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Learning-Based Stock Trending Prediction By Incorporating Technical Indicators And Social Media Sentiment, Zhaoxia Wang, Zhenda Hu, Fang Li, Seng-Beng Ho, Erik Cambria May 2023

Learning-Based Stock Trending Prediction By Incorporating Technical Indicators And Social Media Sentiment, Zhaoxia Wang, Zhenda Hu, Fang Li, Seng-Beng Ho, Erik Cambria

Research Collection School Of Computing and Information Systems

Stock trending prediction is a challenging task due to its dynamic and nonlinear characteristics. With the development of social platform and artificial intelligence (AI), incorporating timely news and social media information into stock trending models becomes possible. However, most of the existing works focus on classification or regression problems when predicting stock market trending without fully considering the effects of different influence factors in different phases. To address this gap, this research solves stock trending prediction problem utilizing both technical indicators and sentiments of the social media text as influence factors in different situations. A 3-phase hybrid model is proposed …


Resale Hdb Price Prediction Considering Covid-19 Through Sentiment Analysis, Srinaath Anbu Durai, Zhaoxia Wang May 2023

Resale Hdb Price Prediction Considering Covid-19 Through Sentiment Analysis, Srinaath Anbu Durai, Zhaoxia Wang

Research Collection School Of Computing and Information Systems

Twitter sentiment has been used as a predictor to predict price values or trends in both the stock market and housing market. The pioneering works in this stream of research drew upon works in behavioural economics to show that sentiment or emotions impact economic decisions. Latest works in this stream focus on the algorithm used as opposed to the data used. A literature review of works in this stream through the lens of data used shows that there is a paucity of work that considers the impact of sentiments caused due to an external factor on either the stock or …


The Impact Of The Csr Messages Type On Corporate Image: A Cross-Cultural Investigation, Hansen Lee May 2023

The Impact Of The Csr Messages Type On Corporate Image: A Cross-Cultural Investigation, Hansen Lee

All Theses

This study investigates the impact of internal and external CSR messages on corporate image within a cross-cultural context. A 3 x 2 between-subjects experiment was conducted to examine the effects of CSR message types on general corporate image, trust, and credibility among U.S. and Chinese participants. The results revealed that U.S. and Chinese participants displayed varying levels of perceived corporate image and credibility. Chinese participants exhibited higher levels of trust, corporate image, and credibility after receiving CSR messages, regardless of type. Significant interaction effects were noted between CSR message type and culture on corporate image and credibility. Chinese participants had …


Autoethnography As Self-Portrait: An Autoethnographic Analysis Of Trauma-Sensemaking Through Art, Kally Werning May 2023

Autoethnography As Self-Portrait: An Autoethnographic Analysis Of Trauma-Sensemaking Through Art, Kally Werning

All Theses

This project thesis is centered around coping with early onset childhood trauma through an autoethnography of narrative and art creation. The goal of this project is to understand more deeply how the art making process synthesizes or disrupts trauma sense-making through the introspective lens of the artist as scholar. The project consists of an interactive art exhibit and this written scholarly analysis of the creation and display of this exhibit. This includes an introduction to my life as a trauma survivor and Greek-American woman, informed by communication scholarship and other relevant fields regarding narrative theory, Greek history, religious and trauma …


Transforming Black Students’ Higher Education Experiences And Lives: A Proposal For The Csu, Don Lundy May 2023

Transforming Black Students’ Higher Education Experiences And Lives: A Proposal For The Csu, Don Lundy

Electronic Theses, Projects, and Dissertations

For decades, a racial “achievement gap” has persisted in U.S. higher education. Specifically, White students have outperformed Black students on a number of indicators, including college admissions, standardized test scores, and graduation rates. This graduate project considers several explanations for this persistent inequity. The root of the problem, it argues, is U.S. higher education’s history of racism and exclusion and the oversaturation of whiteness in these institutions. In other words, U.S. higher education was built for and continues to serve White students at the expense of Black students. Historically Black Colleges and Universities (HBCUs) show us that when whiteness is …


Espacio, Edgar Perez Peña, Edgar Perez Peña May 2023

Espacio, Edgar Perez Peña, Edgar Perez Peña

Electronic Theses, Projects, and Dissertations

Edgar Perez Peña (He, Him, His) is a Queer, Chicanx contemporary figurative painter, who lives and works in the Los Angeles County. A native of Los Angeles, California, his paintings, and assemblages are a strong combination of process, materials, and content that displays his fascination on how physical/psychological space (from where he resides), reflects on the Queer Brown body and its comfort/discomfort in relation to public and private space.

Peña looks at his artistic practice as an opportunity to explore the human condition from the Queer and Brown perspective as well the beginning of healing through the meditative process of …


Social Media: Factors That Impact Sports, John Wilke Apr 2023

Social Media: Factors That Impact Sports, John Wilke

Undergraduate Research Symposium Podium Presentations

Sports have been a popular form of entertainment for centuries and have become more refined over time. As new forms of sports entertainment emerges, various factors will play a significant role in how much a participant will earn. This study will focus on social media, specifically Instagram, and how it plays a role in total earnings.


What Made You Choose?, Reyes Felix Apr 2023

What Made You Choose?, Reyes Felix

Undergraduate Research Symposium Posters

The social, revenue, and other differences between iPhones and Samsung phones are examined through netnography and literature reviews. Individuals were surveyed on their current and previous devices.


Intellectual Humility And Diversity, Emmanuel Gutierrez Apr 2023

Intellectual Humility And Diversity, Emmanuel Gutierrez

Undergraduate Research Symposium Lightning Talks

Intellectual humility has many positive effects which include enhanced perspectives, collaboration & reduced bias, and continued learning & adaptability. Using a personal narrative about the application of intellectual humility, 3 goals will be possible: bringing awareness, increasing collaboration, and encouraging diversity.


Positive And Negative Attitudes Towards Skincare Products, Jordan Rachelle Barcenas, Jessica Herrera Apr 2023

Positive And Negative Attitudes Towards Skincare Products, Jordan Rachelle Barcenas, Jessica Herrera

Undergraduate Research Symposium Posters

Understanding consumer attitudes about skincare products. Rise in skincare products from COVID. More demand for higher quality products. Examine price sensitivity, brand exclusivity, positive results, and clean ingredient preferences.


Social Media Marketing Related To Nike, Felipe Herrera Apr 2023

Social Media Marketing Related To Nike, Felipe Herrera

Undergraduate Research Symposium Posters

This research examines positive and negative attitudes about social media marketing within Nike. Understanding consumer attitudes about social media marketing is important because it affects our lives every day and we are exposed to it on a regular basis. Previous research about this product category showed that there are new tactics Nike is using to expand business, how the pandemic affected usage of social media, and the percentages of apps being used by adults in the last year. I conducted three netnography analyses by observing consumer groups on Facebook, Twitter, and Reddit social media platforms on Nike to understand consumer …


The Stylistic Achievement Of Mere Christianity, Gary L. Tandy Apr 2023

The Stylistic Achievement Of Mere Christianity, Gary L. Tandy

Sehnsucht: The C. S. Lewis Journal

This essay will not attempt to explain the cultural, sociological, and theological reasons for the ongoing relevance of Lewis’s Mere Christianity. It will, however, look closely at several aspects of the work in order to assess its rhetorical and literary achievement. It will also suggest that, while Lewis’ understanding of Christian doctrine and his mastery of logical argument are important (and have received the bulk of critical attention), the success of Mere Christianity has more to do with the style through which the author communicated its content. Specifically, Lewis’ rhetorical or apologetic theory led him to focus on the …


Patient Experiences Through Head And Neck Cancer: Information Delivery Combatting Psychological Distress, Eleah Stringer Msc., Julian J. Lum Phd., Jonathan Livergant Dr., Andre Kushniruk Phd. Apr 2023

Patient Experiences Through Head And Neck Cancer: Information Delivery Combatting Psychological Distress, Eleah Stringer Msc., Julian J. Lum Phd., Jonathan Livergant Dr., Andre Kushniruk Phd.

Patient Experience Journal

As part of a larger study investigating the utility of electronic decision support tools for patients with head and neck cancer (HNC), this article describes the patient experience of receiving cancer treatment in British Columbia, Canada. It aims to give voice to the patient experience and recommend a model of psychological adjustment for clinicians and clinical service management to consider to refine patient centric care pathways for HNC. Based in phenomenology, semi-structured interviews were conducted with 12 survivors of HNC, audio-video recorded, and thematically analyzed. Three themes were identified: (1) patients have high, though varying information needs; (2) an emotional …


Listening As Medicine: A Thematic Analysis, Rachel Kishton M.D., Heta Patel, Divya Saini, Jeffrey Millstein M.D., Aaron Levy Ph.D. Apr 2023

Listening As Medicine: A Thematic Analysis, Rachel Kishton M.D., Heta Patel, Divya Saini, Jeffrey Millstein M.D., Aaron Levy Ph.D.

Patient Experience Journal

Realizations of the importance of “the art of medicine” in trust-building and patient satisfaction have resulted in the incorporation of narrative medicine programs into training curricula. By learning how to respond to patient stories as well as communicate their own, healthcare providers can ensure that their patients feel heard and respected. This study seeks to define what constitutes empathetic listening through a qualitative analysis of personal narratives collected from patients, caregivers, and providers across an urban academic healthcare system. Stories (n=41) underwent thematic analysis to note common experiences related to listening during a health system encounter. Eighteen grounded codes were …


Spartan Daily, April 27, 2023, San Jose State University, School Of Journalism And Mass Communications Apr 2023

Spartan Daily, April 27, 2023, San Jose State University, School Of Journalism And Mass Communications

Spartan Daily, 2023

Volume 160, Issue 37


Mixed Speak: Towards A Re-Poetics Of Race And Self, Celina Mizuki Ohga Samuelson Apr 2023

Mixed Speak: Towards A Re-Poetics Of Race And Self, Celina Mizuki Ohga Samuelson

Media and Cultural Studies Honors Projects

This paper tells the stories of mixed-race Japanese people. I engage in a re-poetics, positing storytelling as an essential tool into complicating our understandings of race and self. I examine the relationship between language and race, exploring how subjects existing within a space of mixedness navigate identity-formation and racial belonging. Operating under a socio-constructivist lens, I begin with a brief re-telling of the history of race in Japan, re-framing mythologies of race throughout literature, legislation, and into national and colonial projects. While popular discourse alleges Japan was and is a country of racial homogeneity, I argue that this falsifies colonial …


107 - Identity Salience And Asian Media Representation, Aaron Enriquez Apr 2023

107 - Identity Salience And Asian Media Representation, Aaron Enriquez

GREAT Day Posters

Asian representation in media has had recent breakthrough. Films such as Everything, Everywhere, All at Once, Fire Island, Crazy Rich Asians, and influencers such as Bretman Rock, Joel Kim Booster, Jessica Vu, and more influential people and forms of media have received great appraisal and attention for being pioneers of Asian representation that Asian-media consumers have longed for. This research project is a pilot study that will examine identity salience of Asian individuals through the media portrayal of Asian people. Identity salience refers to the value of identity to an individual, and this project examines how identity …


Social Media's Impact On The Puerto Rican Diaspora After Hurricane Maria, Heidi Lynn Steidel Ii Camacho Apr 2023

Social Media's Impact On The Puerto Rican Diaspora After Hurricane Maria, Heidi Lynn Steidel Ii Camacho

Theses and Dissertations

Puerto Rico has belonged to the United States for more than a century. In 1898, more than two decades after the Spanish American War, Spain formally ceded the island to the United States. Just over 20 years later, islanders officially became American citizens. Since then, the 100-mile-long by 35-mile-wide island has experienced economic and political crises, the COVID-19 pandemic, and life-threatening natural disasters. These events provoked a vast fluctuation in its population. After Hurricane Maria unfolded in September 2017, more than 200,000 Puerto Ricans moved to the continental United States to start new lives (Schwartz, 2018). This qualitative study sheds …


Implementation Of Health Communication In Tb Management In Indonesia, Olih Solihin, Djuara P. Lubis, Pudji Muljono, Siti Amanah Apr 2023

Implementation Of Health Communication In Tb Management In Indonesia, Olih Solihin, Djuara P. Lubis, Pudji Muljono, Siti Amanah

Library Philosophy and Practice (e-journal)

Tuberculosis (TB) remains a public health problem in Indonesia despite various efforts to combat it. TB is the leading cause of death in Indonesia and requires more comprehensive action, including in health communication. Indonesia ranks second after India in the number of TB cases and fourth in TB deaths in Asia. Efforts to address TB in Indonesia continue, including the implementation of more comprehensive prevention and treatment programs and effective health communication campaigns. However, the implementation of health communication in TB management in Indonesia still faces challenges such as infrastructure, policy, human resources, and community participation. Evaluation of the effectiveness …


Cultural Health Literacy: A Case Study Of Somali Refugee's Information-Seeking Behavior And Health Communication Praxis, Andrea Mckinnon Apr 2023

Cultural Health Literacy: A Case Study Of Somali Refugee's Information-Seeking Behavior And Health Communication Praxis, Andrea Mckinnon

Doctoral Dissertations and Projects

This case study examines Somalian refugees who have sought health information from a trusted source and how it affected their health decision. Health literacy, the ability to find, understand, and use health information and make health decisions, is an understood barrier to achieving optimal health. Social determinants affect an individual’s ability to access and appropriately use the information for decision-making. The communication inequality theory states that health disparities occur when communication inequalities transpire across the communication continuum, and inequitable access to learning manifests within specific individuals or groups. Research data was collected using a sociodemographic and SNS use questionnaire and …


Mothers’ Use Of Internal State Words With Toddlers With And Without Hearing Loss During Natural Play, Sarah D. Screnock Apr 2023

Mothers’ Use Of Internal State Words With Toddlers With And Without Hearing Loss During Natural Play, Sarah D. Screnock

Honors Capstones

This study examined differences between mothers’ use of internal state words with toddlers with hearing loss and toddlers without hearing loss. Mothers’ speech to toddlers without hearing loss and mothers of toddlers with hearing loss while engaging in natural play was transcribed and analyzed using Systematic Analysis of Language Transcripts (SALT) software. Twelve toddlers with hearing loss were age matched with 12 toddlers without hearing loss and were also language matched with twelve additional toddlers without hearing loss to create three participant groups- hearing loss, age matched, and MLU matched controls. Mothers’ internal state words were identified and categorized by …


A Fake Future: The Threat Of Foreign Disinformation On The U.S. And Its Allies, Brandon M. Rubsamen Apr 2023

A Fake Future: The Threat Of Foreign Disinformation On The U.S. And Its Allies, Brandon M. Rubsamen

Global Tides

This paper attempts to explain the threat that foreign disinformation poses for the United States Intelligence Community and its allies. The paper examines Russian disinformation from both a historical and contemporary context and how its effect on Western democracies may only be exacerbated in light of Chinese involvement and evolving technologies. Fortunately, the paper also studies practices and strategies that the United States Intelligence Community and its allied foreign counterparts may use to respond. It is hoped that this study will help shed further light on Russian and Chinese disinformation campaigns and explain how the Intelligence Community can efficiently react.


Far From Home, Daniela Matta Chang Apr 2023

Far From Home, Daniela Matta Chang

Honors Theses

Far From Home is a video documentary that focuses on International Students and their experiences of studying abroad. This documentary explores certain aspects of moving to the US for college, such as the motivation behind this significant decision, while shedding light on potential challenges that these students may encounter along their journey. Participants from different countries share their personal experiences and thoughts. Through candid interviews, they answer questions addressing a wide range of topics, including education, culture, language, social life and work opportunities. The participants in the documentary are all college students who moved to the United States specifically to …


Cognitive Dissonance Theory: Cassian Andor's Conflicted Personal Self In Rogue One: Star Wars Story, Jennifer Berkebile Apr 2023

Cognitive Dissonance Theory: Cassian Andor's Conflicted Personal Self In Rogue One: Star Wars Story, Jennifer Berkebile

Liberty University Research Week

Undergraduate

Textual or Investigative


The Cowl - V. 87 N. 16 - April 20, 2023 Apr 2023

The Cowl - V. 87 N. 16 - April 20, 2023

The Cowl

The Cowl - student newspaper of Providence College. Vol. 87 No. 16 - April 20, 2023. 24 pages.


Content-Based Unsupervised Fake News Detection On Ukraine-Russia War, Yucheol Shin, Yvan Sojdehei, Limin Zheng, Brad Blanchard Apr 2023

Content-Based Unsupervised Fake News Detection On Ukraine-Russia War, Yucheol Shin, Yvan Sojdehei, Limin Zheng, Brad Blanchard

SMU Data Science Review

The Ukrainian-Russian war has garnered significant attention worldwide, with fake news obstructing the formation of public opinion and disseminating false information. This scholarly paper explores the use of unsupervised learning methods and the Bidirectional Encoder Representations from Transformers (BERT) to detect fake news in news articles from various sources. BERT topic modeling is applied to cluster news articles by their respective topics, followed by summarization to measure the similarity scores. The hypothesis posits that topics with larger variances are more likely to contain fake news. The proposed method was evaluated using a dataset of approximately 1000 labeled news articles related …


Re: Beyond Fake News, Nate Floyd, Jaclyn Spraetz Apr 2023

Re: Beyond Fake News, Nate Floyd, Jaclyn Spraetz

Journal of Media Literacy Education

A student success librarian with a Ph.D. in mass communication and an information literacy librarian with an M.A. in secondary English education describe their efforts to innovate in the field of news literacy by incorporating the media effects research tradition. By highlighting the emotional, behavioral, and cognitive elements of information processing, the authors hope to show students how professional norms, institutional and market pressures shape the news while their own predispositions influence how they interpret the news they consume. The authors emphasize agenda-setting and framing, two fundamental media effects paradigms, and report on their effort to develop news literacy classes …


Fit For Purpose? Taking A Closer Look At The Uk’S Online Media Literacy Strategy, Poppy Gibson, Steve Connolly Apr 2023

Fit For Purpose? Taking A Closer Look At The Uk’S Online Media Literacy Strategy, Poppy Gibson, Steve Connolly

Journal of Media Literacy Education

Now more than ever, media literacy is essential as we navigate our daily lives (Mesquita-Romero et al., 2022). The COVID-19 pandemic highlighted how we need to frequently navigate media spaces filled with changing, and not always credible, information (Austin et al., 2021). Media literacy affects our habits as well as our social connections (Hobbs, 2021). This short opinion piece from two educators in the field provides an exploration of the Online Media Literacy Strategy (OMLS) published by the Department for Culture, Media and Sport, UK, in 2021. The aim of the OMLS was to predict how media literacy may evolve …


In My Secret Life: Reflections On Media Life, Learning, And Research, Vojtěch Hodboď Apr 2023

In My Secret Life: Reflections On Media Life, Learning, And Research, Vojtěch Hodboď

Journal of Media Literacy Education

This paper describes a year-long ethnographic, phenomenologically hermeneutically oriented project of research and practical education that focused on a) the media experiences of adolescents aged 15-17, and b) nurturing adolescents’ ability to reflect upon their lived media experiences. Autoethnography is used to illustrate a day in the life of a teacher and researcher who takes a holistic approach to media learning and to explore how self-reflection can enrich both students’ lives and learning and professional research, in a mediatized world. The author reflects on his own media experiences and exposes an inner dialogue about the role media plays in his …


Egyptian University Students’ Smartphone Addiction And Their Digital Media Literacy Level, Abdelmohsen Hamed Okela Apr 2023

Egyptian University Students’ Smartphone Addiction And Their Digital Media Literacy Level, Abdelmohsen Hamed Okela

Journal of Media Literacy Education

This study examined the correlation between Egyptian university students’ smartphone addiction and digital media literacy. Data were gathered from a sample of 558 students enrolled at Minia University, aged 18-22, using an online questionnaire. Results revealed a significant positive correlation between smartphone overuse and digital media literacy levels. Moreover, it was found that university students obtained higher scores on the smartphone addiction scale, and social networking applications (e.g., WhatsApp, Instagram, and TikTok). Also, it was found that smartphone gaming, learning, and entertainment apps increase the likelihood of smartphone addiction and boost digital media literacy levels. These findings suggest that smartphone …