scholarly journals USAD: An Intelligent System for Slang and Abusive Text Detection in PERSO-Arabic-Scripted Urdu

Complexity ◽  
2020 ◽  
Vol 2020 ◽  
pp. 1-7
Author(s):  
Nauman Ul Haq ◽  
Mohib Ullah ◽  
Rafiullah Khan ◽  
Arshad Ahmad ◽  
Ahmad Almogren ◽  
...  

The use of slang, abusive, and offensive language has become common practice on social media. Even though social media companies have censorship polices for slang, abusive, vulgar, and offensive language, due to limited resources and research in the automatic detection of abusive language mechanisms other than English, this condemnable act is still practiced. This study proposes USAD (Urdu Slang and Abusive words Detection), a lexicon-based intelligent framework to detect abusive and slang words in Perso-Arabic-scripted Urdu Tweets. Furthermore, due to the nonavailability of the standard dataset, we also design and annotate a dataset of abusive, offensive, and slang word Perso-Arabic-scripted Urdu as our second significant contribution for future research. The results show that our proposed USAD model can identify 72.6% correctly as abusive or nonabusive Tweet. Additionally, we have also identified some key factors that can help the researchers improve their abusive language detection models.

Author(s):  
Vildan Mercan ◽  
Akhtar Jamil ◽  
Alaa Ali Hameed ◽  
Irfan Ahmed Magsi ◽  
Sibghatullah Bazai ◽  
...  

2021 ◽  
Author(s):  
Joanna Sleigh ◽  
Julia Amann ◽  
Manuel Schneider ◽  
Effy Vayena

Abstract Background: In a pandemic, when timely and clear communication is important, visuals on social media can help citizens quickly find and understand health risk information. In recognition of visuality and social media’s value during a crisis, we investigated popular Covid-19 risk communication with visuals posted on the platform Twitter. Looking at tweet authors, their use of graphics, the preventative messages, and risk framing, our objective was to determine how visual communication on Twitter promoted WHO Covid-19 health recommendations.Methods: We sourced Twitter’s 500 most retweeted Covid-19 messages for each month from January - October 2020 using Crowdbreaks. Included tweets had to have visuals, be in English, come from verified accounts, and contain at least one of the keywords ‘covid19', 'coronavirus', 'corona', or 'covid’. Following a retrospective approach, we then performed a qualitative content analysis of the tweets’ text and visuals. Results: Most of the tweets analysed came from influencers - individuals with many followers (51%), followed by media companies (30%), and health and government institutions (15%). At the start of the pandemic, the latter two were most prevalent. Analysis of visual formats showed that photographs were most common, and the majority of tweets combined them with other graphic types (55%). 68% of tweets had text in their visual, 42% of all visuals were animated, and 26% included a URL. ‘Stay home’ and ‘wear a mask’ were the most frequently communicated Covid-19 preventative measures. 70% of tweets used risk framing (emphasising health gains or loss), and 32% had tones of critique.Conclusion: This study found that the most retweeted Covid-19 preventative measures with visuals mostly came from individuals, showing that health and government organisations were not alone in promoting preventative measures on Twitter. This stresses the important role individuals play in the dissemination of information using social media during a health crisis. The finding that more tweets used health loss framing, often combined with the emotive medium of photographs, raises concerns about persuasive tactics feeding on fear. Future research is needed to better understand this approach's consequences and its impact on public perceptions and behaviours.


2019 ◽  
Vol 39 (4) ◽  
pp. 415-430 ◽  
Author(s):  
Sascha Kraus ◽  
Johanna Gast ◽  
Moritz Schleich ◽  
Paul Jones ◽  
Michael Ritter

Despite the growing literature dealing with social media marketing (SMM) in small and medium-sized enterprises (SMEs), one area that has not been fully explored is the creation of the content itself. SMEs typically do not have the same resources available that larger companies possess. Therefore, they have to find alternative ways to compensate for this weakness. This study analyzes SMEs’ SMM content creation, specifically on Facebook. By first scanning existing literature for essential factors for content creation, a theoretical foundation for the empirical part is presented. A qualitative approach was applied through the use of semi-structured interviews with eight SMEs. The findings suggest that it is difficult for most SMEs to efficiently use available resources, but also that minimal resources are required to create engaging content. Moreover, SMEs are typically aware of the majority of elements that influence content creation, at least to a certain extent, and that they should have established processes and routines to overcome the burden of limited resources. The study concludes with directions for future research and practical recommendations.


2021 ◽  
Vol 1911 (1) ◽  
pp. 012012
Author(s):  
R Geetha ◽  
S Karthika ◽  
Chaluvadi Jwala Sowmika ◽  
Bharathi M Janani

2021 ◽  
Vol 17 (1) ◽  
Author(s):  
Bab Shah ◽  

The main aim of this study is to examine the key factors that influence future purchase intention and shape the consumers’ attitude towards brand social media pages. Data were collected through a questionnaire survey from Lahore city, Pakistan. A total number of 380 responses were collected from which 274 were analyzed by using structural equation modeling. The outcomes of the study shows that brand credibility, brand familiarity, and attitude towards brand social media page are the key factors of future purchase intention. Moreover, the study found a negative significant association of brand familiarity and e-wom with future purchase intention for the female group. The study further found that involvement is positively significantly associated with consumers' attitudes towards social media. So far; no study examines the factors of future purchase intention based on gender. This study contributes to explaining the inconsistent results between e-WOM and future purchase intention. Implication concerning offers for managerial brand marketers, firms, and research practices and directions for future research presented.


2020 ◽  
Author(s):  
Mahen Herath ◽  
Thushari Atapattu ◽  
Hoang Anh Dung ◽  
Christoph Treude ◽  
Katrina Falkner

2021 ◽  
Author(s):  
Nobal B. Niraula ◽  
Saurab Dulal ◽  
Diwa Koirala

2017 ◽  
Vol 5 (1) ◽  
pp. 70-82
Author(s):  
Soumi Paul ◽  
Paola Peretti ◽  
Saroj Kumar Datta

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. 


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