Digital Commons Network^™

Mosaic: A Prune-And-Assemble Approach For Efficient Model Pruning In Privacy-Preserving Deep Learning, Yifei Cai, Qiao Zhang, Rui Ning, Chunsheng Xin, Hongyi Wu

Computer Science Faculty Publications

To enable common users to capitalize on the power of deep learning, Machine Learning as a Service (MLaaS) has been proposed in the literature, which opens powerful deep learning models of service providers to the public. To protect the data privacy of end users, as well as the model privacy of the server, several state-of-the-art privacy-preserving MLaaS frameworks have also been proposed. Nevertheless, despite the exquisite design of these frameworks to enhance computation efficiency, the computational cost remains expensive for practical applications. To improve the computation efficiency of deep learning (DL) models, model pruning has been adopted as a strategic …

Speculative Anisotropic Mesh Adaptation On Shared Memory For Cfd Applications, Christos Tsolakis, Nikos Chrisochoides

Computer Science Faculty Publications

Efficient and robust anisotropic mesh adaptation is crucial for Computational Fluid Dynamics (CFD) simulations. The CFD Vision 2030 Study highlights the pressing need for this technology, particularly for simulations targeting supercomputers. This work applies a fine-grained speculative approach to anisotropic mesh operations. Our implementation exhibits more than 90% parallel efficiency on a multi-core node. Additionally, we evaluate our method within an adaptive pipeline for a spectrum of publicly available test-cases that includes both analytically derived and error-based fields. For all test-cases, our results are in accordance with published results in the literature. Support for CAD-based data is introduced, and its …

Charged Track Reconstruction With Artificial Intelligence For Clas12, Gagik Gavalian, Polykarpos Thomadakis, Angelos Angelopoulos, Nikos Chrisochoides

Computer Science Faculty Publications

In this paper, we present the results of charged particle track reconstruction in CLAS12 using artificial intelligence. In our approach, we use neural networks working together to identify tracks based on the raw signals in the Drift Chambers. A Convolutional Auto-Encoder is used to de-noise raw data by removing the hits that do not satisfy the patterns for tracks, and second Multi-Layer Perceptron is used to identify tracks from combinations of clusters in the drift chambers. Our method increases the tracking efficiency by 50% for multi-particle final states already conducted experiments. The de-noising results indicate that future experiments can run …

Ecu-Mss-2 Dataset, A New Multi-Species Seagrass, Md K. Noman, Syed M. S. Islam, Seyed M. Jalali, Jumana Abu-Khalaf, Paul Lavery

Research Datasets

The "ECU-MSS-2' dataset contains four different habitats, 'Amphibolis' spp (hereafter 'Amphibolis"), 'Halophila' spp (hereafter 'Halophila'), 'Posidonia' spp (hereafter 'Posidonia') and 'Background'. We compiled this image dataset from different sources. The 'Halophila' images were collected by the Centre for Marine Ecosystems Research, Edith Cowan University, Western Australia.

The 'Amphibolis' 'Background' and 'Posidonia' images were collected by the Department of Biodiversity, Conservation and Attractions (DBCA), Australia. The 'Amphibolis' class includes the seagrass species Amphibolis griffithii and Amphibolis Antarctica. The 'Halophila' class includes Halophila ovalis, while the 'Posidonia' class includes Posidonia sinuosa, Posidonia coriacea, and Posidonia Australis. The 'Background' class includes coral, sand, …

Investigating Inland Waterway Transport Through A Sustainable Development Perspective: A Case Study Of Magdalena River (Colombia), Natalia Calderón-Rivera

World Maritime University Ph.D. Dissertations

The development of transport systems significantly influences economies, growth, and welfare of populations. However, these systems can have negative consequences, such as water and air pollution, traffic congestion, noise, and biodiversity loss. To address these challenges, it is essential to implement strategies that mitigate negative effects while improving the environmental, social, and economic conditions of the population. In this regard, inland water transport (IWT) is globally recognized as a more sustainable transport alternative due to its high cargo load capacities and comparatively lower environmental and social impacts. In Colombia, the Magdalena River – the country’s most important river basin – …

Outil D’Autodiagnostic (Audit) Pour Le Contenu D’Un Programme De Contrôle Des Énergies (Cadenassage Et Autres Méthodes), Damien Burlet-Vienney, Laurent Giraud, René Dufresne

Guides

No abstract provided.

Hand-Held Pneumatic Tools: Protect Your Ears And Your Hands, Isabelle Maguire, Pierre Marcotte

Guides

No abstract provided.

Chariot Élévateur Et Surfaceuse À Glace Au Propane : Un Entretien Préventif Pour Une Performance Sécuritaire, Isabelle Maguire, Capucine Ouellet

Guides

No abstract provided.

Les Coups De Chaleur, Comment Les Prévenir?, Marie-Hélène Poirier, Isabelle Maguire, Capucine Ouellet, Alireza Saidi

Guides

No abstract provided.

Profit, Mission, And Protest At Work, Marion Crain

Scholarship@WashULaw

The classic understanding of capitalism maintains that the social responsibility of business is to increase its profits. But in the last decade, many firms have announced commitments to various social justice issues, folding them into corporate mission statements, codes of corporate social responsibility, and branding. Firms engaging in so-called “woke capitalism” signal their virtuous support for progressive social causes favored by both their consumer base and their idealistic young workers. This has become particularly important in a tight labor market: by targeting workers’ values, savvy firms increase recruiting yields, enhance productivity, and reduce training costs as retention rates rise, while …

Fragmented Futures: Publication Choices And The Evolution Of International Legal Scholarship, Melissa (M.J.) Durkee

Scholarship@WashULaw

How we produce and disseminate international legal scholarship affects can affect how international law itself develops. Fragmentation and siloing of international legal scholarship can diminish the coherence of international law as a shared social practice across national borders. It can also diminish the perceived salience of international law within the United States, contributing to U.S. propensities toward exceptionalism and isolationism. Non-traditional publication formats have equalizing and connecting functions, but there is still room for growth when it comes to aggregating scholarship across regional, linguistic, and disciplinary divides. Finding ways to do that will help international lawyers better accomplish the field’s …

Less Discriminatory Algorithms, Pauline Kim, Emily Black, John Logan Koepke, Solon Barocas, Mingwei Hsu

Scholarship@WashULaw

Entities that use algorithmic systems in traditional civil rights domains like housing, employment, and credit should have a duty to search for and implement less discriminatory algorithms (LDAs). Why? Work in computer science has established that, contrary to conventional wisdom, for a given prediction problem there are almost always multiple possible models with equivalent performance—a phenomenon termed model multiplicity. Critically for our purposes, different models of equivalent performance can produce different predictions for the same individual, and, in aggregate, exhibit different levels of impacts across demographic groups. As a result, when an algorithmic system displays a disparate impact, model multiplicity …

Lawyering In The Age Of Artificial Intelligence, Jonathan H. Choi, Monahan Amy, Daniel Schwarcz

Scholarship@WashULaw

We conducted the first randomized controlled trial to study the effect of AI assistance on human legal analysis. We randomly assigned law school students to complete realistic legal tasks either with or without the assistance of GPT-4, tracking how long the students took on each task and blind-grading the results. We found that access to GPT-4 only slightly and inconsistently improved the quality of participants’ legal analysis but induced large and consistent increases in speed. AI assistance improved the quality of output unevenly—where it was useful at all, the lowest-skilled participants saw the largest improvements. On the other hand, AI …

In Vivo Measurement Of Nadh Fluorescence Lifetime In Skeletal Muscle Via Fiber-Coupled Time-Correlated Single Photon Counting, Kathryn M. Priest, Jacob V. Schluns, Nathania Nischal, Colton L. Gattis, Jeffery C. Wolchok, Timothy J. Muldoon

Biomedical Engineering Faculty Publications and Presentations

Nicotinamide adenine dinucleotide (NADH) is a cofactor that serves to shuttle electrons during metabolic processes such as glycolysis, the tricarboxylic acid cycle, and oxidative phosphorylation (OXPHOS). NADH is autofluorescent, and its fluorescence lifetime can be used to infer metabolic dynamics in living cells. Fiber-coupled time-correlated single photon counting (TCSPC) equipped with an implantable needle probe can be used to measure NADH lifetime in vivo, enabling investigation of changing metabolic demand during muscle contraction or tissue regeneration. This study illustrates a proof of concept for point-based, minimally-invasive NADH fluorescence lifetime measurement in vivo. Volumetric muscle loss (VML) injuries were …

Advanced Accounting – Acquisitions & Consolidations, Christopher M. Fairchild

Syllabus Repository

No abstract provided.

Design Thinking & Methodology, Saied Farisi

Syllabus Repository

No abstract provided.

Art Of Design Management, Saied Farisi

Syllabus Repository

No abstract provided.

Aviation Weather And Environment (W/Lab), Christopher E. Stevens

Syllabus Repository

No abstract provided.

Avip 3033 Commercial Pilot Flight Ii Flight Training, Steelman Library

Syllabus Repository

No abstract provided.

2024 Adult Foster Home: Resident And Community Characteristics Report On Adult Foster Homes, Ozcan Tunalilar, Sarah Dys, Diana Jacoby, Wafi Albalawi, Minju Kim, Yuliana Levchenko, Paula C. Carder

Institute on Aging Publications

This year marks the 10th anniversary of the Resident and Community Characteristics Report on Adult Foster Homes as part of the Oregon Community Based Care project. The first of these reports was published in 2014 and looking back, one gets a sense of both stability and change. In this year’s report, we describe the results based on data we collected from AFHs licensed and monitored by the Aging and People with Disabilities program of the Oregon Department of Human Services (ODHS/APD). These are small residential settings that provide personal and health-related services for up to five residents. They are primarily …

A Practical Framework For Component-Level Structural Health Monitoring Of The Gerald Desmond Bridge, Mehran Rahmani, Vesna Terzic, Andrea Calabrese, Brittany Cambell

Mineta Transportation Institute

Bridges serve as critical transportation infrastructure, but traditional maintenance inspection to ensure their safety is time-consuming, costly, and labor-intensive, especially for larger and more complex structures. This study presents a practical framework for the instrumentation, data acquisition, and remote condition assessment of the Gerald Desmond Bridge, California’s largest cable-stayed bridge. The framework aims to establish a foundation for real-time or near real-time remote health monitoring of the bridge’s critical elements. The study highlights the advantages of remote monitoring in terms of efficiency, cost-effectiveness, and early detection of damage.

Multiple Genes Core To Erad, Macroautophagy And Lysosomal Degradation Pathways Participate In The Proteostasis Response In Α1-Antitrypsin Deficiency, Jie Li, Tunda Hidvegi, Sanja Sviben, James A J Fitzpatrick, Hemalatha Sundaramoorthi, Stephen C Pak, Gary A Silverman, David H Perlmutter, Et Al.

2020-Current year OA Pubs

BACKGROUND & AIMS: In the classic form of α1-antitrypsin deficiency (ATD), the misfolded α1-antitrypsin Z (ATZ) variant accumulates in the endoplasmic reticulum (ER) of liver cells. A gain-of-function proteotoxic mechanism is responsible for chronic liver disease in a subgroup of homozygotes. Proteostatic response pathways, including conventional endoplasmic reticulum-associated degradation and autophagy, have been proposed as the mechanisms that allow cellular adaptation and presumably protection from the liver disease phenotype. Recent studies have concluded that a distinct lysosomal pathway called endoplasmic reticulum-to-lysosome completely supplants the role of the conventional macroautophagy pathway in degradation of ATZ. Here, we used several state-of-the-art approaches …

Best Practice Recommendations For Coaching Gymnasts To Avoid Burnout And Reframe Performance Anxiety, Clare A. Mccall

Theses: Doctorates and Masters

Gymnastics is deemed a psychologically demanding sport, with associated risk factors of burnout and performance anxiety. To date, relatively little research has explored the specific goal and perfectionistic processes of gymnasts, despite these risks. This body of work identified the specific goal-related constructs and perfectionistic orientation of young athletes and examined how these associated with burnout and performance anxiety. It comprised of two studies with a mixed methods design. The first study aimed to systematically review literature investigating how goal-related constructs and perfectionism associate with burnout and performance anxiety in young athletes. This review focused on summer and winter Olympic …

Expression Of Growth Differentiation Factor 15 (Gdf-15) In Placental Tissue Of Full- Term Pregnant Women With Hypertensive Disorders In A Western Australian Population, Elsa H. L. Chew

Theses: Doctorates and Masters

Women who experience hypertensive pregnancy disorders (HPDs) during pregnancy, mainly pre-eclampsia (PE), are four times more likely to develop hypertension after pregnancy and therefore have an increased risk of developing cardiovascular diseases (CVD) in the future. Pregnancy involves a high level of cardiovascular stress and the development of some complications. This has the potential to increase a woman’s susceptibility to vascular or metabolic disease risk in the future. In this research, pre-eclampsia (PE) and pregnancyinduced hypertension (PIH) were representatives of HPDs and were analysed together for the expression of Growth Differentiation Factor-15 (GDF-15) relative to their healthy agematched controls.

GDF-15 …

Attitudes And Perceptions Towards Privacy And Surveillance In Australia, Aleatha J. Shanley

Theses: Doctorates and Masters

Understanding attitudes towards privacy and surveillance technologies used to enhance security objectives is a complex, but crucial aspect for policy makers to consider. Historically, terrorism-related incidents justified the uptake of surveillance practices. More recently however, biosecurity concerns have motivated nation-states to adopt more intrusive surveillance measures. There is a growing body of literature that supports the public’s desire to maintain privacy despite fears of biological or physical threats.

This research set out to explore attitudes towards privacy and surveillance in an Australian context. Throughout the course of this endeavour, the COVID-19 pandemic emerged bringing with it a variety of track …

Understanding Mental Wellbeing Of Family Day Care Educators In Australia: A Mixed Methods Study, Theresa Rayfield

Theses: Doctorates and Masters

Family Day Care (FDC) is an essential service within the Australian early childhood education and care sector. FDC educators support Australian families who require convenience, flexibility, and versatility in the education and care of their children. FDC educators’ mental wellbeing (MWB) is vital to ensure optimal education and care is provided, however this is often overlooked by educators. This research aimed to gauge Australian FDC educators’ MWB, identify factors positively or negatively affecting MWB and strategies employed to maintain and support MWB.

Primarily, a cross-sectional quantitative questionnaire measuring MWB and ten predictor variables determining relationship with food, food insecurity, alcohol …

Novel Methods For Assessing Pulmonary And Cardio-Vascular Limitations To Aerobic Performance In Older And Younger Populations, Toni Haddad

Theses: Doctorates and Masters

Around the world, life expectancy is increasing, the ageing population is growing, and maintaining quality of life at an older age currently represents a major global challenge. While ‘successful ageing’ relies on a variety of factors, aerobic performance and exercise capacity are key determinants and attenuating their decline is of the utmost importance. The decrease in maximal oxygen consumption is often considered as a major determinant explaining the age[1]related decline in aerobic performance. Yet, multiple physiological systems are impaired with ageing and their contribution to aerobic limitation in older individuals is unclear. Understanding how the limitations to aerobic performance may …

Exploring Treatment Burden In People With Type 2 Diabetes Mellitus (T2dm) In Primary Care Settings, Kai Lin

Theses: Doctorates and Masters

Introduction

Treatment burden is the perceived workload of care by individuals. The treatment burden experienced by individuals with Type 2 Diabetes Mellitus (T2DM) is a major obstacle to achieving effective healthcare outcomes. The aim of this research is to facilitate better management of treatment burden in people with T2DM in primary care settings.

Methods

A systematic review, encompassing narrative analysis was used to characterise the treatment burden of T2DM and critical appraisal was used to identify the appropriate patient-reported outcome measures (PROMs) for measuring this burden. The selected instruments were employed with subsequent questionnaires, followed by patient focus groups. A …

The Physiological And Performance Consequences Of The Australian Special Forces Selection Course, Angela Uphill

Theses: Doctorates and Masters

Special Forces (SF) soldiers are the most elite element of military forces, who have undergone rigorous training in order to prepare them for a wide array of specialised missions. In Australia, entry into the SF is determined through the highly competitive SF Selection Course (SF-SC), which is a gruelling program involving extreme physical demands, psychological stress, and restricted access to sleep and nutrition. The stressors involved in arduous military training events such as the SF-SC can result in significant losses of fat mass and lean mass, disruption to hormonal homeostasis, and significant decreases in neuromuscular capacity, which can potentially increase …

The Legal Framework For The Protection Of Victims Of The Worst Forms Of Child Labour In Agriculture In Ghana: A Human Rights Based Approach, Ruby Akua Aglagoh

Theses: Doctorates and Masters

Child labour is prevalent in Ghana, especially in the agriculture industry where children engage in work that is harmful to their health, morals, and safety. Such harmful work has been defined by the ILO Convention No. 182 on the Worst Forms of Child Labour, 1999 as constituting the worst forms of child labour. These children have human rights stated in the laws of Ghana but have become victims of human rights violations because they cannot access the protections provided for under the international conventions and national laws of Ghana.

Using doctrinal legal research, this thesis reviews the legal framework of …