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USF Tampa Graduate Theses and Dissertations

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Beliefs Of Male Elementary School Special Education And General Education Teachers Regarding Full Inclusion For Students With Autism Spectrum Disorder In Saudi Arabia, Sultan Alanazi Mar 2024

Beliefs Of Male Elementary School Special Education And General Education Teachers Regarding Full Inclusion For Students With Autism Spectrum Disorder In Saudi Arabia, Sultan Alanazi

USF Tampa Graduate Theses and Dissertations

AbstractThe current educational settings for students with Autism Spectrum Disorders (ASD) in Saudi Arabia consist of special institutions for students with intellectual disabilities and special classrooms within public schools. The Ministry of Education in Saudi Arabia is interested in full inclusion for students with ASD because of the social, psychological, and educational benefits it can provide them. One crucial factor for achieving full inclusion is considering elementary teachers’ perceptions and beliefs toward full inclusion, as they are one of the primary stakeholders in this venture. Therefore, elementary general education and special education teachers’ beliefs regarding full inclusion for students with …


The Integration Of Assistive Technology By Female In-Service Teachers Of Students With Learning Disabilities In Saudi Arabia: A Qualitative Interview Study, Badriah Alotaiby Mar 2024

The Integration Of Assistive Technology By Female In-Service Teachers Of Students With Learning Disabilities In Saudi Arabia: A Qualitative Interview Study, Badriah Alotaiby

USF Tampa Graduate Theses and Dissertations

The aim of this study is to explore the teachers’ perceptions of integrating assistivetechnology into the curriculum for students with learning disabilities in Saudi Arabia. It is known that teaching students with learning disabilities had been one of the significant difficulties in the past and nowadays. Therefore, integrating assistive technology into the educational process would make it easier for the teachers of students with learning disabilities to teach these students through the use of integrating assistive technology. The use of such assistive technologies will be beneficial for learning disabilities students as well. The main question guiding this research is: What …


Hidden Monstrosities: The Transformation Of Medieval Characters And Conventions In Shakespeare's Romances, Lynette Kristine Kuliyeva Mar 2024

Hidden Monstrosities: The Transformation Of Medieval Characters And Conventions In Shakespeare's Romances, Lynette Kristine Kuliyeva

USF Tampa Graduate Theses and Dissertations

When Shakespeare’s First Folio was published in 1623, it was entitled Mr. William Shakespeare’s Comedies, Histories, and Tragedies, the title designating the three genres under which his plays would be categorized for the next 250 years. Later, Irish critic Edward Dowden took it upon himself to restructure the Shakespearean canon by adding plays that were not previously published in the First Folio, reclassifying the genres of several of the plays, and establishing a new genre to accompany the previous three: romance. Within this fourth generic category of romance, Dowden situated four of the Shakespearean plays: Pericles, Prince of Tyre; Cymbeline; …


An Ecofeminist Ontological Turn: Preparing The Field For A New Ecofeminist Project, M. Laurel-Leigh Meierdiercks Mar 2024

An Ecofeminist Ontological Turn: Preparing The Field For A New Ecofeminist Project, M. Laurel-Leigh Meierdiercks

USF Tampa Graduate Theses and Dissertations

Ecofeminists have predominantly refuted oppressive conceptual frameworks by rejecting dualistic logic and value hierarchies, despite the foundational view of ontology that underlies our logic and value systems. I argue that ecofeminists must engage in the creative process of articulating an ecofeminist ontology. I demonstrate that the omission of ontological discourse in ecofeminist scholarships is primarily due to the time period during which ecofeminism gained peak traction and their concerns with essentialism. I also show that feminists experienced an ontological turn in the 2000s that produced a new model for ontological theories that would be beneficial for ecofeminists to embrace. In …


Making The Invisible Visible: (Re)Envisioning The Black Body In Contemporary Adaptations Of Nineteenth-Century Fiction, Urshela Wiggins Mckinney Mar 2024

Making The Invisible Visible: (Re)Envisioning The Black Body In Contemporary Adaptations Of Nineteenth-Century Fiction, Urshela Wiggins Mckinney

USF Tampa Graduate Theses and Dissertations

A trend in neo-Victorian adaptations -- both novels and films-- that reimage, and at times reinterpret, canonical Victorian texts is the inclusion of nonwhite, mainly Black, perspectives, which has gained considerable traction in recent years. A vital aspect of this trend is the purposeful attempt to re-establish iconic Victorian characters through Black characterizations. In doing so, filmmakers and authors are reinvigorating familiar texts to provide an inclusionary space for the Black experience previously ignored in the original texts. These adaptations, which revisit and often reinterpret Victorian fiction, have undergone notable transformations by incorporating Black characters to fill voids in traditional …


Band Members’ Attitudes Toward The Queer Community And Perception Of Band As A Safe Space, Brian J. Panetta Mar 2024

Band Members’ Attitudes Toward The Queer Community And Perception Of Band As A Safe Space, Brian J. Panetta

USF Tampa Graduate Theses and Dissertations

Using Bronfenbrenner’s ecological framework of human development and Yuval-Davis’ analytical framework of belonging as a lens to explain how the band environment might cultivate positive attitudes toward the queer community, this study investigated band members’ attitudes toward the queer community and their perception of the band as a safe space. Utilizing adapted inventories with established reliability and validity, the following research questions were addressed: 1) What are queer and non-queer band members’ attitudes toward the queer community? 2) What are queer and non-queer band members’ attitudes toward the band as a safe space? 3) What differences exist between the independent …


Spatial Patterns Of Building Damages And Associated Socio-Economic Factors By Hurricane Ian, Md Zakaria Salim Mar 2024

Spatial Patterns Of Building Damages And Associated Socio-Economic Factors By Hurricane Ian, Md Zakaria Salim

USF Tampa Graduate Theses and Dissertations

Literature shows that communities with different socio-economic conditions suffer from different levels of damage in disasters. In addition to the physical intensity of hazards, such disparities are also related to varying abilities to prepare for and respond to natural hazards. The study analyzes the spatial patterns of building damage in Hurricane Ian in 2022 and investigates the socio-economic disparities related to building damage. Specifically, this study employs NASA’s Damage Proxy Map (DPM2) to analyze Ian's spatial patterns of building damage. Then, it uses statistical analysis to assess the relationship between building damage and various physical and socio-economic variables at building …


“Manne, For Thy Loue Wolde I Not Lette”: Eucharistic Portrayals Of Caritas In Medieval And Early Modern English Literature And Drama 1350-1650, Rachel Tanski Mar 2024

“Manne, For Thy Loue Wolde I Not Lette”: Eucharistic Portrayals Of Caritas In Medieval And Early Modern English Literature And Drama 1350-1650, Rachel Tanski

USF Tampa Graduate Theses and Dissertations

The religious Reformation in England heralded significant changes in Christian theology, clerical and lay practices, and textual interpretation. These sweeping changes encompassed nearly all avenues of intellectual thought, and debates ranged from whether or not religious texts should be written in the traditional latin or the vernacular, thereby determining whether interpretive authority remained within the clergy or became available to laypersons, to arguments over very specific aspects of theological doctrine, such as the substantive nature of the Eucharist. These debates were not confined among Church officials; politicians, monarchs, commoners, and literary authors engaged in these discussions and had been doing …


A Gateway To Next-Generation Patient Monitoring System, Kishore Kumar Kadari Mar 2024

A Gateway To Next-Generation Patient Monitoring System, Kishore Kumar Kadari

USF Tampa Graduate Theses and Dissertations

Healthcare patient monitoring is undergoing a significant digital transformation, and the integration of Cyber-Physical Systems (CPS) and Artificial Intelligence (AI) is becoming increasingly crucial in reshaping patient care. In an era where digital technology is revolutionizing medical practices, this research aims to take a leading role in advancing a fundamental aspect of predictive and sustainable healthcare practices, enhancing patient outcomes and uplifting the practice of medicine.

This research focuses on the study of Digital Twins for precision health, which are designed to monitor and provide intricate, personalized feedback dynamically during a patient's healthcare experience. The architecture of the system is …


The Experiences Of A Black Teacher Educator Surrounded By Whiteness In Teacher Education: A Critical Autoethnography, Lamicah Lindsey Mar 2024

The Experiences Of A Black Teacher Educator Surrounded By Whiteness In Teacher Education: A Critical Autoethnography, Lamicah Lindsey

USF Tampa Graduate Theses and Dissertations

The field of teacher education is dominated by whiteness, perpetuating the influence of white ideologies in designing and implementing teacher education at each phase of the continuum (pre-service teaching, in-service teaching, teacher educators). This study employs a critical autoethnographic approach to examine how my experiences as a Black educator have shaped my social justice pedagogy across the teacher education continuum. It also identifies the supports I received during my journey. The findings reveal persistent racial discrimination throughout all phases of teacher education, as well as struggles with imposter syndrome, self-doubt, racial identity, and fear of the unknown. These findings underscore …


Cross-System Strategic Planning: An Exploratory Analysis Of Sequential Intercept Mapping, Timothy Freeman Gerhardt Ii Mar 2024

Cross-System Strategic Planning: An Exploratory Analysis Of Sequential Intercept Mapping, Timothy Freeman Gerhardt Ii

USF Tampa Graduate Theses and Dissertations

Adults with behavioral health issues (BHIs) are disproportionately represented in the criminal justice system (CJS). Local-level system fragmentation perpetuates this disparity. The following studies advance an understanding of the Sequential Intercept Mapping Workshop (SIM-W). The SIM-W is a local-level strategic planning workshop used to address gaps in services, improve local-level partnerships, and co-develop a strategic plan with marginalized groups, county leaders, and cross-system service providers to guide the implementation and delivery of evidence-based jail diversion strategies. Over 300 SIM-Ws have been conducted across the United States, incentivized through state/federal legislation. However, the SIM-W process components and outcomes remain under-explored. Specific …


Avoiding The Debt Sentence: A Narrative Inquiry On The Endarkened Financial Socialization Of Student Debt-Free, First-Generation Black College Women, Candace Marie Henry Mar 2024

Avoiding The Debt Sentence: A Narrative Inquiry On The Endarkened Financial Socialization Of Student Debt-Free, First-Generation Black College Women, Candace Marie Henry

USF Tampa Graduate Theses and Dissertations

The purpose of this qualitative study was to explore the experiences of first-generation Black women who completed at least a bachelor’s degree without student loans. While Black women are most burdened by student loan debt, little is known about the experiences of those who navigate college without accruing student loans. Combining endarkened feminist epistemology with the family financial socialization model, I developed the endarkened financial socialization model to guide this inquiry. Using endarkened narrative inquiry, I engaged eight first-generation Black women who completed college without student loan debt in semi-guided conversations about the financial messages they received growing up and …


Development Of Data-Driven Models To Predict Chemical Dosage And Energy Intensity For Different Supply Sources Of Drinking Water, Rehnuma Salsavil Mar 2024

Development Of Data-Driven Models To Predict Chemical Dosage And Energy Intensity For Different Supply Sources Of Drinking Water, Rehnuma Salsavil

USF Tampa Graduate Theses and Dissertations

As part of the UN Sustainable Development Goals (SDG6), access to clean water for the entire population and sustainable management of water resources have been stressed. Demand for water is increasing due to population growth, economic development, water quality degradation, and climate change. More water needs to be produced for the community at lower treatment costs. The chemical dosage and energy intensity are two important factors that influence water treatment costs and sustainable management of resources as well.

Previously, chemical dosage modeling to reduce treatment costs have been explored but there have been more focus in coagulant dosage modeling. Other …


The History And Explanation Of Stormwater Ponds In East Tampa, Natasha Sutton Mar 2024

The History And Explanation Of Stormwater Ponds In East Tampa, Natasha Sutton

USF Tampa Graduate Theses and Dissertations

The overall goal of this research was to explore and understand the history of stormwater ponds in the East Tampa Community Redevelopment Area (CRA), a 4,800-acre urban community comprising many different historic African American neighborhoods in Florida's City of Tampa. Seen as one of the most affordable stormwater management solutions in southeastern parts of the United States, stormwater ponds dot the East Tampa landscape. As the manager of CRA funds, the City of Tampa stands out as a main decision maker around the stormwater ponds within the East Tampa CRA. Over the years the stormwater ponds have generated much interest …


Count Me In: A Study Of Social Validity, Positive Behavioral Interventions And Supports, And A High School, Amie Dia Davis Mar 2024

Count Me In: A Study Of Social Validity, Positive Behavioral Interventions And Supports, And A High School, Amie Dia Davis

USF Tampa Graduate Theses and Dissertations

The implementation of Positive Behavioral Interventions and Supports (PBIS) has been attributed to a decrease in office discipline referrals (ODRs) and suspensions and to increase academic performance, and engagement, as well as staff, family, and student perceptions of a safe and positive school climate. High schools have had more significant issues than elementary sites with implementing PBIS and garnering staff support due to larger faculty, staff, and student size, multi-faceted organizational culture, and the age of the students served. In addition, factors that have also been cited as inhibiting successful implementation at the high school level are lack of student …


Going Through To Get Through: Life Histories Of Black Women In Educational Leadership, Ann Marie M. Mobley Mar 2024

Going Through To Get Through: Life Histories Of Black Women In Educational Leadership, Ann Marie M. Mobley

USF Tampa Graduate Theses and Dissertations

Black women who become school-based administrators are severely understudied in scholarly research (Lomotey, 2019). Studies suggest that Black women in the United States, who ascend into educational leadership positions, rely on professional training(s) associated with their employment and understandings accrued from inter/personal background experiences (cultural, familial) to navigate discrimination while attempting to lead. The purpose of this study was to examine how Black women use personal and professional lessons to reconcile tensions and contradictions in their administrative roles in public schools. Using a life history approach, I gathered data by interviewing seven Black women administrators (all identified as African American), …


Osteoarthritis, Social Role Participation, And Satisfaction With Life: A Quantitative Study Informed By The Social Identity Model Of Identity Change (Simic), Stephanie E. Rosado Mar 2024

Osteoarthritis, Social Role Participation, And Satisfaction With Life: A Quantitative Study Informed By The Social Identity Model Of Identity Change (Simic), Stephanie E. Rosado

USF Tampa Graduate Theses and Dissertations

This cross-sectional survey study utilized an adapted version of the Social Identity Model of Identity Change (SIMIC) to investigate associations between post-diagnostic factors, role salience identity changes, and satisfaction with life for U.S. adults with osteoarthritis (OA). Data were collected from 193 adults with OA using ResearchMatch. Results suggest that role limitations significantly contributed to explaining variations in role salience identity. Furthermore, a positive relationship was observed between change in role salience identity and satisfaction with life. A moderated moderation analysis assessing the interaction effects of satisfaction with role performance and social support on the relationship between role salience identity …


Disability, Blackness, And Online Community: Black Twitter As Self-Narrative, Morgan S. Wilson Mar 2024

Disability, Blackness, And Online Community: Black Twitter As Self-Narrative, Morgan S. Wilson

USF Tampa Graduate Theses and Dissertations

Black disabled people, especially those with invisible disabilities, are often not included or welcomed by all in the disabled community. In addition, Black disabled individuals also face discrimination and exclusion within the Black community due to ableism. This project will be an investigation of Black disabled community and health culture in online spaces, specifically using Twitter hashtags as a starting point. This research project is about helping to write the whole story, an opportunity that my Black ancestors did not have but still demand, for our generation and those who will come after us. For this project, I conducted an …


Hurricane Impacts On Water Resources: A Look At Nature-Based Solutions To Improve Long-Term Resilience, Fautemeh Sajadi Bami Mar 2024

Hurricane Impacts On Water Resources: A Look At Nature-Based Solutions To Improve Long-Term Resilience, Fautemeh Sajadi Bami

USF Tampa Graduate Theses and Dissertations

Severe storms are a common occurrence in the state of Florida. Hurricane events may cause hazards such as flooding, property damage, death, and many others. Such far-reaching impacts may potentially result in dangerous consequences where they occur. Of interest to this study were the impacts on water resources and water quality caused by storms. Hurricanes can bring about a deluge. An apparent excess of water may cause the notion of water scarcity to seem less significant. However, problems with potable water can be quite frequent due to storms.

This research sought to address the impacts of severe storms on water …


Caring In Social Studies: An Examination Of Teacher Preparation Standards, Vanializ Agramonte Mar 2024

Caring In Social Studies: An Examination Of Teacher Preparation Standards, Vanializ Agramonte

USF Tampa Graduate Theses and Dissertations

Care is something we expect educators to demonstrate towards their students, but are theythemselves being taught the importance of care in education and prepared to enact it in their classrooms? The existing literature on care and care theory in education is limited, but shows a link between care and student success; many educators also point to anecdotal evidence of the importance of care. This study sought to examine themes of care in national standards for teacher preparation. Through the use of directed qualitative content analysis, three national teacher preparation standards (the Council for the Accreditation of Educator Preparation, the Interstate …


Unveiling Estrangement: The Ambivalence Of Iranian Cultural Identity In Documentary Films, Vahid Valikhani Mar 2024

Unveiling Estrangement: The Ambivalence Of Iranian Cultural Identity In Documentary Films, Vahid Valikhani

USF Tampa Graduate Theses and Dissertations

This paper examines estrangement within Iranian society as depicted in Iranian documentaries, which, I argue, regularly suppress the complexities of Iranian cultural identity. While Iranian narrative cinema has been studied in this context, documentaries have received less scholarly attention, despite their potential to illuminate the shortcomings of conceiving Iranian cultural identity. I examine three documentaries: Tehran Today (Ahmad Faroughi Ghajar, 1962), Newcomers (Kianoush Ayari, 1979) and Tehran Without Permission (Sepideh Farsi, 2009). Through this analysis, I uncover various forms of estrangement, including those induced by westernization, gender oppression, and the political control of what Hamid Naficy calls “mediawork.” Drawing on …


Mental Health-Seeking Behaviors For Hispanic Individuals In The United States, Ana Aluisy Mar 2024

Mental Health-Seeking Behaviors For Hispanic Individuals In The United States, Ana Aluisy

USF Tampa Graduate Theses and Dissertations

Purpose: This dissertation examines the complexities of mental health service (MHS) utilization among Hispanic individuals in the United States, elucidating myriad factors influencing help-seeking behaviors within this community.

Methods: This dissertation unpacks the barriers to and facilitators of MHS utilization through an integrative review and two cross-sectional studies among Hispanic college students and residents of El Paso. Additionally, the latter two studies assessed attitudes towards mental health services (ATMHS) within these subgroups.

Results: Barriers to MHS utilization included a preference for the Spanish language and the varied role of gender (male or female). The facilitators of MHS utilization included higher …


Examining Childhood Trauma And Substance Use Problems Among Justice-Involved Adolescents In Florida, Skye C. Bristol Mar 2024

Examining Childhood Trauma And Substance Use Problems Among Justice-Involved Adolescents In Florida, Skye C. Bristol

USF Tampa Graduate Theses and Dissertations

The purpose of this dissertation was to assess the relationship between childhood trauma and substance use problems as latent constructs among justice-involved adolescents (JIA). Additionally, racial differences and spatial analyses were examined. Previous research underscores the limitations of conceptualizing childhood trauma solely through Adverse Childhood Experiences (ACEs). This justified integrating child welfare involvement, or out-of-home placement, as an additional indicator to develop a comprehensive scope of childhood trauma among JIA. Furthermore, current literature established that childhood trauma is a key predictor of substance misuse among JIA. However, the lack of a standardized measure of substance misuse across juvenile justice systems …


Multiple Shots To Understanding Gun Violence, Lexi Gill Mar 2024

Multiple Shots To Understanding Gun Violence, Lexi Gill

USF Tampa Graduate Theses and Dissertations

Gun violence is a ubiquitous issue across the United States, and recently, gun violence surpassed the previously recorded highest rates. Each year, tens of thousands of individuals lose their lives to gun-related violence. Gun violence is the leading cause of death among youth and disparately impacts young Black men. Some suggest gun violence is a social contagion that transmits from one individual to another and circulates through certain communities, suggesting gun violence can be “cured” with the appropriate treatment. Despite the proliferation of gun violence, current research on gun violence is underdeveloped. It is imperative to assess gun violence from …


Exploring The Associations Between Drug Resistant Mutations, Low-Level Viremia, And Virological Failure In Persons With Hiv In Florida, Adriana Campos Mar 2024

Exploring The Associations Between Drug Resistant Mutations, Low-Level Viremia, And Virological Failure In Persons With Hiv In Florida, Adriana Campos

USF Tampa Graduate Theses and Dissertations

Virologic suppression is an essential part to a successful regimen for Persons with HIV (PWH) and the 95-95-95 initiative. Yet, PWH experiencing episodes of low-level viremia (LLV) may be more prone to experience virological failure (VF). Currently, studies debate the clinical relevance of LLV and its effect on virological outcomes, but none have explored its interconnectedness with drug resistant mutations (DRM) and antiretroviral treatment (ART) adherence – all integral elements in predicting virological outcomes.

The goal of the proposed study was to contribute to the knowledge gap regarding the interconnectivity of drug resistant mutations, low-level viremia, adherence, and virological failure …


Community-Centered Early Warning For Outbreaks In Humanitarian Emergencies: Evaluating Community-Based Surveillance For Priority Communicable Diseases Among Internally Displaced Populations In Iraq, Caitlin M. Wolfe Mar 2024

Community-Centered Early Warning For Outbreaks In Humanitarian Emergencies: Evaluating Community-Based Surveillance For Priority Communicable Diseases Among Internally Displaced Populations In Iraq, Caitlin M. Wolfe

USF Tampa Graduate Theses and Dissertations

Background: Community based surveillance (CBS) is the organized and rapid collection of information from health events identified in the community and includes the systematic detection and reporting of events of public health significance. While used globally to enhance the detection of priority diseases, CBS has not been routinely deployed in Iraq, where a once-robust health system has been devastated by decades of war, international sanctions, and large-scale population displacement. During infectious disease outbreaks, it is imperative to quickly detect and isolate suspect cases, investigate confirmed cases, and trace and monitor the contacts of confirmed cases. The COVID-19 pandemic underscored the …


Improving Medical Image Classification Accuracy Through Unsupervised Segmentation And Confounder Mitigation With Limited Data, Nikolai Fetisov Mar 2024

Improving Medical Image Classification Accuracy Through Unsupervised Segmentation And Confounder Mitigation With Limited Data, Nikolai Fetisov

USF Tampa Graduate Theses and Dissertations

Medical images are indispensable for assisting health care professionals to make more accurate cancer diagnosis and prognosis decisions. Several image modalities exist including, but not limited to, histopathology or whole slide images (WSI), computed tomography (CT), positron emission tomography (PET) and radiography (i.e., X-Ray), each having their own application in clinical practice.

Today, machine learning and deep learning methods have evolved to the point of being practically usable. These approaches learn and extract knowledge from data to make possible automating certain tasks. At the point of writing this dissertation, they have reached human-level performance in general image recognition tasks, became …


An Analysis Of Florida Manatee (Trichechus Manatus Latirostris) Rescues (1993-2022) With Recommendations For Future Rehabilitation Program Needs, Katherine Frisch Mar 2024

An Analysis Of Florida Manatee (Trichechus Manatus Latirostris) Rescues (1993-2022) With Recommendations For Future Rehabilitation Program Needs, Katherine Frisch

USF Tampa Graduate Theses and Dissertations

Florida manatees (Trichechus manatus latirostris) are threatened marine mammals that inhabit the coastal and near shore waters along the southeastern United States, primarily Florida. Manatee conservation is multi-faceted. One component of the manatee recovery program is the rescue and rehabilitation program that provides care for sick, injured and orphaned manatees. The science of conservation biology, whose goal is to maintain biodiversity using a multidisciplinary approach, can be applied to aspects of the manatee rescue and rehabilitation program.

A federally authorized, state implemented, rescue system has been in place for many years to rescue and treat injured and orphaned animals. Rescued …


Integrating Identities By Segmenting Domains: Antecedents Of Work-Maternal Identity In The Postpartum Return To Work, Aashna M. Waiwood Mar 2024

Integrating Identities By Segmenting Domains: Antecedents Of Work-Maternal Identity In The Postpartum Return To Work, Aashna M. Waiwood

USF Tampa Graduate Theses and Dissertations

As employed women have children and return to work, they encounter a cross-domain identity transition where their professional and maternal identities are consistently co-activated and must perceptually contend with one another. In this dissertation, I explored this potential for harmonious assimilation of work and parental identities within this postpartum transitory period via a novel construct termed “work-maternal identity (WMI).” Specifically, I examined how working remotely in integrated work and home environments is related to WMI, as mediated by job engagement and perceptions of work belongingness. I also incorporated factors critical to successful resocialization and related to boundary management as moderators …


Exploring The Use Of Enhanced Swad Towards Building Learned Models That Generalize Better To Unseen Sources, Brandon M. Weinhofer Mar 2024

Exploring The Use Of Enhanced Swad Towards Building Learned Models That Generalize Better To Unseen Sources, Brandon M. Weinhofer

USF Tampa Graduate Theses and Dissertations

Deep learning models, typically, take significant time to train. Classifier ensembles are areliable way to increase classifier accuracy and perhaps generalizability to unseen sources of data. These classifiers can be combined with a simple voting scheme. The problem is that having multiple models can very heavily increase training time. Snapshot ensembles have been shown to provide a boost in performance by creating an ensemble of classifiers with different weights during the training of a single deep learned model. This can somewhat solve the problem of the increased training time as you do not have to train separate models. As Machine …