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Articles 11911 - 11940 of 1733588
Full-Text Articles in Entire DC Network
Reconciling Faith And Academic Identity: Evangelical Christian Identity And Ontological Confusion In Sport Studies, Sean Burke
Movement and Being: The Journal of the Christian Society for Kinesiology, Leisure and Sports Studies
This paper investigates the interplay of ontological confusion and Evangelical Christian identity within the context of qualitative sport studies research. Employing a reflexive autoethnographic method, I explore my personal experiences as an Evangelical Christian and as a social scientist who grapples with the complexities of paradigmatic confusion. Personal vignettes highlight the influence of sporting spaces and figures such as Tim Tebow and Kurt Warner in shaping my faith, identity, and framework for understanding reality. The analysis delves into the challenges posed by competing paradigmatic orientations, including positivism and social constructivism. These paradigms reveal the inherent difficulty of aligning scholarly inquiry …
Female Athletes With Differences Of Sex Development (Dsd): A Christian Perspective On Fairness And Compassion, Angela M. Robles
Female Athletes With Differences Of Sex Development (Dsd): A Christian Perspective On Fairness And Compassion, Angela M. Robles
Movement and Being: The Journal of the Christian Society for Kinesiology, Leisure and Sports Studies
One of the most significant controversies in elite women’s sport relates to the participation of female athletes with differences of sex development (DSD), as demonstrated by recent Olympic debates surrounding athletes like Imane Khelif and Caster Semenya. Today, a complex challenge continues to evolve at the intersection of DSD and competitive sports, and it requires careful consideration. The central argument of this paper is that DSD athletes are worthy of compassionate treatment grounded in their inherent dignity, and is founded on the understanding of what it means for humans to be created in the image of God (imago Dei). The …
A Holistic Christian Perspective On Wellness For College Students - A Qualitative Analysis, Shari L. Jurgens, Deb Majewski, Jessica Clevering
A Holistic Christian Perspective On Wellness For College Students - A Qualitative Analysis, Shari L. Jurgens, Deb Majewski, Jessica Clevering
Movement and Being: The Journal of the Christian Society for Kinesiology, Leisure and Sports Studies
Aim: This study sought to explore the impact of a Christ-centered, holistic wellness course on college-aged students’ understanding of key wellness principles. The goal was to gain insight into how students comprehend and apply these principles considering their spiritual and personal development.
Background: Wellness education for undergraduate students is both timely and essential, especially within Christian higher education, where nurturing the whole person is a core value. A common misconception is that wellness pertains only to physical and mental health. However, Scripture affirms that human flourishing involves a harmony of body, mind, and spirit. A holistic, biblically informed approach to …
The Virtue Of Hope In Sports Through Spe Salvi And Its Role In Faith, Resilience, And Character Formation In Student-Athletes, Hansson G. Labisig, Arvin D. Eballo
The Virtue Of Hope In Sports Through Spe Salvi And Its Role In Faith, Resilience, And Character Formation In Student-Athletes, Hansson G. Labisig, Arvin D. Eballo
Movement and Being: The Journal of the Christian Society for Kinesiology, Leisure and Sports Studies
Pope Benedict XVI, in Spe Salvi, presents hope as a transformative and redemptive virtue that enables believers to live and suffer differently, rooted in faith in God. He writes, “The one who has hope lives differently.” This study develops a theological-pastoral framework for integrating the virtue of hope into the faith formation of student-athletes within Catholic educational institutions, positioning sport as a genuine locus theologicus for Religious Education and evangelization. Employing the See–Judge–Act methodology, it draws from Spe Salvi, Aquinas’s Summa Theologiae, and the Vatican document Giving the Best of Yourself, in dialogue with C. R. Snyder’s psychological theory …
Institutionalizing The Trade-Labor Nexus, Yueming Yan
Institutionalizing The Trade-Labor Nexus, Yueming Yan
Michigan Journal of International Law
While scholars have extensively explored the evolution of labor provisions in trade agreements, less attention has been paid to the institutional mechanisms that operationalize these provisions. This article addresses this gap by offering a comparative analysis of labor compliance models that are emerging across jurisdictions.
Recognizing that no institutional design is without trade-offs, this article applies the theory of comparative institutional analysis to evaluate existing models—not by asking whether they are (in)effective in the abstract, but: (in)effective compared to what? Specifically, it examines the strengths and limitations of various institutional mechanisms using benchmarks that matter to policymakers, including procedural efficiency, …
Front Matter, Michigan Journal Of International Law
Front Matter, Michigan Journal Of International Law
Michigan Journal of International Law
Front Matter for Volume 47, Issue 3 of Michigan Journal of International Law
Long-Run Effects Of H-1b Immigration On The U.S. Economy, Ran Abramitzky, Leah Boustan, Ahmet Gulak, Jens Hainmueller
Long-Run Effects Of H-1b Immigration On The U.S. Economy, Ran Abramitzky, Leah Boustan, Ahmet Gulak, Jens Hainmueller
Cowles Foundation Discussion Papers
We study the effects of H-1B immigration on U.S. industries that employ H-1B workers and their trading partners. Using a novel cross-industry design and the 1999–2003 expansion of the H-1B visa cap for identification, we find that H-1B exposure raised incomes for natives and pre-existing immigrants, with gains concentrated in non-STEM occupations. Income gains propagate forward through supply chains to downstream industries but not backward to upstream industries, consistent with a productivity shock rather than a labor supply shock. We find no direct effect on patenting, suggesting that productivity gains arise from better task execution rather than patentable invention.
Dc/Dc Converter For A Solar Module, Francine Therese A. Canal, Jesus Cruz, Juan Jose Gonzalez
Dc/Dc Converter For A Solar Module, Francine Therese A. Canal, Jesus Cruz, Juan Jose Gonzalez
Electrical Engineering
This project presents the design and implementation of a DC/DC power converter intended for photovoltaic (PV) modules with varying electrical output characteristics. Solar panels experience significant changes in output voltage and power due to variations in sunlight, temperature, and load conditions. To ensure reliable operation across a range of conditions, the proposed converter is capable of both step-up and step-down operation to accommodate solar modules with power ratings from 50 W to 450 W and open-circuit voltages between 10 V and 80 V. The system operates at load currents up to 10 A and provide a user-adjustable output voltage within …
Gender Differences In Streaming Service Adoption And Cancellation During Covid-19, Dylan Lewis
Gender Differences In Streaming Service Adoption And Cancellation During Covid-19, Dylan Lewis
Florida Atlantic Undergraduate Research Journal
For over a decade, the rise of subscription-based entertainment models has appeared inevitable. This trend became even more apparent when the world went into lockdown to curb the spread of COVID-19. During this time, many people began reevaluating how they allocated their discretionary income for day-to-day purchases as the future looked bleak. The purpose of this study was to examine people’s preferences between subscription-based models and one-time purchases. To do this, a 12-question survey was conducted, and data were collected through Amazon Mechanical Turk, yielding over 195 responses. The results indicate a statistically significant relationship between age and the use …
Copyright, Editorial Team
Copyright, Editorial Team
Florida Atlantic Undergraduate Research Journal
No abstract provided.
Biographies, Editorial Team
Biographies, Editorial Team
Florida Atlantic Undergraduate Research Journal
No abstract provided.
Emerging Library Leaders’ Summer School For Asia-Pacific (Ellssa): Smu Libraries Flagship Leadership Development Program For Librarians, Rajendra Munoo, Sumita Govindan
Emerging Library Leaders’ Summer School For Asia-Pacific (Ellssa): Smu Libraries Flagship Leadership Development Program For Librarians, Rajendra Munoo, Sumita Govindan
Research Collection Library
Strong leadership skills are becoming more important for librarians as they deal with rapid digital change in a VUCA world, rising user expectations, and a workforce made up of different generations. The Emerging Library Leaders’ Summer School for Asia-Pacific (ELLSSA) is Singapore Management University (SMU) Libraries’ main leadership development program, created to prepare early‑career librarians and high‑potential staff for future leadership roles across the Asia‑Pacific region and beyond. Recognised by the International Federation of Library Associations and Institutions (IFLA) as one of only a small number of leadership programs in the region, ELLSSA helps address gaps in leadership development within …
Dibujando El Bienestar: Atmósferas Sensoriales Y Lenguajes Gráficos En La Arquitectura De Francis Kéré Y Toshiko Mori, María Beltrán Rodríguez
Dibujando El Bienestar: Atmósferas Sensoriales Y Lenguajes Gráficos En La Arquitectura De Francis Kéré Y Toshiko Mori, María Beltrán Rodríguez
Artículos científicos
El artículo explora los lenguajes gráficos de Francis Kéré y Toshiko Mori bajo la mirada del bienestar y la neuroarquitectura. Se realza cómo sus dibujos no solo representan, sino que evocan las cualidades sensoriales y emocionales del espacio. A través del análisis detallado de sus croquis y diagramas, se explora cómo el dibujo arquitectónico puede actuar como puente entre el conocimiento científico y la percepción espacial. El estudio demuestra que sus estrategias visuales comunican intenciones ambientales, materiales y sociales que favorecen el bienestar. Finalmente, se plantea el dibujo como una herramienta cognitiva, pedagógica y proyectual para integrar principios de neuroarquitectura …
350 Years Later: A Creation Lens On The Birth Of Bacteriology, Alan L. Gillen
350 Years Later: A Creation Lens On The Birth Of Bacteriology, Alan L. Gillen
Faculty Publications and Presentations
No abstract provided.
Assessment Of Information Literacy Instruction In Reference: Applying Vanscoy’S Conceptual And Procedural Framework In Practice, Vanessa Arce
Publications and Research
The instructional aspect of reference work has long been acknowledged, especially in academic libraries. The current RUSA guidelines include helping users develop information literacy as a goal of reference. In this context, investigating the presence and nature of information literacy instruction can be used to assess the quality of reference services. This study applied Amy VanScoy’s conceptual/procedural framework for point-of-need instruction to a sample of chat reference transcripts at Lehman College, City University of New York. One of the assessment’s goals was to determine the prevalence of instruction and type of knowledge addressed in reference interactions. Another goal was to …
Perceived Teacher Tensions: Navigating Educational Mandates Of Explicit Instruction And Culturally Responsive Pedagogy, Ruby Olivia D'Aietti, Brian Lewthwaite, Philemon Chigeza
Perceived Teacher Tensions: Navigating Educational Mandates Of Explicit Instruction And Culturally Responsive Pedagogy, Ruby Olivia D'Aietti, Brian Lewthwaite, Philemon Chigeza
Australian Journal of Teacher Education
In this paper I discuss the perceived tensions in navigating an Explicit Instruction approach with a Culturally Responsive Pedagogy at the cultural interface. The study took place in a Year 6/7 classroom in the Torres Strait, Queensland, Australia. All students identified as EAL/D learners. As an experienced, yet non-Indigenous practitioner, I documented the perceived tensions I encountered in the discipline of English. Adopting an Action Research methodology, I explored the classroom struggles as I navigated the mandate of teaching explicitly, yet responsively. I used student dialogue sessions and a reflective journal to document my tensions. Results showed, despite being able …
The Interwoven Dynamics Of Climate, Fire, Resilience And Orangutan Survival In Central Kalimantan’S Peat Swamp Forest, Putu Pujiantari
The Interwoven Dynamics Of Climate, Fire, Resilience And Orangutan Survival In Central Kalimantan’S Peat Swamp Forest, Putu Pujiantari
Graduate Theses and Dissertations
Tropical peat swamp forests are globally significant carbon reservoirs and biodiversity strongholds, yet they face escalating threats from climate change, fire, and anthropogenic disturbances. This dissertation investigates the interwoven dynamics of climate, fire, forest resilience, and orangutan survival in Central Kalimantan, Indonesia, a region which was transformed by the failed Mega Rice Project and recurrent catastrophic wildfires for decades. Using a multi-scale approach that integrates remote sensing time-series analysis (2001–2024),nlandscape-scale disturbance mapping (2005–2025), and fine-scale movement ecology, this research tests three core hypotheses: (1) moisture availability is the dominant climatic driver of wildfire activity, operating through non-linear thresholds; (2) post-fire …
Synoptic Conditions Favoring Tropical Cyclone-Enhanced Southwest Monsoon High Precipitation Events In The Philippines, Alwin Andriel L. Bathan, Lyndon Mark P. Olaguera, Faye Abigail T. Cruz, Jose Ramon T. Villarin, John A. Manalo, Jun Matsumoto
Synoptic Conditions Favoring Tropical Cyclone-Enhanced Southwest Monsoon High Precipitation Events In The Philippines, Alwin Andriel L. Bathan, Lyndon Mark P. Olaguera, Faye Abigail T. Cruz, Jose Ramon T. Villarin, John A. Manalo, Jun Matsumoto
SOSE Affiliate: Manila Observatory
The interaction of tropical cyclones (TCs) with the southwest monsoon frequently causes heavy precipitation events (HPEs) and widespread flooding across the Philippines. Despite their substantial socio-economic impacts, the synoptic conditions that favor these events remain insufficiently understood, underscoring the need for systematic investigation to help improve forecasting and risk assessment. Lag composite analysis of daily rainfall records and reanalysis data from July to September for the period 1981–2023 shows that HPEs are more likely to occur when: (1) enhanced monsoon westerlies are present over the tropical Indian Ocean for at least nine days before the HPE, (2) a TC passes …
Reflecting On Freedom: 250 Years Through The Eyes Of Wvu Alumni Artists Exhibition, Sally Brown, Livia Balan, Ken Hillberry, Yvette Mazza, Precious Burger, Margaret Rose Caro, Ron Hollingshead, Betsy Jaeger, Ruth Yang, Tom Ott, Nancy Swisher, Griffin Nordstrom, Ben Nelsen, Morin Nessim, Desiree Vu, Ali Printz, Tiera Joy Tanner, Eliza Siefert, Stephanie Alaniz, Raymond Thompson, Sue Byrd, Michael Vercelli, Lesley Cottrell, Penny Lipscomb, Joshua Lohnes, Kelly Watson, Hal Gorby, Judith Stitzel, Bonnie Brown, Bob Britten, Renee K. Nicholson, Ellen Rodrigues, Erik Herron, Mark Brazaitis, Alfgeir Kristjansson, Linda Rosefsky, Joseph Lupo, Beth Royall, Evy Wright
Reflecting On Freedom: 250 Years Through The Eyes Of Wvu Alumni Artists Exhibition, Sally Brown, Livia Balan, Ken Hillberry, Yvette Mazza, Precious Burger, Margaret Rose Caro, Ron Hollingshead, Betsy Jaeger, Ruth Yang, Tom Ott, Nancy Swisher, Griffin Nordstrom, Ben Nelsen, Morin Nessim, Desiree Vu, Ali Printz, Tiera Joy Tanner, Eliza Siefert, Stephanie Alaniz, Raymond Thompson, Sue Byrd, Michael Vercelli, Lesley Cottrell, Penny Lipscomb, Joshua Lohnes, Kelly Watson, Hal Gorby, Judith Stitzel, Bonnie Brown, Bob Britten, Renee K. Nicholson, Ellen Rodrigues, Erik Herron, Mark Brazaitis, Alfgeir Kristjansson, Linda Rosefsky, Joseph Lupo, Beth Royall, Evy Wright
Faculty & Staff Scholarship
In honor of the United States’ 250th anniversary, the 2026–27 WVU Alumni Art Show invites viewers to explore freedom and independence through the eyes of West Virginia University alumni artists. This exhibition gathers a rich spectrum of perspectives—personal, historical, political, and cultural—demonstrating that the meaning of liberty is neither fixed nor singular. The exhibit also includes community responses to the work.
Portraits, abstractions, text-based paintings, mixed media, ceramics, and quilts collectively reveal the diverse ways artists grapple with liberty: as memory and inheritance, as resistance and care, and as lived, ongoing practice. By presenting these perspectives side by side, the …
Book Review: Atlas Of Minerals And Igneous And Metamorphic Rocks In Thin-Section (2025) By Alessandro Da Mommio And Victoria Pease., Kenneth L. Brown
Book Review: Atlas Of Minerals And Igneous And Metamorphic Rocks In Thin-Section (2025) By Alessandro Da Mommio And Victoria Pease., Kenneth L. Brown
Geology and Environmental Geoscience Faculty Publications
"Optical mineralogy and petrography not only equip us with the skills necessary to address society’s growing need for rock and mineral resources but also awaken a deeper curiosity—inviting us into moments of discovery that change the way we understand these resources. From observing the vibrant and mesmerizing interference colors of a dunite thin section to examining the uniaxial interference figure of calcite, many of us can still recall the first time we peered through the oculars of a polarizing microscope. Atlas of Minerals and Igneous and Metamorphic Rocks in Thin-Section is an exceptional reference textbook, which nurtures that curiosity and …
It's All In The (Exponential) Family: An Equivalence Between Maximum Likelihood Estimation And Control Variates For Sketching Algorithms, Keegan Kang, Kerong Wang, Ding Zhang, Rameshwar Pratap, Bhisham Dev Verma, Benedict Wong
It's All In The (Exponential) Family: An Equivalence Between Maximum Likelihood Estimation And Control Variates For Sketching Algorithms, Keegan Kang, Kerong Wang, Ding Zhang, Rameshwar Pratap, Bhisham Dev Verma, Benedict Wong
Faculty Conference Papers and Presentations
Maximum likelihood estimators (MLE) and control variate estimators (CVE) have been used in conjunction with known information across sketching algorithms and applications in machine learning. We prove that under certain conditions in an exponential family, an optimal CVE will achieve the same asymptotic variance as the MLE, giving a fixed point algorithm for the MLE. Experiments show the fixed point algorithm is faster and numerically stable compared to other root finding algorithms for the MLE for the bivariate Normal distribution, and we expect this to hold across distributions satisfying these conditions. We show how this algorithm leads to reproducibility for …
Basil Bernstein, Open Concepts, And The Possibility Of Change: Basil Bernstein, Conceptos Abiertos Y La Posibilidad Del Cambio, Brian Barrett, Jim Hordern
Basil Bernstein, Open Concepts, And The Possibility Of Change: Basil Bernstein, Conceptos Abiertos Y La Posibilidad Del Cambio, Brian Barrett, Jim Hordern
School of Law, Humanities and Social Sciences
In this reflection we make the argument that Bernstein’s theory offers an exceptionally powerful resource for analyzing social systems such as education, which critical realists as well as Bernstein have described in similar ways as “open.” Bernstein’s work has two significant features that contribute to this power, namely its capacity to conceptualize deep structures and organizing principles of education, teaching, and learning, as well as the possibilities it opens for imagining and accounting for alternatives and change through “open concepts.” Bernstein’s work is thus especially valuable both for analyzing 10educational inequality as well as for developing and testing measures for …
Using Individual Vs. Group Evaluation To Incentivize Effort For Heterogeneous Groups, Prasart Jongjaroenkamol
Using Individual Vs. Group Evaluation To Incentivize Effort For Heterogeneous Groups, Prasart Jongjaroenkamol
Research Collection School Of Accountancy
This study uses an analytical model to examine how individual and group performance evaluations affect motivation among agents with different abilities. While group evaluations encourage collaboration, they also introduce uncertainty. The results reveal a non-monotonic relationship between the weight assigned to group evaluations and motivation: motivation increases at moderate weights but decreases when the weight is too low or high. The study also identifies the optimal weighting between evaluation types to maximize motivation and examines factors influencing these allocations. These insights demonstrate how evaluation design shapes effort incentives and inform performance measurement and assessment practices in organizational and educational contexts.
Larger Is Not Always Better: Exploring Small Open-Source Language Models In Logging Statement Generation, Renyi Zhong, Yichen Li, Guangba Yu, Wenwei Gu, Jinxi Kuang, Yintong Huo, Michael R. Lyu
Larger Is Not Always Better: Exploring Small Open-Source Language Models In Logging Statement Generation, Renyi Zhong, Yichen Li, Guangba Yu, Wenwei Gu, Jinxi Kuang, Yintong Huo, Michael R. Lyu
Research Collection School Of Computing and Information Systems
Developers use logging statements to create logs that document system behavior and aid in software maintenance. As such, high-quality logging is essential for effective maintenance; however, manual logging often leads to errors and inconsistency. Recent methods emphasize using large language models (LLMs) for automated logging statement generation, but these present privacy and resource issues, hindering their suitability for enterprise use. This paper presents the first large-scale empirical study evaluating small open-source language models (SOLMs) for automated logging statement generation. We evaluate four prominent SOLMs using various prompt strategies and parameter-efficient fine-tuning techniques, such as Low-Rank Adaptation (LoRA) and Retrieval-Augmented Generation …
Activity Transition Graph Generation: How Far Are We?, Jiakun Liu, Peixin Zhang, Han Hu, Yonghui Liu, Wei Minn, Ferdian Thung, Shahar Maoz, Eran Toch, Debin Gao, David Lo
Activity Transition Graph Generation: How Far Are We?, Jiakun Liu, Peixin Zhang, Han Hu, Yonghui Liu, Wei Minn, Ferdian Thung, Shahar Maoz, Eran Toch, Debin Gao, David Lo
Research Collection School Of Computing and Information Systems
Android applications (i.e., apps) are indispensable nowadays and are getting bigger and bigger with an increasing number offunctionalities. To understand how to access functionalities in an app, prior studies proposed tools to model the transitionsbetween functionalities with the activity transition graph (ATG). ATG is an important data structure and has been used forvarious Android app analyses, including app design, understanding, and testing. However, there is no benchmarking work onATG generation. It is still unclear whether the transitions identified by tools are correct and how many transitions are missed.To fill this gap, we manually identified all transitions in 98 applications to …
Constrained Assortment Optimization Under The Mixed-Logit Model, Hoang Giang Pham, Tien Mai
Constrained Assortment Optimization Under The Mixed-Logit Model, Hoang Giang Pham, Tien Mai
Research Collection School Of Computing and Information Systems
In this paper, we study the assortment optimization problem under the mixed-logit customer choice model. While assortment optimization has been a central topic in revenue management for decades, the mixed-logit model is widely regarded as one of the most general and flexible frameworks for modeling and predicting customer purchasing behavior. The assortment optimization problem is known to be NP-hard to be approximated to any constant factor, even in the unconstrained case. To address this challenge, we first explore the submodularity properties of a simplified version of the objective function to derive novel semi-constant factor approximation solutions for assortment problems under …
Multimodal Contrastive Spatiotemporal Self-Organizing Neural Networks For In-Home Activity Learning Of Mild Cognitive Impairment, Seng Khoon Teh, Ah-Hwee Tan, Kar Way Tan, Iris Rawtaer
Multimodal Contrastive Spatiotemporal Self-Organizing Neural Networks For In-Home Activity Learning Of Mild Cognitive Impairment, Seng Khoon Teh, Ah-Hwee Tan, Kar Way Tan, Iris Rawtaer
Research Collection School Of Computing and Information Systems
In-home spatiotemporal data, such as the movement trajectory data and the spatial time series data, contains potential predictive utility for detection of geriatric conditions including Mild Cognitive Impairment (MCI), frailty, and cognitive frailty. However, few have explored spatiotemporal learning models for learning and fusion of such disparate spatiotemporal data, owing to the lack of a generalized machine learning model that can jointly model these different spatiotemporal data types. This work reports a multimodal spatiotemporal machine learning model based on a class of self-organizing neural networks that can integrate different spatiotemporal data types for MCI detection. Specifically, Episodic Memory Adaptive Resonance …
Anomaly Management In Unmanned Aerial Vehicles: A Systematic Literature Review, Ivan Tan Wei Han, Christopher M. Poskitt, Lingxiao Jiang, Lwin Khin Shar
Anomaly Management In Unmanned Aerial Vehicles: A Systematic Literature Review, Ivan Tan Wei Han, Christopher M. Poskitt, Lingxiao Jiang, Lwin Khin Shar
Research Collection School Of Computing and Information Systems
Unmanned Aerial Vehicles (UAVs) are increasingly deployed in safety-critical applications such as logistics, surveillance, disaster response, and urban air mobility. While their autonomy enables powerful capabilities, it also introduces vulnerabilities due to hardware faults, software defects, communication failures, and adversarial interference. This survey presents a comprehensive review of research studies closely related to UAV anomalies published between 2015 and 2025, covering 111 papers from academic and industrial sources. We introduce a unified five-pillar taxonomy—anomaly generation, prevention, detection, recovery, and analysis—that organizes existing work across the full anomaly management lifecycle. In contrast to prior surveys that focus primarily on detection algorithms, …
Co-Matching: Towards Human–Model Collaborative Legal Case Matching, Chen Huang, Xinwei Yang, Yang Deng, Wenqiang Lei, Jiancheng Lv, Tat-Seng Chua
Co-Matching: Towards Human–Model Collaborative Legal Case Matching, Chen Huang, Xinwei Yang, Yang Deng, Wenqiang Lei, Jiancheng Lv, Tat-Seng Chua
Research Collection School Of Computing and Information Systems
Recent efforts have aimed to improve AI models in legal case matching by integrating legal domain knowledge. However, successful legal case matching requires the tacit knowledge of legal practitioners, which is difficult to verbalize and encode into models. This emphasizes the crucial role of involving legal practitioners in high-stakes legal case matching. To address this, we propose a collaborative matching framework called Co-Matching, which encourages both the model and the legal practitioner to participate in the matching process, integrating tacit knowledge. Unlike existing methods that rely solely on the model, Co-Matching allows both the legal practitioner and the model to …
New Algorithms For Fully-Dynamic K-Center With Outliers, Junyu Huang, Zhize Li, Zhen Zhang, Xujia Li, Jianxin Wang, Qilong Feng
New Algorithms For Fully-Dynamic K-Center With Outliers, Junyu Huang, Zhize Li, Zhen Zhang, Xujia Li, Jianxin Wang, Qilong Feng
Research Collection School Of Computing and Information Systems
In this paper, we study the fully dynamic k-center with outliers problem, where points are inserted and deleted over time and the goal is to maintain an approximate clustering while discarding up to z outliers. Existing algorithms typically rely on radius guessing to maintain cluster representations, leading to update and query times that depend explicitly on the aspect ratio Δ. We propose a layered-sampling framework that avoids radius guessing by maintaining a hierarchy of sampled structures, which can separate most inliers from potential outliers and refine the remaining uncertain points. The resulting algorithm achieves Õ(k²/ε⁴) update and query time independent …