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Improving Credit Card Fraud Detection Using Transfer Learning And Data Resampling Techniques, Charmaine Eunice Mena Vinarta 2023 California State University - San Bernardino

Improving Credit Card Fraud Detection Using Transfer Learning And Data Resampling Techniques, Charmaine Eunice Mena Vinarta

Electronic Theses, Projects, and Dissertations

This Culminating Experience Project explores the use of machine learning algorithms to detect credit card fraud. The research questions are: Q1. What cross-domain techniques developed in other domains can be effectively adapted and applied to mitigate or eliminate credit card fraud, and how do these techniques compare in terms of fraud detection accuracy and efficiency? Q2. To what extent do synthetic data generation methods effectively mitigate the challenges posed by imbalanced datasets in credit card fraud detection, and how do these methods impact classification performance? Q3. To what extent can the combination of transfer learning and innovative data resampling techniques …


The Digital Engine Model: Lead Generation Through Applied Dcm Strategies, Kyle A. Huggins, John D. Hansen 2023 Belmont University

The Digital Engine Model: Lead Generation Through Applied Dcm Strategies, Kyle A. Huggins, John D. Hansen

Journal of Applied Marketing Theory

Digital Content Marketing (DCM) has become a primary tool for marketers in driving lead generation in today’s digital marketing world. Leading brands are creating and curating content trying to build brand equity and trust, connecting content to consumer action through brand story. And while strong theoretical models of content marketing have been discussed in the marketing literature, like Hollebeek and Macky (2019), there is a dearth of understanding about the application and direct impact of organic digital content strategies on marketing directives. This paper investigates an applied model, called The Digital Engine, which provides instruction on proper inbound marketing techniques …


Class Participation: Using Technology To Enhance Efficiency And Fairness, Benjamin GAN, Eng Lieh OUH 2023 Singapore Management University

Class Participation: Using Technology To Enhance Efficiency And Fairness, Benjamin Gan, Eng Lieh Ouh

Research Collection School Of Computing and Information Systems

Class participation can be considered as contribution to discussion, attendance, presentations, unsolicited responses, questions, comments, etc. What counts may vary across individual teachers. The more students participate, the less memorization they do, and the more they engage in higher levels of thinking, including interpretation, analysis, and synthesis. However, only a handful of students in many classrooms participate regularly, a phenomenon dubbed as "consolidation of responsibility". This study provides a literature review of inclass participation, as well as pedagogies and technologies that enhance participation. Pedagogies such as active learning, group learning, project-based learning and flipped classroom. Technologies to automate attendance taking, …


How Chatgpt Can Be Used As A Defense Mechanism For Cyber Attacks, Michelle Ayaim 2023 Old Dominion University

How Chatgpt Can Be Used As A Defense Mechanism For Cyber Attacks, Michelle Ayaim

Cybersecurity Undergraduate Research Showcase

The powers of OpenAI's groundbreaking AI language model, ChatGPT, startled millions of users when it was released in November. But for many, the tool's ability to further accomplish the goals of evil actors swiftly replaced their initial excitement with significant concerns. ChatGPT gives malicious actors additional ways to possibly compromise sophisticated cybersecurity software. Leaders in a sector that is currently suffering from a 38% global spike in data breaches in 2022 must acknowledge the rising influence of AI and take appropriate action. Cybercriminals are writing more complex and focused business email compromise (BEC) and other phishing emails with the assistance …


An Exploratory Content And Sentiment Analysis Of The Guardian Metaverse Articles Using Leximancer And Natural Language Processing, Sezai Tunca, Bulent Sezen, Violetta Wilk 2023 Edith Cowan University

An Exploratory Content And Sentiment Analysis Of The Guardian Metaverse Articles Using Leximancer And Natural Language Processing, Sezai Tunca, Bulent Sezen, Violetta Wilk

Research outputs 2022 to 2026

The metaverse has become one of the most popular concepts of recent times. Companies and entrepreneurs are fiercely competing to invest and take part in this virtual world. Millions of people globally are anticipated to spend much of their time in the metaverse, regardless of their age, gender, ethnicity, or culture. There are few comprehensive studies on the positive/negative sentiment and effect of the newly identified, but not well defined, metaverse concept that is already fast evolving the digital landscape. Thereby, this study aimed to better understand the metaverse concept, by, firstly, identifying the positive and negative sentiment characteristics and, …


Understanding The Impact Of Trade Policy Effect Uncertainty On Firm-Level Innovation Investment: A Deep Learning Approach, Daniel CHANG, Nan HU, Peng LIANG, Morgan SWINK 2023 Baylor University

Understanding The Impact Of Trade Policy Effect Uncertainty On Firm-Level Innovation Investment: A Deep Learning Approach, Daniel Chang, Nan Hu, Peng Liang, Morgan Swink

Research Collection School Of Computing and Information Systems

Integrating the real options perspective and resource dependence theory, this study examines how firms adjust their innovation investments to trade policy effect uncertainty (TPEU), a less studied type of firm specific, perceived environmental uncertainty in which managers have difficulty predicting how potential policy changes will affect business operations. To develop a text-based, context-dependent, time-varying measure of firm-level perceived TPEU, we apply Bidirectional Encoder Representations from Transformers (BERT), a state-of-the-art deep learning approach. We apply BERT to analyze the texts of mandatory Management Discussion and Analysis (MD&A) sections of annual reports for a sample of 22,669 firm-year observations from 3,181 unique …


Education As A Solution To Combat Rising Cybercrime Rates Against Children And Teenagers, Christian Javier Solis-Diaz 2023 California State University - San Bernardino

Education As A Solution To Combat Rising Cybercrime Rates Against Children And Teenagers, Christian Javier Solis-Diaz

Electronic Theses, Projects, and Dissertations

Ninety seven percent (97%) of people between the ages of 3 and 18 are found to be users of technology and internet services daily. This number also correlates with rising cyber crime rates against people in this age bracket. It is found that people between 3 and 18 years old are found to be technologically savvy but often lack the knowledge of how to protect themselves in online environments. Researchers have suggested that cybersecurity awareness training is an effective method at combating common forms of cyberattack such as social engineering. Social engineering attacks are found to make up 98% of …


Preparing Uk Students For The Workplace: The Acceptability Of A Gamified Cybersecurity Training, Oliver J. Mason, Siobhan Collman, Stella Kazamia, Ioana Boureanu 2023 University of Surrey

Preparing Uk Students For The Workplace: The Acceptability Of A Gamified Cybersecurity Training, Oliver J. Mason, Siobhan Collman, Stella Kazamia, Ioana Boureanu

Journal of Cybersecurity Education, Research and Practice

This pilot study aims to assess the acceptability of Open University’s training platform called Gamified Intelligent Cyber Aptitude and Skills Training course (GICAST), as a means of improving cybersecurity knowledge, attitudes, and behaviours in undergraduate students using both quantitative and qualitative methods. A mixed-methods, pre-post experimental design was employed. 43 self-selected participants were recruited via an online register and posters at the university (excluding IT related courses). Participants completed the Human Aspects of Information Security Questionnaire (HAIS-Q) and Fear of Missing Out (FoMO) Scale. They then completed all games and quizzes in the GICAST course before repeating the HAIS-Q and …


Integrity, Confidentiality, And Equity: Using Inquiry-Based Labs To Help Students Understand Ai And Cybersecurity, Richard C. Alexander, Liran Ma, Ze-Li Dou, Zhipeng Cai, Yan Huang 2023 Texas Christian University

Integrity, Confidentiality, And Equity: Using Inquiry-Based Labs To Help Students Understand Ai And Cybersecurity, Richard C. Alexander, Liran Ma, Ze-Li Dou, Zhipeng Cai, Yan Huang

Journal of Cybersecurity Education, Research and Practice

Recent advances in Artificial Intelligence (AI) have brought society closer to the long-held dream of creating machines to help with both common and complex tasks and functions. From recommending movies to detecting disease in its earliest stages, AI has become an aspect of daily life many people accept without scrutiny. Despite its functionality and promise, AI has inherent security risks that users should understand and programmers must be trained to address. The ICE (integrity, confidentiality, and equity) cybersecurity labs developed by a team of cybersecurity researchers addresses these vulnerabilities to AI models through a series of hands-on, inquiry-based labs. Through …


Analysis Of Us Airline Stocks Performance Using Latent Dirichlet Allocation (Lda), Amina Issoufou Anaroua 2023 Embry Riddle Aeronautical University

Analysis Of Us Airline Stocks Performance Using Latent Dirichlet Allocation (Lda), Amina Issoufou Anaroua

Beyond: Undergraduate Research Journal

Various events, such as changes in the interest rate or the hijacking of a commercial aircraft, can lead to significant shifts in airline stock performance. This study aimed to measure the impact of aviation-related news announcements on the stock performance of US airlines, focusing on different topics. The dataset included aviation news covering airlines, airports, regulations, safety, accidents, manufacturers, MRO, incidents, aviation training, general aviation, and others obtained from Aviation Voice. To uncover patterns that could explain the movements of US airline stocks, a natural language processing technique called Latent Dirichlet Allocation (LDA) was employed. The process involved text mining …


Technological Adoption And Changing World Of Work: Case Study Of Services Sector Workforce In Pakistan, Umer Khalid 2023 Director Research Policy Research Innovation Development and Education (PRIDE)

Technological Adoption And Changing World Of Work: Case Study Of Services Sector Workforce In Pakistan, Umer Khalid

CBER Conference

This study seeks to investigate the impact of technological adoption and the changing world of work on employment dynamics, job quality and wage structure in the context of a developing economy – Pakistan.


The Relationship Between Labor Market Institutions And Innovation In 177 European Regions Over The Period 2000-2015, Gaetano Perone 2023 University of Pisa, Italy

The Relationship Between Labor Market Institutions And Innovation In 177 European Regions Over The Period 2000-2015, Gaetano Perone

CBER Conference

The main goal of this paper was to investigate the relationship between a set of labor market institutions (LMIs) and innovation (proxied by patent density) in 174 NUT-1 and NUT-2 European regions, over the period 2000-2015. Fixed effects with Driscoll and Kraay's (1998) standard errors (FE-DK), ordinary least squares (OLS), the generalized method of moments estimation of the fixed effects (FE-GMM), and a multilevel model (MLM) were employed.


Building A Diverse Cybersecurity Workforce: A Study On Attracting Learners With Varied Educational Backgrounds, Mubashrah Saddiqa, Kristian Helmer Kjær Larsen1 Helmer Kjær Larsen, Robert Nedergaard Nielsen, Jens Myrup Pedersen 2023 Aalborg University, Denmark

Building A Diverse Cybersecurity Workforce: A Study On Attracting Learners With Varied Educational Backgrounds, Mubashrah Saddiqa, Kristian Helmer Kjær Larsen1 Helmer Kjær Larsen, Robert Nedergaard Nielsen, Jens Myrup Pedersen

Journal of Cybersecurity Education, Research and Practice

Cybersecurity has traditionally been perceived as a highly technical field, centered around hacking, programming, and network defense. However, this article contends that the scope of cybersecurity must transcend its technical confines to embrace a more inclusive approach. By incorporating various concepts such as privacy, data sharing, and ethics, cybersecurity can foster diversity among audiences with varying educational backgrounds, thereby cultivating a richer and more resilient security landscape. A more diverse cybersecurity workforce can provide a broader range of perspectives, experiences, and skills to address the complex and ever-evolving threats of the digital age. The research focuses on enhancing cybersecurity education …


Congressional Briefing: Support America’S Circular Economy By Upcycling Bourbon & Brewing Wastes In Reauthorizing The Farm Bill, Samuel Kessler 2023 University of Louisville

Congressional Briefing: Support America’S Circular Economy By Upcycling Bourbon & Brewing Wastes In Reauthorizing The Farm Bill, Samuel Kessler

Commonwealth Policy Papers

Following state level development of a new spent grain incentive system, leading to KY House Bill 627 in 2022, CPC’s Congressional Summit dialogue considered initial components and possibilities for designing an incentive to upcycle “keystone” organic wastes in regional economies across the US. For member offices, a set of general recommendations are provided for a national spent-grain upcycling incentive pilot program. It is suggested that staff of the Bourbon caucus consult with the references in this briefing and USDA Rural Development to consider further development of an incentive program in the reauthorization of the Farm Bill.

It is further urged …


Novus Ex Machina: Realise Your Organisation’S Creative Potential With Ai, Adam TATARYNOWICZ, Utz CLAASSEN 2023 Singapore Management University

Novus Ex Machina: Realise Your Organisation’S Creative Potential With Ai, Adam Tatarynowicz, Utz Claassen

Asian Management Insights

Innovation managers must learn how to harness AI’s transformative potential.


Money Changers Have Their Own Fintech Disruption To Grapple With, Aurobindo GHOSH 2023 Singapore Management University

Money Changers Have Their Own Fintech Disruption To Grapple With, Aurobindo Ghosh

Research Collection Lee Kong Chian School Of Business

In a commentary, SMU Assistant Professor of Finance (Education) and Director of the Citi Foundation-SMU Financial Literacy Programme for Young Adults Aurobindo Ghosh discussed the outlook for money changers in a world of multi-currency apps. He however noted money changers still have a role to play, and shared his views on how money changers can respond to technological disruption.


Determinants Of Business Organization’S Adoption Of Complex Innovative Product: A Case Of The Intelligent Iot System For Hog-Raising, Jingguan CAO 2023 Singapore Management University

Determinants Of Business Organization’S Adoption Of Complex Innovative Product: A Case Of The Intelligent Iot System For Hog-Raising, Jingguan Cao

Dissertations and Theses Collection (Open Access)

With the development of science and technology, various opportunities emerged for the application of complex innovative products. However, not all business organizations are willing to adopt complex innovative products although these products can improve efficiency and reduce costs of the organizations, because there are bound to be various problems in the early application of new technologies. Hence, it is important to find the key influencing factors for the acceptance of complex innovative products by business organizations. The Internet of Things (IoT) is a typical complex innovative product, and this dissertation takes the intelligent IoT system for hog-raising as a case …


The State-Led Platformisation Of Financial Services: Frictionless Ecosystems And An Expansive Logic Of "Smartness" In Singapore, Orlando WOODS, Tim BUNNELL, Lily KONG 2023 Singapore Management University

The State-Led Platformisation Of Financial Services: Frictionless Ecosystems And An Expansive Logic Of "Smartness" In Singapore, Orlando Woods, Tim Bunnell, Lily Kong

Research Collection College of Integrative Studies

This article explores the role of the state in driving the platformisation of industry, and in doing so offers a counterpoint to scholarship that focusses on the exploitative effects of private sector-led platformisation. That scholarship views platformisation as the latest incarnation of neoliberal urbanism, with the profit-maximising tendencies of the private sector driving the proliferation of platforms throughout everyday life. Notwith- standing, there remains a need to consider alternative models of platformisation. Drawing on 31 interviews with architects of Singapore’s Smart Nation initiative, we consider the state-led platformisation of financial services. We argue that state-led platformisation can open up marketplaces …


The Rise Of Multi-Homing In Asia's Ride-Hailing Industry, Hai WANG 2023 Singapore Management University

The Rise Of Multi-Homing In Asia's Ride-Hailing Industry, Hai Wang

Asian Management Insights

Getting it right secures environmental and economic wins for the present and future.


Deploying Business Ecosystems To Cope With Ecological Transformation, Arnoud Cyriel Leo DE MEYER 2023 Singapore Management University

Deploying Business Ecosystems To Cope With Ecological Transformation, Arnoud Cyriel Leo De Meyer

Research Collection Lee Kong Chian School Of Business

At a time when businesses must innovate quickly and in support of sustainability, "going it alone" is no longer the most effective or efficient model. Business ecosystems – networks of companies, researchers and other stakeholders each involved in a given value chain – offer an effective route to companies seeking not only to find new advantages, but to drive wider systemic change. When innovation takes place through ecosystems, often, the results are faster to diffuse through an industry or value chain. To address needs of the ecological transformation like the transition to clean fuels, this is exactly what is needed; …


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