Digital Commons Network^™

A Novel Framework For Dynamic Graph Representation Learning With Mamba, Ashish Pandey

Theses

Dynamic graph embedding is a key technique for modeling temporal dependencies in evolving networks. While transformer-based models perform well, their quadratic complexity limits scalability on long graph sequences. This thesis compares transformer approaches with the Mamba architecture-a linear-complexity state-space model—for temporal graph embedding.

Two frameworks are proposed: DG-Mamba and GDG-Mamba. DG-Mamba uses standard GCN-based spatial encoding, while GDG-Mamba incorporates domain-aware edge features using Graph Isomorphism Network with Edge Convolution (GraphGINE). Experiments on UCI, Reality Mining, Slashdot, Bitcoin-OTC, and SBM datasets show that Mamba-based models match or exceed transformer performance, especially on graphs with high temporal variability.

The thesis also applies …

Hybrid Sentiment Analysis Of Police Social Media: Managing Big Data Impact On Youth, Alunood Yousuf Alamiri

Theses

The pervasive influence of social media has reshaped public communication, particularly for institutions like law enforcement agencies that rely on these platforms to engage with the community. As police departments increasingly utilize social media to disseminate information, interact with the public, and manage public relations, the need for effective sentiment analysis becomes crucial. Understanding how police messages are received by the public, especially by the youth, who are among the most active and impressionable users of social media, is essential for maintaining public trust and ensuring effective communication. This thesis, seeks to develop a comprehensive solution for this challenge. The …

Predicting Patient No-Show Rate In Healthcare To Improve Operational Excellence, Saeed Ahmed Al Wari

Theses

The challenge of integrating no-show predictive models into healthcare environments is complex and multifaceted, extending far beyond the distinct technical challenge of building accurate models. This thesis will discuss more on the subject of incorporating machine learning into healthcare. While algorithmic accuracy and model validation are critical, they are a mere sub-system of a much larger operational, technological, ethical, legal and human ecosystem. Predictive models face mass deployment in healthcare systems which are complex networks of stakeholders across strict regulatory frameworks and deeply embedded workflows (AlMuhaideb et al., 2019). However, for these models to result in long term and real …

Future Of Inclusive Education In The Uae: Supporting Learning Disabilities In Higher Education, Christina Ayub

Theses

Inclusive education is a critical component of higher education, ensuring that students with learning disabilities (LDs) receive equitable access to academic opportunities and institutional support. While global advancements in inclusive education have been significant, the UAE’s higher education sector faces unique challenges in accommodating students with LDs, particularly as technological disruptions, demographic shifts, and evolving policies reshape the broader educational landscape. This research investigates how a higher education institution in the UAE, such as RIT Dubai, might adapt its support systems for students with LDs, such as ADHD, dyslexia, dyscalculia, dysgraphia, and dyspraxia, under a range of plausible future conditions …

Transmit And Deceive: Addressing The Insider Threat To Beacon Security, Noah Troy

Theses

IEEE 802.11 Beacon frames exist at the forefront of modern Wi-Fi networks and facilitate a wide array of essential network functionality, from discovery to time synchronization and even transmit power control. However, the central role Beacon frames play in initial network advertisement comes at the price of incomplete security guarantees, leaving these frames historically vulnerable to forgery and granting significant leverage over proximal wireless devices to a malicious actor that can effectively spoof them. With the publication of IEEE Std 802.11-2020, beacon protection was introduced to enable the authentication of received Beacon frames, placating most concerns. However, beacon protection is …

Shopping Quest: Transforming The Shopping Experience By Creating A More Immersive And Enjoyable Experience, Nagasai Vardhan Rao Sarvepalli

Theses

In the post-pandemic era, this thesis looks into how gamification and augmented reality (AR) can get customers back into physical retail settings. Brick-and-mortar stores have found it difficult to stay relevant as consumer preferences have shifted toward online convenience. Shopping Quest attempts to make in-store grocery shopping an engaging experience. The project started with qualitative surveys using a human-centered design process to determine the main frustrations of shoppers, which were navigation and remembering what to buy. The final idea makes use of a wearable AR interface that directs users with a virtual rocket and promotes exploration with collectible digital petals. …

Peach Street, Anastasia Lawrence

Theses

Peach Street connects to the universal phenomenon of losing innocence of childhood and navigating the perils and disappointments of the adult world and visualizes my ongoing experience with anxiety and what psychiatrists call derealization, the feeling of being detached from reality. Set in the same location as where I first felt immense panic, my photos create a fictional narrative where a small town, its residents, and the environment are being controlled by a force emanating from the town’s lake. The lake’s aura blinds the residents to its control, forcing them to live in a set way without personal expression or …

The Intersection Of Spirituality, Commerce, And Art In The Work Of William Keith, Joan Gallagher

Theses

This thesis examines the nineteenth-century Tonalist artist William Keith, focusing on how he successfully integrated commerce, art, and spirituality to achieve financial success, artistic innovation, and spiritual depth. While scholars often emphasize the symbolism and religiosity in his work, they tend to overlook his financial accomplishments. This study explores Keith's background, religious influences, and artistic development within the cultural, economic, and social context of nineteenth-century America. As a Tonalist, Keith produced popular works for the art market; as a Swedenborgian, his art reflected the spiritual principles of that faith. Unlike his East Coast counterparts, Keith’s California-based landscapes captured the dramatic …

End-To-End Systems Limitations In Hyperspectral Target Detection Using Parametric Modeling And Subpixel Lattice Targets For Validation, Chase Canas

Theses

Hyperspectral target detection applies algorithms to high-dimensional images to identify rare targets, or objects of interest, within cluttered scenes of diverse backgrounds. Computational demands of processing hyperspectral datasets, along with their limited availability in both public and private sectors, imposes challenges in assessing system-level limitations of detection. This research presents a methodology to quantify end-to-end sensitivities and limitations through statistical modeling across thousands of target detection scenarios. The objective is to identify specific parametric thresholds where detection begins to degrade, based on “knees” in detection curves derived from model outputs of various scenarios. The model considers subpixel targets, where an …

Realmweaver: Designing A Sandbox Simulation Game With Ai-Driven Storytelling, Tianzhe Fan

Theses

This paper introduces Realmweaver, a sandbox simulation game concept that combines artificial intelligence (AI) and procedural generation to balance player creativity and system automation. Realmweaver empowers players to create dynamic characters, build expansive worlds, and co-author narratives through adaptive AI systems. By leveraging technologies such as natural language processing and layered procedural algorithms, the game addresses challenges in maintaining narrative coherence and balancing user agency with system autonomy. The design framework integrates intuitive interfaces, including highlighted narrative systems and interactive hover functionality, ensuring accessibility while enhancing engagement. These features enable players to navigate complex systems and shape immersive worlds with …

Beyond Barcodes, Ritul Chaudhary

Theses

Beyond Barcodes is a conceptual zine that investigates the narratives encoded within barcodes and reinterprets receipts as tools to examine the emotional layers of consumer behavior. Often dismissed as transactional byproducts, receipts in this project are reframed as carriers of memory, identity and self-worth—reflecting personal values shaped by frugality, guilt, and inherited beliefs about money. The zine unfolds through a series of illustrated vignettes, each centered around a category of spending: groceries, essentials, dining, vanity, and experiences. This arc traces a journey from survival to indulgence, ending on a bittersweet note—critiquing how consumer culture quietly shapes how we spend, what …

Access To Justice For Deaf Defendants, Anna Zieba

Theses

Deaf individuals face systemic accessibility within the criminal justice system, which emphasizes the importance of the gaps in accommodations by the Americans with Disabilities Act (ADA). Inconsistent legal protection, limited access to interpreters, inadequate training for legal professionals, and a lack of technology resources obstruct effective communication for Deaf individuals. As a result, it prohibits achieving an effective and equitable legal outcome. This research paper will examine case studies, legal frameworks, and academic literature to highlight the critical need for reform, including mandatory Deaf culture training, standardized interpreting qualifications, and more resources to enable equitable access to justice.

From Contact To Care: A Comprehensive Analysis Of Mental Health Practices Across The Criminal Justice Continuum, Violet Ameele

Theses

This capstone attempts to gain a further understanding of the state of mental health training, protocols, and practices across the continuum of the criminal justice system. The various sections of this paper will look at law enforcement, corrections, and court/community and their roles in mental crisis training and interaction. As the topic of mental health is something increasingly discussed in the present day, it is also something that is in need of more research, in order to create higher standards when it comes to individuals with mental health concerns and ensuring that they receive the proper levels of care that …

Police, Prisons, Communities, And Courts: An Examination Of Criminal Legal System Responses To Neurodivergence, Rhys Miller Evans

Theses

Mental health in the United States is largely stigmatized and overlooked as a factor of crime. This capstone project critically analyzes the response of actors in the criminal legal system to neurodivergence and identifies areas for improvement.

Part One focuses on how police respond to those with mental health conditions and community-based supports that can reduce harm during these interactions. This chapter provides an overview of the prevalence of neurodivergence in the United States and how police are, or are not, trained to protect and serve this subset of the population. It explains the Memphis Model of crisis intervention and …

Silicon Photonics For Quantum Information, Evan Manfreda-Schulz

Theses

Quantum information science and technology (QIST) combines principles of quantum mechanics and information theory to develop new approaches for processing, transmitting, and sensing information. Practical realization of applications in QIST requires generation and validation of a significant amount of entanglement, which is not only a property but a logical resource. Silicon photonic integrated circuits (PICs) are an attractive platform for applications in QIST and for generating the entanglement resource because they are foundry-fabricated, are compatible with existing fiber optic infrastructure, have a small spatial footprint, and afford access to several high-dimensional (HD) degrees of freedom. This dissertation covers three projects …

Waylight: Mapping The Journey Of Faith, Emma Woerle

Theses

Waylight is a digital learning platform that reimagines how we explore the life of Jesus through maps, movement, and meaningful interaction. Designed to bridge the gap between static Bible study tools and the physical settings of Scripture, the platform allows users to follow curated journeys such as Miracles or Timelines across ancient Israel. The project began with experimental designs using three-dimensional terrain and literal religious symbols. These early versions lacked cohesion and felt visually heavy. As the work progressed, the design shifted toward a more refined two-dimensional aesthetic inspired by textures like layered paper and the craft of carpentry. This …

A Systematic Literature Review Of Behavior Analysis In Psychiatric Inpatient Settings, Stephanie Henry, Robbie Hanson

Theses

Applied behavior analysis (ABA) may be best known for the treatment of individuals with intellectual or developmental disabilities, such as those with autism spectrum disorder (ASD). However, ABA also has a long history of effective outcomes with other populations, such as with individuals who are admitted to inpatient psychiatric facilities (Dougher, 2004; Harvey et al., 2009). In 2018, 187,877 individuals in the United States were reported as receiving treatment for mental health disorders (Lutterman, 2022). Given behavior analysis’ success implementing operant procedures with these populations, an updated review of the literature on the use of behavior analysis within these settings …

From The Bleachers To The Browser: Redefining Fan Experience With Ar And Ai In Smaller Teams, Jennifer Lee Wunder

Theses

This project documents the creation and deployment of HootyHoo, an interactive augmented reality (AR) mascot experience designed for the O’Fallon Hoots, a small-scale collegiate summer baseball team. Built using accessible, open-source tools such as WebXR, Mixamo, Meshy, Botpress, Claude and ChatGPT, this prototype merges AI-driven conversation with animated 3D avatar interaction—redefining how fans engage with sports organizations digitally. Unlike enterprise-level applications used by professional franchises, HootyHoo is entirely browser-based, eliminating the need for app downloads and ensuring maximum accessibility for families and new fans with smartphones. The experience centers on Hooty, the team mascot, who answers questions about baseball and …

Countering The Traditional Feminine: The Abject In The Works Of Johanna Hamann, María Evelia Marmolejo, And Regina José Galindo, Sierra Myers

Theses

This thesis explores the ways in which Contemporary Latin American feminist artists have been able to subvert the Western constructed ideas of gender that work to locate the feminine Other as subordinate and inferior. Focusing on the installations and performances by Johanna Hamann, María Evelia Marmolejo, and Regina José Galindo, there is an emphasis on the role of the abject which is used to defamiliarize our established concepts of the traditional feminine in order to allow space for a redefinition and portrayal that excludes a detrimental modern semiology rooted in a zero point epistemology. By analyzing these artists' works in …

The Impact Of Tik Tok Marketing On Consumer Behavior In The Fashion Industry: Strategies For Effective Engagement And Sales Conversation, Latoya Burns

Theses

This thesis investigates the impact of TikTok marketing on consumer behavior within the fashion industry, focusing on strategies for effective engagement and sales conversion. As social media platforms, particularly TikTok, reshape the dynamics of fashion marketing, this research explores how short-form video content, influencer partnerships, and user-generated content (UGC) drive brand awareness, loyalty, and purchasing decisions among consumers, especially Gen Z and millennials. The study compares TikTok’s effectiveness to traditional marketing channels, highlighting the platform’s ability to foster interactive, real-time engagement and democratize trendsetting through its algorithm-driven content delivery. The thesis uses quantitative research to examine how TikTok influences consumer …

How The Industry Changed Video: Understanding The Shift In Video Content And Distribution, Erica Pellin

Theses

This project will investigate the way that digital video content is created and distributed with the creation of social media, and how it can be used for marketing. The final deliverable is a website broken down into many different topics to support the thesis statement. The website will include video content and photographs, in addition to written information, to provide readers with visual examples.

Horror Films And Why We Enjoy The Genre, Jessica Thomason

Theses

This project focuses on the research of horror films and why certain individuals enjoy the genre despite having taboo subjects. The primary focus is to find the answer to the research question “why do some individuals enjoy horror?”. The aim of this research was to identify a connection between why individuals enjoy horror through the content. The research then informed the creative process behind the painting series that accompanies this project.

Unveiling: The Exploration Of The Self And Ego Dissolution, Joseph Gonzales

Theses

This project explores self and ego dissolution through painting, engaging with Buddhist notions of no-self (Anatta), Christian Mystical union, and Jungian psychology to challenge the idea of a fixed identity. Through portraiture and figurative representation, the work visually explores impermanence and the tension between the individual and the collective consciousness, utilizing transparency, multiplicity, and symbolism. This research is grounded in a multidisciplinary approach, synthesizing visual art, philosophy, and psychology. By integrating Eastern and Western philosophies, this work expands the discourse on identity in contemporary art, contributing to broader conversations on the self and the ego within wisdom traditions and psychology. …

Definitively Unfinished: Abraham Cruzvillegas’ Autoconstrucción, Disability Aesthetics, And Crip Materiality, Benjamin Brobst-Renaud

Theses

Abraham Cruzvillegas’ Autoconstrucción project is the sculptural manifestation of an approach to artmaking rooted in the self-built and continually evolving forms of the neighborhood where Cruzvillegas grew up (Colonia Ajusco near Mexico City). While it might seem surprising to draw a comparison between the forms of Autoconstrucción and Disability Studies, and while Cruzvillegas does not literally depict the disabled human form, Autoconstrucción resonates deeply with this critical space. Disability Aesthetics, in Tobin Siebers’ formulation, is “an attempt to theorize the representation of disability in modern art and visual culture.” Similarly, Jessica Cooley’s Crip Materiality is a methodology that “locates disability …

Knot Alone: A 24/7 Live Chat App For Sewing Enthusiasts, Erica Frankenhoff

Theses

Knot Alone innovates support in the sewing industry by providing a 24/7 chat experience driven by community engagement. Unlike other forums or workshops with time limits, this platform guarantees interactive, personalized, and immediate guidance. Regardless of whether it’s a new beginner sewer learning how to thread a sewing machine, or a sewing enthusiast who is more advanced and is just figuring out issues with fabric tension, Knot Alone users can, at any hour, seek out professional advice. Professional advice will be provided by sewing educators and instructors, post graduate fashion students, and established sewing bloggers and influencers. By joining together …

Nextgen Humanities: A Digital Art History Pedagogical Revolution, Analisa Soverns-Reed

Theses

In response to the urgent need for more accessible, inclusive, and technologically relevant humanities education, the NextGen Humanities project was conceived as a digital initiative to reimagine pedagogical practices within art history and the broader humanities. Traditional perceptions of humanities disciplines as elite and static have contributed to declining engagement, necessitating innovative solutions that integrate open-access resources, digital tools, and inclusive frameworks. This project developed a publicly accessible platform curating free, vetted resources grounded in artificial intelligence (AI), virtual reality (VR), and open educational resources (OER), emphasizing critical engagement, cultural inclusivity, and technological adaptability. Methodologically, NextGen Humanities combined extensive literature …

Summit Disease: The Ecological Horror Of Empire, Nicholas Moore

Theses

This project focuses on the use of insect imagery in art and media and the theories and concepts that have been instrumental in understanding the cultural and political significance of insect species extinction and decline. I center my work on the concept of ecohorror and highlight several artists whose work depicts insect species and conveys anxieties over ecoprecarity and climate dysfunction. I argue that depictions of insects in art and media can be interpreted in two ways - insects as destructive, monstrous contaminants and insects as constructive, beneficial terraformers - and I rely on Hayao Miyazaki’s Nausicaa of the Valley …

Presence Through Absence: The Ark Of The Covenant And The Aniconic Image Of God In Early Israelite Religious Art, Natalie Rivas

Theses

This thesis investigates the Ark of the Covenant as a paradoxical visual and theological artifact within early Israelite religious art. While the Israelite tradition has long been characterized as aniconic (eschewing anthropomorphic representations of the divine) the Ark occupied a central role in ritual, worship, and religious identity. Prior scholarship has focused either on the Ark’s narrative function in biblical texts or its formal attributes as a cultic object. However, limited attention has been given to how the Ark embodies divine presence through the visual strategy of absence. This study argues that the Ark does not merely avoid figural representation …

The Queen Of Heaven: Evelyn De Morgan's Transcendence Of The Soul, Sarah Victoria Eller

Theses

This thesis examines the religious iconography in three key paintings by the Pre-Raphaelite artist Evelyn De Morgan, The Angel of Death, The Undiscovered Country, and Lux in Tenebris, and explores how they draw on Early Italian Renaissance visual traditions to depict themes of death and the soul’s transcendence. Recent scholarship has assessed De Morgan’s oeuvre through the feminist lens and emphasized her engagement with Spiritualism and the nineteenth-century revival of Swedenborgian philosophy. The Renaissance artist Sandro Botticelli has also been recognized as an influential reference for De Morgan, particularly in her mythologically themed works. This study expands on that scope …

20th Century Graphic Design Development: Bridging Theory, History, And Practice Through Russian Constructivism, Oscar A. Gonzalez Jr.

Theses

This project centers on examining Russian Constructivism as a design movement and its influence on contemporary graphic design practices. It focuses on bridging historical theory and visual style with modern studio work, particularly through the creation of LGBTQ+ advocacy posters inspired by Constructivist aesthetics. The aim is to analyze the formal visual elements of Russian Constructivism while producing original designs that engage with current issues of identity and inclusion. Additionally, the project explores how the integration of analog and digital techniques can elevate visual messaging and creative expression.