◽  
Future Research ◽  
The Internet ◽  
Research Directions ◽  
Media Usage ◽  
Future Research Directions ◽  
The Impact

New opportunities and challenges are emerging thanks to the growing Internet importance and social media usage. Although practitioners have already recognized the strategic dimension of e-reputation and the power of social media, academic research is still in its infancy when it comes to e-reputation determinants in a social networks context. A study was conducted in the sports setting to explore the impact of social networks on the sportspeople's e-reputation. Whereas the study emphasized (1) the influence of social networks' perception on the sportspeople's e-reputation, and the neutral roles of (2) the motives for following sportspeople online, and (3) the negative content on the Internet, additional insights are formulated on maintaining, restoring and managing e-reputation on social networks. Finally, future research directions are suggested on the role of image to control e-reputation.

Ethical and Privacy Implications of the use of Social Media during the Eyjafjallajokull Eruption Crisis

2014 ◽  
Vol 6 (4) ◽  
pp. 29-41 ◽  
Author(s):  
Hayley Watson ◽  
Rachel L. Finn
Keyword(s):  
Social Media ◽  
Crisis Management ◽  
Case Studies ◽  
Aviation Industry ◽  
Future Research ◽  
The Public ◽  
Ethical Implications ◽  
Ash Plume ◽  
Use Of Social Media

In a relatively new area of research for crisis management, this article presents a discussion of some of the privacy and ethical implications surrounding the use of social media in the event of a crisis. The article uses the travel chaos caused by the eruptions of the Eyjafjallajokull volcano in 2010 to contextualise the analysis. It begins by providing an overview of the use of social media in crisis management, before continuing to present two case studies of the use of social media by members of the public and the aviation industry during the crisis caused by the ash plume. The article then proceeds to examine some select ethical and privacy implications stemming from the use of social media such as privacy infringements and inequality. The article concludes by briefly summarising the findings and considering next steps for future research in this area.

scholarly journals Definitive guidelines toward effective mobile devices crowdtesting methodology

2020 ◽  
Vol 4 (2) ◽  
pp. 209-228
Author(s):  
Qamar Naith ◽  
Fabio Ciravegna
Keyword(s):  
Large Scale ◽  
Significant Proportion ◽  
Global Market ◽  
Future Research ◽  
Mobile Platforms ◽  
Content Type ◽  
The Public ◽  
Gig Economy ◽  
Development Teams ◽  
Application Developers

Purpose This paper aims to gauge developers’ perspectives regarding the participation of the public and anonymous crowd testers worldwide, with a range of varied experiences. It also aims to gather their needs that could reduce their concerns of dealing with the public crowd testers and increase the opportunity of using the crowdtesting platforms. Design/methodology/approach An online exploratory survey was conducted to gather information from the participants, which included 50 mobile application developers from various countries with diverse experiences across Android and iOS mobile platforms. Findings The findings revealed that a significant proportion (90%) of developers is potentially willing to perform testing via the public crowd testers worldwide. This on condition that several fundamental features were available, which enable them to achieve more realistic tests without artificial environments on large numbers of devices. The results also demonstrated that a group of developers does not consider testing as a serious job that they have to pay for, which can affect the gig-economy and global market. Originality/value This paper provides new insights for future research in the study of how acceptable it is to work with public and anonymous crowd workers, with varying levels of experience, to perform tasks in different domains and not only in software testing. In addition, it will assist individual or small development teams who have limited resources or who do not have thousands of testers in their private testing community, to perform large-scale testing of their products.

Social Media

2016 ◽  
Vol 5 (2) ◽  
pp. 31-38 ◽  
Author(s):  
Manpreet Kaur ◽  
Rajesh Verma
Keyword(s):  
Social Media ◽  
Political Parties ◽  
Low Cost ◽  
Social Networking Site ◽  
Internet Usage ◽  
Future Research ◽  
Extensive Literature ◽  
The Public ◽  
Advanced Analysis ◽  
Use Of Social Media

Internet usage has shown drastic growth in the initial half of the year 2015 in India. The user base has increased over 354 million and with this India has become the top second country after China in terms of internet usage. Facebook is the prime social networking site which is used by 96% of urban users, followed by Google Plus (61%), Twitter (43%) and LinkedIn (24%). This extensive use of social media by the public had attracted the attention of the politicians to use it for election campaigns and has given researchers a reason to find out how politicians are engaging the public through this platform. Influence of Social media on the electorate has been proved from its successful use in the US presidential election in 2008 and by political parties in the 2014 Lok Sabha elections in India. This paper intends to explore the use of social media and its effectiveness in political elections through an extensive literature review. Social media has become an effective tool for political engagement and political participation as it is a low cost media as compared to traditional media. The low cost of this media has made it one of the main source to get information for advanced analysis and in-depth understanding of the electoral process. This paper will provide an insight to politicians, political analysts, journalists and electoral candidates regarding social media usage. The paper will also present a future research agenda to study how political parties can benefit from use of social media and change their strategies to engage workers and the voters.

Connoted Quantity of Food-Label Modifier Terms

1992 ◽  
Vol 36 (5) ◽  
pp. 528-532 ◽  
Author(s):  
Michael J. Kalsher ◽  
Michael S. Wogalter ◽  
Carolyn M. Gilbert
Keyword(s):  
Large Scale ◽  
Food Product ◽  
Descriptive Study ◽  
Future Research ◽  
Purchase Decisions ◽  
Food Label ◽  
The Public ◽  
Nutrition Training ◽  
Implied Meaning ◽  
Optimal Set

This descriptive study examined a set of modifier terms (e.g., reduced, enriched) that might be used to indicate amounts of substances in food products. In the context of a mock shopping task, participants were asked to complete a survey that assessed the implied meaning of each of 55 terms, 28 connoting varying degrees of decrease and 27 connoting increase. For each set of modifier terms, participants estimated the amount that each term implied and the likelihood that they would purchase a food product with the term paired with substances that they were advised to consume or avoid. The results showed that the terms used in this study connoted a broad range of quantities. Several alternative terms not currently used or under consideration by the U.S. Food and Drug Administration may be effective in helping consumers make finer distinctions among products and, presumably, wiser purchase decisions. The results also suggest that caution be exercised when selecting modifier terms since some terms are less consistent in their connoted meaning than others. Thus, instead of arbitrarily selecting modifier terms and then initiating expensive, large-scale nutrition training programs to train the public, it is recommended that a limited number of modifier terms based on their extant meaning to a broad segment of the population should be used. Future research on developing an optimal set of modifier terms is discussed.

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