Digital Commons Network^™

Lilac: Log Parsing Using Llms With Adaptive Parsing Cache, Zhihan Jiang, Jinyang Liu, Zhuangbin Chen, Yichen Li, Junjie Huang, Yintong Huo, Pinjia He, Jiazhen Gu, R. Michael Lyu

Research Collection School Of Computing and Information Systems

Log parsing transforms log messages into structured formats, serving as the prerequisite step for various log analysis tasks. Although a variety of log parsing approaches have been proposed, their performance on complicated log data remains compromised due to the use of human-crafted rules or learning-based models with limited training data. The recent emergence of powerful large language models (LLMs) demonstrates their vast pre-trained knowledge related to code and logging, making it promising to apply LLMs for log parsing. However, their lack of specialized log parsing capabilities currently hinders their parsing accuracy. Moreover, the inherent inconsistent answers, as well as the …

Automating Maritime Risk Data Collection And Identification Leveraging Large Language Models, Donghao Huang, Xiuju Fu, Xiaofeng Yin, Haibo Pen, Zhaoxia Wang

Research Collection School Of Computing and Information Systems

Maritime risk research is crucial yet challenging for improving safety, efficiency, and sustainability in maritime operations. This paper presents an innovative method for automating the collection and identification of risk data related to global maritime risks from news sources, addressing the limitations of traditional manual methods. To evaluate the proposed method, different learning-based models, including conventional machine learning approaches and advanced Large Language Models (LLMs) such as GPT-4 and LLaMA-3.1, are comprehensively studied for comparison. In addition, not only do we use popular evaluation metrics to assess the proposed method, but we also introduce a new evaluation metric, called the …

Trustworthy Web3 Domains: A Framework For Digital Identity Verification, Yi Meng Lau, Ping Fan Ke

Research Collection School Of Computing and Information Systems

As decentralized applications evolve, digital identities represented through Web3 domain names gained prominence. This study addresses the challenges of establishing trust in Web3 domain names. The decentralized nature of Web3 introduces complexities in verifying domain name authenticity, making them targets for malicious activities such as cybersquatting and phishing. We propose a comprehensive framework that enhances traditional identification, authentication, and authorization processes by incorporating technological and social trust elements. This framework enables organizations and users to systematically assess the trustworthiness of Web3 domain names, offering a structured approach to managing digital identities in decentralized environments.

Custom Permission Misconfigurations In Android: A Large-Scale Security Analysis, Rui Li, Wenrui Diao, Debin Gao

Research Collection School Of Computing and Information Systems

Android’s popularity is due to its openness and vast app ecosystem. Global developers can use Android Studio and rich Android APIs to create their apps. Within this ecosystem, Android permissions play a crucial role in managing access to resources, with system permissions controlled by system apps and custom permissions declared by third-party apps. However, the security of custom permissions has not received enough attention from the mobile security community, resulting in a lack of thorough evaluation of security practices for app developers using custom permissions. This study systematically evaluated the misconfiguration of custom permissions by Android app developers. It is …

Chain Of Preference Optimization: Improving Chain-Of-Thought Reasoning In Llms, Xuan Zhang, Chao Du, Tianyu Pang, Qian Liu, Wei Gao, Min Lin

Research Collection School Of Computing and Information Systems

The recent development of chain-of-thought (CoT) decoding has enabled large language models (LLMs) to generate explicit logical reasoning paths for complex problem-solving. However, research indicates that these paths are not always deliberate and optimal. The tree-of-thought (ToT) method employs tree-searching to extensively explore the reasoning space and find better reasoning paths that CoT decoding might overlook. This deliberation, however, comes at the cost of significantly increased inference complexity. In this work, we demonstrate that fine-tuning LLMs leveraging the search tree constructed by ToT allows CoT to achieve similar or better performance, thereby avoiding the substantial inference burden. This is achieved …

Revisiting Masked Auto-Encoders For Ecg-Language Representation Learning, Hung Manh Pham, Aaqib Saeed, Dong Ma

Research Collection School Of Computing and Information Systems

We propose C-MELT, a novel framework for multimodal self-supervised learning of Electrocardiogram (ECG) and text encoders. C-MELT pre-trains a contrastive-enhanced masked auto-encoder architecture using ECG-text paired data. It exploits the generative strengths with improved discriminative capabilities to enable robust cross-modal alignment. This is accomplished through a carefully designed model, loss functions, and a novel negative sampling strategy. Our preliminary experiments demonstrate significant performance improvements with up to 12% in downstream cardiac arrhythmia classification and patient identification tasks. Our findings demonstrate C-MELT's capacity to extract rich, clinically relevant features from ECG-text pairs, paving the way for more accurate and efficient cardiac …

User Acceptance Of Advice By Ai Agents: Expectation-System Fit Perspective, Jingyuan Cai, Fiona Fui-Hoon Nah

Research Collection School Of Computing and Information Systems

Algorithms have increasing influence on our daily decisions, especially when the recommendations are presented by human-like AI agents. This study applies the Theory of Effective Use to investigate how the fit between the user’s role expectation for an AI agent and the agent’s interaction style impacts AI advice adoption. We proposed a new concept termed Perceived Expectation-System Fit (PESF) and empirically examined its impact on user perceptions and advice acceptance. We found that low PESF reduces advice acceptance by diminishing cognitive and affective trust in the AI agent. Furthermore, increased algorithm transparency increases PESF's impact on decision-making. Our findings provide …

Impact Of Irrigation Systems On Water Use And Water Productivity: A Case Study Using Aquacrop In Khartoum, Sudan, Abdalhakam Almagzoop

Department of Agricultural and Biological Systems Engineering: Masters Project Reports

Water scarcity significantly challenges agricultural productivity in arid regions like Khartoum, Sudan. This study evaluates the impact of three irrigation systems—furrow, sprinkler, and surface drip—on the water use and productivity of sorghum (Sorghum bicolor L.) under different climatic conditions using the AquaCrop model. Simulations were conducted for three representative years: a wet year (2022), a normal year (2015), and a dry year (2018). The results demonstrate that irrigation substantially improved water use efficiency and crop yield compared to non-irrigated (rainfed) conditions. Rainfed crops resulted in lower biomass, harvest index, and yield, particularly in the dry year, highlighting the importance …

Enhancing Water Sustainability In North Africa: Literature Review And Synthesis Of Current Knowledge Gaps In Sudan, Osman M. A. Adam

Department of Agricultural and Biological Systems Engineering: Masters Project Reports

This study delves into the critical role of groundwater in addressing global water challenges, with a focus on the Nubian Sandstone Aquifer System (NSAS) in north Africa. Groundwater constitutes a source of potable water, irrigation, and industrial use, especially in arid regions where surface water is limited. We analyzed the status of water quantity, withdrawals, recharge, and geological characteristics in the NSAS, specifically in Sudan, Egypt, and Libya. Though the NSAS is largely an untapped resource, water withdrawals from the NSAS in Egypt, Sudan, and Libya are projected to increase substantially from 2000 to 2100 due to population growth, with …

Characteristics Of High-Risk Bipolar Bone Loss Lesions Using 3-Dimensional Imaging, Petar Golijanin, Justin Arner, Claire Ryan, Qais Zai, Liam Peebles, Annalise Peebles, Phob Ganokroj, Ryan Whalen, Stephanie Eble, Danielle Rider, Srdjan Ninković, Matthew Provencher

Department of Orthopaedic Surgery Faculty Papers

BACKGROUND: The concept of on-track versus off-track bone lesions in glenohumeral instability continues to evolve. Although much has been ascertained from an original biomechanical model, bony pathological changes, especially on 3-dimensional (3D) imaging, have not been fully evaluated.

PURPOSE: To compare the differences in on-track versus off-track lesions to characterize glenoid and humeral head bone defects using 3D modeling software.

STUDY DESIGN: Cross-sectional study; Level of evidence, 3.

METHODS:A consecutive cohort of 75 patients with recurrent anterior instability, with evidence of Hill-Sachs lesions (HSLs) and
glenoid bone loss (GBL) and a mean age of 27.1 years (range, 18-48 years), were …

Harnessing Collective Structure Knowledge In Data Augmentation For Graph Neural Networks, Rongrong Ma, Guansong Pang, Ling Chen

Research Collection School Of Computing and Information Systems

Graph neural networks (GNNs) have achieved state-of-the-art performance in graph representation learning. Message passing neural networks, which learn representations through recursively aggregating information from each node and its neighbors, are among the most commonly-used GNNs. However, a wealth of structural information of individual nodes and full graphs is often ignored in such process, which restricts the expressive power of GNNs. Various graph data augmentation methods that enable the message passing with richer structure knowledge have been introduced as one main way to tackle this issue, but they are often focused on individual structure features and difficult to scale up with …

Echo And Drag As Resistance: Coloniality, Queerness, And Practices Of Reading Student Texts, Joshua Barsczewski, Florianne Jimenez

The Journal of the Assembly for Expanded Perspectives on Learning

In this article, a postcolonial theorist and a queer studies scholar reconsider the role of student resistance in Writing Studies’ social justice turn, arguing for a way of reading student texts that accounts for why students might choose to take up social justice or not in their own writing. Through examples from their ongoing research projects, the writers discuss how students’ resistance surfaced not as visible and explicit signs of a changed epistemological framework or political perspective, but as a series of normative rhetorical choices that made space for more transgressive or subversive possibilities.

Back Matter - Jaepl Volume 29, Wendy Ryden

The Journal of the Assembly for Expanded Perspectives on Learning

Back Matter - JAEPL Volume 29

Full Issue Of The Journal Of The Assembly For Expanded Perspectives On Learning Volume 29, Wendy Ryden

The Journal of the Assembly for Expanded Perspectives on Learning

Full Issue of The Journal of the Assembly for Expanded Perspectives on Learning Volume 29.

The Influence Of Trauma History On Opiate Use Disorder In An Urban Treatment Facility In Pennsylvania, Roxanne Jeffries-Baxter, Christopher J. Burant, Joachim G. Voss

Student Scholarship

Background: Opioid use disorder is one of the most severe forms of substance use disorder and is associated with high morbidity and mortality. Opiate overdose deaths in the US are increasing every year, claiming over 100,000 lives in 2022. Psychological trauma exposure and post-traumatic stress disorder are major health problems in the United States and may contribute to the development of an opiate use disorder. The purpose of this study was to examine the association of psychological trauma exposure and post-traumatic stress disorder with opiate use disorder. Methods: This study used a retrospective design with a convenience sample size of …

A Teacher-Development Curriculum: Encouraging Community Discipleship Through Faith And Learning Integration At Bracken Christian High School, Denice F. Knight-Slater

Doctor of Ministry Theses and Dissertations

The title of this project is “A Teacher-Development Curriculum: Encouraging Community Discipleship through Faith and Learning Integration at Bracken Christian High School.” The purpose of the project was to create a seven-part curriculum that would empower educators to form an interconnected teaching community centered upon the practice of faith and learning integration. The development team hoped our work would articulate good practices and equip teachers to engage in faith conversations with their students. We utilized Parker Palmer’s classic, The Courage to Teach, as the scaffolding for our curriculum. The development team modeled faith and learning integration by creating a …

When The Taker Goes Broke: Takings Claims In Municipal Bankruptcy, Joshua Kayne Kaufman

University of Chicago Law Review

When a municipality takes property, the former owners can allege a violation of the Takings Clause and try to recover just compensation. But what should happen when the municipality goes broke and enters municipal bankruptcy? Can the municipal Bankruptcy Code empower judges to release municipalities from their obligation to pay just compensation through a discharge? Or does the Takings Clause provide special constitutional protection to claims for just compensation from a municipality that immunizes the claims from discharge? This issue has played out in municipal bankruptcies in Detroit, Michigan; Stockton, California; and Puerto Rico—and courts are deeply divided on the …

Interrogating Miranda’S Custody Requirement, Lauren E. Clatch

North Carolina Law Review

No abstract provided.

Snake Oil And Second Chances: A Legal Analysis Of Political Party Switching And A Framework For Stakeholder Remedies In North Carolina, Gabrielle Schust

North Carolina Law Review

No abstract provided.

Case Brief: Carolina Youth Action Project V. Wilson, Megan Mills Rash

North Carolina Law Review

No abstract provided.

The Role Of Nurses In Environmental Sustainability, Olivia Monroe

Honors Projects

This project explores the current literature on pollution originating from the United States healthcare sector, with emphasis on greenhouse gas emissions and waste production. Strategies healthcare organizations are implementing to reduce their pollution and actions nurses can take to support these initiatives are discussed.

The Private Libraries Of Charleston, 1780-1860, Winter Hein

All Theses

The scope of this thesis examines the private libraries inventoried in Charleston, South Carolina. The thesis answers the question about the prevalence of private book collections and rooms called the “Library” between 1780 and 1860, as seen in probate inventories. Additionally, this thesis explores the character of the private collections during this study period in a case study manner. This includes the size of the collections, location (urban vs. rural), where collections are stored, and in which rooms they are found. Of the 4,476 Charleston County probate inventories between 1780 and 1860 available through FamilySearch online, a total of 903 …

The Relationship Between Aging Perceptions And Cognition Among Older Adults: A Cross-Sectional Study Using The Enact And Efit Studies, Ava Mcvey

All Theses

Maintaining cognition is critical to overall health and independence. While lifestyle predictors (e.g., cognitive engagement, social engagement, physical activity) of cognition have been established in current research, the relationship of one’s perceptions of aging and cognition have been less thoroughly investigated. This thesis cross-sectionally explores the relationships between self-perceptions of aging (SPA; including awareness of age-related change and expectations regarding aging) and cognition, including performance-based measures of executive function (Matrix Reasoning, Letter/Number Switching, Digit Symbol, Trails A & B, Visual Paired Associates) and self-reported cognition (Cognitive Self Report Questionnaire). Participants include community dwelling older adults from two studies: the Elucidating …

Comparing The Effects Of Traffic Speed And Driver Assistance On Different Age Groups: Mixed Methods User Testing, Alan Mintz

All Theses

Although much research exists investigating preferences towards transportation and driver assistance technologies, there is a gap in the literature related to taking a mixed methods approach investigating age-related differences in traffic management behaviors. Previous studies have established that older adults tend to avoid higher risk traffic situations more often than younger adults. This research builds on existing work that compares different aged participants simulated driving behaviors, self-reported workload, and interview responses. Benefits from this study include adding to our understanding of gap maintenance behavior, perceived workload at varying traffic speeds, and preferences among younger and older drivers towards offloading driving …

Toward Electrochemical Detection Of Salmonella Enterica Serovar Enteritidis On Hydroponically Grown Green Onions (Allium Fistulosum L.), Lisseth Casso-Hartmann

All Theses

The Food and Drug Administration (FDA) established standards during the growing, harvesting, packing, and holding of produce for human consumption as part of implementing the Food Safety Modernization Act (FSMA). One of the main requirements for farmers is to detect environmental pathogens such as Salmonella enterica species in water and sprout samples. S. enterica is a bacterium of significant concern due to its pathogenicity and ability to survive and persist in diverse environmental conditions. S. enterica has been associated with recalls in ready-to-eat foods. Traditional detection methods include Enzyme-Linked Immunosorbent Assay (ELISA), Polymerase Chain Reaction (PCR), and plate counting, which …

The Effect Of Pressure Gradients On Perceived Discomfort, Zachary Bush

All Theses

Introduction:

A pressure gradient is where high and low pressure meet. It is responsible for displacement and irritation of the skin commonly caused by tight bandages, bracelets, or socks. The irritation is at the edge where the skin is displaced by the high and low pressure. An analysis of the effect pressure gradients have on discomfort would have significant medical relevance for any device, fixture, or clothing pressed against the skin at high pressure. This primarily includes prosthetic and orthotic devices.

The bottom surface of the heel provides a naturally circular, uniform pressure profile. This makes it the optimal testing …

Preserving The Future Of Juries And Jury Trials, Paula Hannaford-Agor, Hope Forbush, Miriam Hamilton, Jawwaad Johnson, Morgan Moffett

Faculty Publications

To preserve the future of juries and jury trials, the National Center for State Courts (NCSC) convened a meeting of representatives from a broad array of justice system stakeholders as a project under the Justice for All Reauthorization Act (JFARA). To frame the stakeholder discussions, NCSC employed strategic foresight, a methodological approach designed to explore a range of possible futures of juries and jury trials within the American justice system as a vehicle for identifying critical vulnerabilities within the current jury system and proposing targeted strategies to preserve and strengthen jury trials. Critical vulnerabilities are those areas of weakness that …

Correlates Of Creativity And Elementary School Students’ Perceptions Of Individual And Sociocultural Factors, Seokmin Kang, Hye-Sook Park

Teaching and Learning Faculty Publications

The study investigated the relationships between individual and sociocultural factors and students’ creativity based on a sociocultural perspective. The participants are 7,324 fifth graders from 242 schools obtained from the Korean Educational Longitudinal Study 2013. Through multilevel modeling, student gender, self-regulation behaviors, academic achievement, extrinsic motivation, and perceived parenting style at level 1, and school characteristics such as teacher’s teaching methods, students’ relationship with their teacher, and their teacher’s academic pressure at level 2 were incorporated. The final model incorporating both level 1 and level 2 variables showed that the most significant variable related to students’ creativity was self-regulation, followed …

New Approaches And Challenges Regarding Trade, Climate Action, And The Wto, Sunayana Sasmal

Columbia Center on Sustainable Investment

This report considers how the WTO, as an institution and its rules, can and should be a game-changer in undertaking climate action and the green energy transition globally. By leveraging its toolkit, the WTO has the potential to drive climate action, from regulating border carbon adjustments to promoting trade in green products, green electricity, and dissemination of climate technologies. However, unlocking this potential requires legal reforms, a proactive institutional role, and strong political will from WTO members.

Becoming Golden: The Udsl Law Review Turns 50, Nicholas Daniel Seger

University of Dayton Law Review

No abstract provided.