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Retrospective Pre-Post Evaluation Of A Healthy Relationships And Mental Health Promotion Program For 2s/Lgbtqia+ Youth, Nikita Kalwani Apr 2024

Retrospective Pre-Post Evaluation Of A Healthy Relationships And Mental Health Promotion Program For 2s/Lgbtqia+ Youth, Nikita Kalwani

Electronic Thesis and Dissertation Repository

Research has found that 2S/LGBTQIA+ youth experience disproportionately high mental health concerns and barriers to accessing support. Protective factors such as school-based support, peer support, and mental health interventions have been found to buffer this risk. The Healthy Relationships Program (HRP) for 2S/LGBTQIA+ Youth is a positive mental health promotion program that aims to build resiliency, bolster healthy relationship skills, and promote well-being among 2S/LGBTQIA+ youth. This study aimed to evaluate the outcomes, effectiveness, and feasibility of implementing this program within Gender and Sexuality/Gay-Straight Alliances (GSAs) in secondary schools. Data from students (N = 17) and GSA advisors who …


Evaluating A Daily Physical Activity (Dpa) Toolkit For Elementary School Teachers, Shelby T. Singh Apr 2024

Evaluating A Daily Physical Activity (Dpa) Toolkit For Elementary School Teachers, Shelby T. Singh

Electronic Thesis and Dissertation Repository

The present study investigated whether a centralized toolkit containing easy-to-access resources, and that could be implemented without training, could help to promote greater adherence to Ontario’s Daily Physical Activity (DPA) policy and encourage more physical activity within the classroom. From January to March 2023, 142 Ontario elementary teachers completed pre-/post-surveys assessing DPA practices and were given access to the DPA toolkit. The findings demonstrate that access to the DPA toolkit improved DPA fidelity, as well as increased teacher engagement/enjoyment with DPA, and perception of students’ cognitive functioning, academic performance and mental health. In conclusion, providing accessible, easy-to-use resources that require …


A Musicology Of Record Production - Research Creation, Gender, And Creative Reflective Practice In Project-Paradigm Music Production, Lydia Wilton Apr 2024

A Musicology Of Record Production - Research Creation, Gender, And Creative Reflective Practice In Project-Paradigm Music Production, Lydia Wilton

Electronic Thesis and Dissertation Repository

This research-creation project elucidates the “methodology” of producing records. As an artist-researcher, I investigate how a record producer uses the recording studio as a “musical instrument”. My primary research goal is to answer two fundamental questions about record producing that have yet to be addressed and which cannot be explored successfully by other means: “Does the record producer’s creative agency have musical consequences?”, and “If so, what are they?” Through the creative practices I adopted for this project’s artefact - an album of nine tracks, called Blasphemy, that I produced for the London, Ontario-based rock band Nameless Friends - …


Exploring The Feasibility And Outcomes Of Concurrent Parent And Child Mindfulness-Based Interventions, Melissa Read Apr 2024

Exploring The Feasibility And Outcomes Of Concurrent Parent And Child Mindfulness-Based Interventions, Melissa Read

Electronic Thesis and Dissertation Repository

Mindfulness-Based Interventions (MBIs) have shown to be effective in improving child and parent outcomes, including parental stress (Burgdorf et al., 2019; Friedmutter, 2016), child behaviour problems, and child executive functioning (Cheang et al., 2019; Donald et al., 2019; Dunning et al., 2019). The field of mindfulness has evolved to include parents and children together in programs, called parallel or concurrent parent and child MBIs. Children who have experienced adversity may be at a greater need for MBIs, as MBIs target stress and emotion regulation, areas where these children may need greater support (Bethell et al., 2016; Brenmer, 2003). As a …


Investigation Of Segregation In Mixing Pharmaceutical Powders Using Passive Acoustic Emissions In A V-Blender, Omar Salem Apr 2024

Investigation Of Segregation In Mixing Pharmaceutical Powders Using Passive Acoustic Emissions In A V-Blender, Omar Salem

Electronic Thesis and Dissertation Repository

Powder mixing is a crucial and complex step in pharmaceutical production. Monitoring of mixing and segregation processes can be achieved using process analytical technologies to improve product quality. Passive acoustic emissions were examined during mixing in a V-blender. Vibrations from the emissions were measured through an accelerometer affixed to the outer V-shell arm lid. Horizontal and vertical loading configurations of particles were examined. Stable mixtures were reached when the measured amplitude plateaued around the approximate weighted average of the particles in the outer V-shell arm. Horizontal loading trials mixed faster and reached stable mixtures in fewer revolutions than vertical loading …


Indigenization Of Postsecondary Education Applied Learning Curriculum Development, Gabriel Y. Chung Apr 2024

Indigenization Of Postsecondary Education Applied Learning Curriculum Development, Gabriel Y. Chung

The Dissertation-in-Practice at Western University

The Truth and Reconciliation Commission of Canada’s (2015) Calls to Action have awoken Canadian society to the reconciliation. Although there is a growing body of knowledge on the individual topics of Indigenous education, knowledge, and leadership, there is relatively little research bringing together these topics in curriculum development practices in a postsecondary education skilled learning context. My problem of practice (PoP) is one that strives to address a low enrolment of Indigenous adult learners and lower positive outcomes from skilled training programs. Situating this problem from my perspectives as a Canadian-born visible minority Settler on Turtle Island and postsecondary education …


The Roles Of Fabp3 In Endothelial Dysfunction And The Transcriptomic Insights Into Cardiovascular Disease, Chi Hien Nguyen Apr 2024

The Roles Of Fabp3 In Endothelial Dysfunction And The Transcriptomic Insights Into Cardiovascular Disease, Chi Hien Nguyen

Electronic Thesis and Dissertation Repository

Heart-type fatty acid binding protein (FABP3) is an effective biomarker for cardiac injuries. However, it has also been tested as a biomarker in patients with peripheral artery diseases; these conditions are complications of atherosclerosis, which is driven by endothelial dysfunction. As FABP3 release is not exclusive to the heart but appears to characterize cardiovascular events, whether FABP3 influences endothelial function is not known. Additionally, the transcriptomic profiles of endothelial cells during cardiovascular stresses remain under-investigated. This thesis investigates the multifaceted role of FABP3 and the transcriptomic alterations in endothelial cells under different cardiovascular stressors, offering novel insights into endothelial dysfunction …


Anxiety In Children And Adolescents With Autism Spectrum Disorder: Behavioural Phenotypes And Environmental Factors, Caitlin E. Leachman Miss Apr 2024

Anxiety In Children And Adolescents With Autism Spectrum Disorder: Behavioural Phenotypes And Environmental Factors, Caitlin E. Leachman Miss

Electronic Thesis and Dissertation Repository

Anxiety is the most prevalent comorbidity among children and adolescents with autism spectrum disorder (ASD). The phenotypical presentation of anxiety among children and adolescents with ASD is lacking within the literature. This study sought to differentiate behavioral phenotypes associated with anxiety in children with ASD from anxiety in typically-developing children. Participants completed a series of child and parent reports measuring anxiety, depressive symptoms, ASD symptom severity, emotional problems, parental stress, and socioeconomic factors. Three distinct anxiety profiles, including moderate, high, and low, were identified. Results demonstrated that depression is the strongest predictor of high anxiety among children and adolescents with …


Luminescence And Structural Properties Of Silicon-Germanium Quantum Structures Fabricated By Ion Implantation, Matheus Coelho Adam Apr 2024

Luminescence And Structural Properties Of Silicon-Germanium Quantum Structures Fabricated By Ion Implantation, Matheus Coelho Adam

Electronic Thesis and Dissertation Repository

The advancement of semiconductor materials has played a crucial role in driving positive technological breakthroughs that impact humanity in numerous ways. The presence of defects significantly alters the physical properties of semiconductors, making their analysis essential in the fabrication of semiconductor devices. I presented a new method to quantify surface and near-surface defects in single crystal semiconductors. Epitaxially-grown silicon was measured by low energy electron diffraction (LEED) to obtain the surface Debye temperature (θD). The results showed the surface θD of bulk Si (001), 1.0 μm, and 0.6 μm Si on sapphire of 333 K, 299 K, …


Barriers To Working With Low Income Clients As Experienced By Counsellors, Riley Keast Apr 2024

Barriers To Working With Low Income Clients As Experienced By Counsellors, Riley Keast

Electronic Thesis and Dissertation Repository

This study aimed to answer the question “what are the perceived barriers or challenges counsellors experience when working with low income clients in their practice following COVID-19?”. Participants were recruited via mass email sent to professionals registered with the Canadian Counselling and Psychotherapy Association (CCPA), who then completed a survey via Qualtrics (n = 322). 113 Canadian counsellors from across Canada were interviewed. Data obtained from interviews was analyzed using concept mapping software GroupWisdom. Participants (n = 29) grouped the statements into seven themes including: barriers due to low income and employment, systemic barriers for clients, barriers due to …


Bioactive And Electrically Conductive Nanocomposite Bone Biomaterials, Rebeca A. Arambula-Maldonado Apr 2024

Bioactive And Electrically Conductive Nanocomposite Bone Biomaterials, Rebeca A. Arambula-Maldonado

Electronic Thesis and Dissertation Repository

Electrically conductive carbon-based materials are emerging as potential biomaterials for bone tissue engineering. Their incorporation into organic-inorganic nanocomposites mimics the structural composition and electrically conductive nature of bone.

The aim of this research was to design bone biomaterials from gelatin-based polymers, tertiary bioactive glasses (BG) via a sol-gel method, and multiwall carbon nanotubes (MWCNT). The incorporation of calcium into organic-inorganic nanocomposites plays an essential role in the development of bioactive bone biomaterials. Calcium chloride and calcium ethoxide were investigated as calcium sources in gelatin-BG-MWCNT nanocomposites. The resulting surface elemental distribution was homogeneous, but the swelling, degradation and porosity properties of …


Performing Masculinity: Calgary Men In The Great War, Andrew J. Hawkes Apr 2024

Performing Masculinity: Calgary Men In The Great War, Andrew J. Hawkes

Electronic Thesis and Dissertation Repository

This thesis explores the masculinity of soldiers from Calgary during the Great War using a theoretical framework of hegemonic masculinity. The first chapter establishes a normative masculine standard in Calgary using local newspaper coverage of battalion departure parades. These events were rituals that celebrated militarized masculinity and reinforced the hegemonic ideal that existed across the British Empire in the early 20th century. The second chapter assesses how masculinity was performed in letters during the war. Although men strove to embody the masculine ideal, their letters were not uniform endorsements of martial masculinity. The third chapter analyzes how hegemonic masculinity …


Chest Computed Tomography And Magnetic Resonance Imaging Texture Measurements Of Chronic Obstructive Pulmonary Disease, Maksym Sharma Apr 2024

Chest Computed Tomography And Magnetic Resonance Imaging Texture Measurements Of Chronic Obstructive Pulmonary Disease, Maksym Sharma

Electronic Thesis and Dissertation Repository

Pulmonary imaging using computed tomography (CT) and magnetic resonance imaging (MRI) provide a method to measure airway and parenchymal pathologic information that cannot be provided using spirometry. Currently, it remains difficult to predict which chronic obstructive pulmonary disease (COPD) patients will worsen using spirometry, which although safe and inexpensive, does not provide small airway information where COPD is believed to initiate. Quantitative CT and MRI measurements provide regional structure and function information but are not included in mortality risk assessments, prognosis, or COPD staging. Therefore, my overarching hypothesis is that CT and MRI ventilation texture measurements combined with machine learning …


The Together Study: Exploring The Relationship Between Ontario Undergraduate University Students’ Levels Of Resilience And Their Experiences Of Diversity And Inclusion, Manvir Ahluwalia Apr 2024

The Together Study: Exploring The Relationship Between Ontario Undergraduate University Students’ Levels Of Resilience And Their Experiences Of Diversity And Inclusion, Manvir Ahluwalia

Electronic Thesis and Dissertation Repository

This study’s primary purpose was to assess, quantitatively, the relationship between Ontario undergraduates’ levels of resilience and experiences of diversity and inclusion, and to identify demographic factors most associated with these outcomes. The secondary purpose was to explore, qualitatively, students’ experiences of diversity and inclusion and their perspectives on how these experiences influenced their resilience. Demographic questions, three scales, and (focus group and individual) interviews were used. Undergraduates (n = 276) from 19 Ontario universities completed the survey. Pearson’s correlation revealed a positive relationship between resilience and experiences of diversity and feelings of inclusion. Demographics indicative of equity-deserving group …


Harm Reduction In Psychotherapy, Jillian Cramer Apr 2024

Harm Reduction In Psychotherapy, Jillian Cramer

Electronic Thesis and Dissertation Repository

With approximately 22 people dying due to opiate-related harms everyday in Canada (Government of Canada, 2023), there is a great need to offer low-barrier, evidence-based services for people who use substances across various disciplines, including healthcare, social services, and psychotherapy. This qualitative study examined the experiences of Canadian social justice-informed counsellors who work with clients who use substances from harm reduction frameworks of care. Seven counsellors were interviewed on their personal experiences implementing harm reduction in psychotherapy. Through a reflexive thematic analysis, five themes surfaced: axiology of harm reduction work, development of therapist surrounding harm reduction, main focuses of harm …


Fostering Friendship And Acceptance In An Inclusive Summer Day Camp, Emily Villani Apr 2024

Fostering Friendship And Acceptance In An Inclusive Summer Day Camp, Emily Villani

Electronic Thesis and Dissertation Repository

Historically, individuals with intellectual and developmental disabilities (IDDs) have faced barriers to social inclusion and forming friendships - essential life factors. Research has indicated the importance of reducing social barriers to inclusion and highlights the benefits of improving social skills and fostering positive attitudes about IDDs for facilitating friendship formation and inclusion. With the goal of fostering friendships, the S3 summer camp offered 22 youth (aged 9-14) with and without IDDs accessible and inclusive STEM education and a one-week social skills training package which included disability awareness lessons. Analysis examined the effects of this training package on participants’ friendship …


Voice: Exploring The Experiences Of University Students Who Have Experienced Gender-Based Violence, Rabani Nagra Mar 2024

Voice: Exploring The Experiences Of University Students Who Have Experienced Gender-Based Violence, Rabani Nagra

Electronic Thesis and Dissertation Repository

Introduction: The occurrence and severity of gender-based violence (GBV) on Canadian higher education campuses has been a concern for decades. In September 2021, there were multiple reports of GBV at several Canadian universities with Western University being an exceptional case. The goal of this study was to explore: (1) the experiences of students who have experienced GBV during their enrollment at Western University; (2) the impact of GBV on students’ academics; and (3) student knowledge and experience with GBV resources.

Methods: This cross-sectional, qualitative study used an interpretive description framework and dialogue maps, underpinned by intersectionality. Seventeen undergraduate students were …


The Impact Of The Covid-19 Pandemic On The Physical Activity Of Families Managing Attention-Deficit Hyperactivity Disorder, Erica Seal Mar 2024

The Impact Of The Covid-19 Pandemic On The Physical Activity Of Families Managing Attention-Deficit Hyperactivity Disorder, Erica Seal

Electronic Thesis and Dissertation Repository

Regular physical activity supports symptom management in children with Attention-Deficit Hyperactivity Disorder (ADHD). This study aimed to explore the ways in which the Novel Coronavirus Disease (COVID-19) impacted the physical activity behaviours and wellbeing of families managing ADHD. Researchers implemented a qualitative approach positioned within a socioecological framework to further understand how the COVID-19 pandemic impacted the physical activity of children with ADHD and their caregivers, identify potential barriers to their participation in physical activity, and recognize potential areas of support. Archival data including interviews from thirty-three participants were examined. Inductive content analysis deduced that physical activity declined for both …


Value Of Service-Oriented Multi-Service Provisioning And Resource Allocation In Integrated Localization, Sensing And Communication Systems, Biwei Li Mar 2024

Value Of Service-Oriented Multi-Service Provisioning And Resource Allocation In Integrated Localization, Sensing And Communication Systems, Biwei Li

Electronic Thesis and Dissertation Repository

The unprecedented proliferation of wireless infrastructures and their ongoing convergence with diverse industrial Internet of Things (IoT) applications introduce new demands for upcoming wireless networks. In response to such diversity of demands, envisioned future wireless networks must have multiple beyond communication capabilities, such as localization and sensing. To efficiently utilize, allocate, and manage these capabilities, the integration of localization, sensing, and communication (ILSAC) within a unified wireless system structure is of utmost importance. However, the seamless integration of ILSAC into intricate network infrastructures is encumbered by critical challenges, including high-accuracy localization/sensing algorithm, efficient resource management and allocation scheme, and robust …


Identification And Characterization Of Isoflavone Reductase Family Members In Soybean, Negin Azizkhani Mar 2024

Identification And Characterization Of Isoflavone Reductase Family Members In Soybean, Negin Azizkhani

Electronic Thesis and Dissertation Repository

Soybean’s yield is threatened by Phytophthora sojae, a pathogen responsible for stem and root rot disease. Glyceollins, unique antimicrobial agents specific to soybeans in partially preventing P. sojae infection, are derived from the isoflavonoid branch of the general phenylpropanoid pathway. One pivotal enzyme exclusively involved in glyceollin synthesis in soybean is the isoflavone reductase (GmIFR), which catalyzes the 2'-hydroxydaidzein conversion to 2'-hydroxy-2,3-dihydrodaidzein as a precursor for glyceollin biosynthesis. To comprehensively identify all members of the GmIFR gene family within the soybean genome, keyword and blast protein searches were conducted, identifying 98 putative GmIFRs. Among these candidates, …


Syntheses And Electrospinning Of Poly(Amino Acid Ester) Phosphazene Biomaterials For Tissue Engineering Applications, Meng Wang Mar 2024

Syntheses And Electrospinning Of Poly(Amino Acid Ester) Phosphazene Biomaterials For Tissue Engineering Applications, Meng Wang

Electronic Thesis and Dissertation Repository

Despite advances made in the past decades to design biomaterials for tissue engineering, challenges remain. This thesis investigated the potential of electrospun poly(α-amino acid ester) phosphazenes (PαAPz) as novel biomaterials for vascular tissue engineering applications. As a class of biodegradable biomaterials, PαAPz provides biocompatibility and tunable properties and has gained attention as promising candidates for scaffolds in regenerative medicine, but their synthesis procedure is cumbersome due to the strict anhydrous environment and specialized equipment required for the thermal ring-opening reaction to produce the intermediate poly(dichlorophosphazene) (PDCP) product.

The research begins with the successful synthesis of PDCP using relatively simpler techniques …


Concerto For Piano Duet, Edgar R. Suski Mar 2024

Concerto For Piano Duet, Edgar R. Suski

Electronic Thesis and Dissertation Repository

My Concerto for Piano Duet (ca. 23 minute duration) was born out of my passion for the concerto medium and my love of piano performance. It is composed in eleven miniature movements, joined thematically by use of the 0-3-4 motive. In addition to the solo piano duettists, a number of movements include obligato soloists from various sections of the orchestra. My musical aesthetic in this composition features expressive melodies and horizontal/linear writing with a predilection for harmonic outcomes resulting from independent lines in counterpoint with each other. I chose the piano duet instead of piano solo due to lack of …


The Ecology Of American Noir, Katrina Younes Mar 2024

The Ecology Of American Noir, Katrina Younes

Electronic Thesis and Dissertation Repository

In The Ecology of American Noir, I investigate the relationship between the conventions of noir fiction and film and its sub-types in relation to environmental crises. Specifically, I address questions that not only allow us to (re)read early hardboiled literature and neo-noir films, but that also help us identify a new sub-genre of noir and develop an ecocritical methodology: I call this contemporary sub-genre and methodology “eco-noir.” I trace the development of strategies of mapping urban blight and environmental deterioration in classic hardboiled fiction of the 1940s, neo-noir films of the 1970s, and eco-noir texts of the post millennial …


The Study Of Titan's Surface Using Impact Craters And Analogues, Jahnavi Shah Mar 2024

The Study Of Titan's Surface Using Impact Craters And Analogues, Jahnavi Shah

Electronic Thesis and Dissertation Repository

Titan, Saturn’s largest moon, is an icy world harbouring a subsurface water ocean, a substantial atmosphere, and a flowing liquid on its surface. These distinctive characteristics give rise to complex chemical reactions on Titan, and also render it akin to Earth in terms of its landforms and processes. This positions Titan as a key target for studying prebiotic chemistry. NASA's fourth New Frontiers mission, Dragonfly, is poised to explore Titan’s surface in the 2030s. Dragonfly’s primary study site will be Selk crater, a relatively fresh impact crater located in Titan’s equatorial sand seas. Impact craters serve as valuable markers for …


A Comprehensive Study Of Neural Entrainment In Developmental Language Disorder And Reading Disability, Christine Moreau Mar 2024

A Comprehensive Study Of Neural Entrainment In Developmental Language Disorder And Reading Disability, Christine Moreau

Electronic Thesis and Dissertation Repository

Prior research has suggested that reading disability (RD, dyslexia) and developmental language disorder (DLD) stem from deficits in rhythmic auditory processing, specifically in synchronizing neural oscillations (Cumming et al., 2015; Goswami, 2011). Speech relies on rhythmic patterns for signaling linguistic information at multiple timescales (e.g., phonemes, syllables; Giraud & Poeppel, 2012). The disruption of regular neural entrainment is hypothesized to lead to difficulties in processing fast acoustic changes in speech, negatively affecting phonological processing, and speech segmentation. In this dissertation, I studied neural entrainment to uncover possible areas of impairment related to speech tracking, which could help inform interventions. In …


Sociodemographic Determinants Of Potentially Avoidable Hospitalizations Due To Ambulatory Care Sensitive Conditions Among Hospitalized Patients In The United States, Munira Kashem Feb 2024

Sociodemographic Determinants Of Potentially Avoidable Hospitalizations Due To Ambulatory Care Sensitive Conditions Among Hospitalized Patients In The United States, Munira Kashem

Electronic Thesis and Dissertation Repository

Social determinants of health play a crucial role in explaining the variation of potentially avoidable hospitalizations (PAH) due to Ambulatory Care Sensitive Conditions (ACSCs). Utilizing data from the National Inpatient Sample from 2018 to 2020 in the United States, this study conducted retrospective cohort analyses to explore the relationships between sociodemographic factors, specifically income, race, geography, age, and sex and PAH. Our approach used multilevel logistic regression models to adjust for potential confounders and account for clustering of admissions within hospitals. Of the 17,629,891 hospital admissions examined in this study, 1,868,609 (10.6%) were attributable to ACSCs. Our results indicate that …


The Development And Testing Of A Gyroscope-Based Neck Strengthening Rehabilitation Device, Nicole D. Devos Feb 2024

The Development And Testing Of A Gyroscope-Based Neck Strengthening Rehabilitation Device, Nicole D. Devos

Electronic Thesis and Dissertation Repository

Neck pain can be debilitating, and is experienced by the majority of people at some point over the course of their life. Resistance training has been shown to have significant improvement in pain or disability for patients. There are few options available for telerehabilitation, and the use of gyroscope stabilizers is proposed for this use. A biomechanics model of a head--neck--gyroscope system was created. In order to also model the dynamics of such a system, this work proposes a blended method using the Denavit--Hartenberg (DH) convention, popular in the field of robotics, with the Lagrangian mechanics approach to analyze an …


Development Of An In Vitro Model Of Mitochondrial Dna Copy Number Depletion Via Stable Inducible Expression Of D1135a Mutant Dna Polymerase Gamma, Amanda L. Morin Feb 2024

Development Of An In Vitro Model Of Mitochondrial Dna Copy Number Depletion Via Stable Inducible Expression Of D1135a Mutant Dna Polymerase Gamma, Amanda L. Morin

Electronic Thesis and Dissertation Repository

Mitochondria are responsible for several crucial cellular processes and contain their own DNA (mtDNA) that exists in several copies. Variation of mtDNA copy number (mtDNA-CN) alters energy metabolism and can modify the epigenome and transcriptome. We hypothesized that inducible expression of polymerase-deficient D1135A dominant-negative DNA polymerase gamma (DN-POLG) would result in mtDNA-CN depletion. Here, an in vitro model expressing D1135A POLG was created using the Flp-InTM T-RExTM-293 stable inducible expression system. Stable integration was confirmed with PCR amplification and Sanger sequencing of post-integration genomic sequences. D1135A POLG expression was confirmed with Western blot of the FLAG-tag antibody. Induction of D1135A …


Frontoparietal Circuitry Underlying Saccade Control In The Common Marmoset, Janahan Selvanayagam Feb 2024

Frontoparietal Circuitry Underlying Saccade Control In The Common Marmoset, Janahan Selvanayagam

Electronic Thesis and Dissertation Repository

Our visual world is full of far more stimuli than can be processed simultaneously. Yet we are able to efficiently extract behaviourally relevant information from a scene, primarily by performing rapid saccadic eye movements. These processes are under the control the frontoparietal network, two critical nodes of which are: the lateral intraparietal area (LIP) and the frontal eye fields (FEF). Extensive research in the macaque has causally implicated these areas in visual attention and oculomotor control. However, the organization of the activity of single neurons in these areas across cortical layers remains poorly understood as these regions are deep within …


Attribution Robustness Of Neural Networks, Sunanda Gamage Feb 2024

Attribution Robustness Of Neural Networks, Sunanda Gamage

Electronic Thesis and Dissertation Repository

While deep neural networks have demonstrated excellent learning capabilities, explainability of model predictions remains a challenge due to their black box nature. Attributions or feature significance methods are tools for explaining model predictions, facilitating model debugging, human-machine collaborative decision making, and establishing trust and compliance in critical applications. Recent work has shown that attributions of neural networks can be distorted by imperceptible adversarial input perturbations, which makes attributions unreliable as an explainability method. This thesis addresses the research problem of attribution robustness of neural networks and introduces novel techniques that enable robust training at scale.

Firstly, a novel generic framework …