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Articles 26731 - 26760 of 1103482
Full-Text Articles in Entire DC Network
Richmond, Fredericksburg & Potomac Passenger Rail Performance And Ridership Study, Matthew S. Sturgis
Richmond, Fredericksburg & Potomac Passenger Rail Performance And Ridership Study, Matthew S. Sturgis
Master of Urban and Regional Planning Capstone Projects
This study evaluates how targeted infrastructure and operational improvements could improve speed, reliability, and, by extension, ridership on the Richmond, Fredericksburg, and Potomac Corridor between Richmond Main Street Station and Washington Union Station. Although the corridor carries all 198 weekly Amtrak trains operating in Virginia over some portion, passenger rail remains materially less competitive than automobile travel on I-95 when compared under ideal travel conditions or by mode share. In 2024, the corridor carried 1,046,255 riders and held an estimated rail mode share of 2.4 percent relative to 42,598,057 vehicle trips on comparable I-95 segments. At the same time, average …
Marinship Park's Green Infrastructure Plan, Parris Hunt
Marinship Park's Green Infrastructure Plan, Parris Hunt
Master of Urban and Regional Planning Capstone Projects
Marinship Park’s Green Infrastructure Plan looks to improve Marinship Park by adding amenities that promote community engagement and protect or help the environment. The background information mentioned in the plan is relevant to the history in the study area. The plan later discusses environmental conditions and problems that support why this plan is needed. The methods section is after the precedent plans, and it entails the research questions, stakeholder outreach methods, and analytical methods. The research method section states that case studies and surveys are the best ways to gather data and collect responses for the research questions. The real-life …
Summoning Firms: Promoting Democratic Stability And Economic Prosperity In Times Of Constitutional Crisis, Jon D. Michaels
Summoning Firms: Promoting Democratic Stability And Economic Prosperity In Times Of Constitutional Crisis, Jon D. Michaels
Emory Business Law Review
No abstract provided.
Acceptance Remarks For The 2026 Distinguished Service Award For Lifetime Achievement: Reflections On Journey, Learning And Paying It Forward, Jack Butler
Emory Bankruptcy Developments Journal
No abstract provided.
U.S. Administrative Law: A Casebook (6th Ed.), Jud Mathews
U.S. Administrative Law: A Casebook (6th Ed.), Jud Mathews
Faculty Scholarship
The number of administrative law texts is vast. The approach of this one, now in its fifth edition, is simple. It is: (1) to focus on the richest and most canonical cases; (2) to provide more extensive extracts of them than most casebooks; and (3) to keep the notes to a bare minimum. Updated through October 2025, the book contains a number of significant decisions from recent Supreme Court terms, as well as foundational classics that many contemporary casebooks cut, and much in between.
Comparative Study Between High Performance Polymers Versus Metallic Definitive Obturator: A Finite Element Analysis, Mostafa S. Swedan
Comparative Study Between High Performance Polymers Versus Metallic Definitive Obturator: A Finite Element Analysis, Mostafa S. Swedan
Mansoura Journal of Dentistry
Aim: This study investigates the mechanical performance of obturators fabricated from PEKKTON, PEEK, and traditional Cobalet-chromium materials using finite element analysis. Methods : One three dimensional finite element model was created for this study. Starting by cast laser scanning to create solid parts of the model "cortical, cancellous, mucosa, obturator, and partial denture" that to simulate restoration of maxillectomy defects. The model was subjected to average masticatory load of 200N distributed on the partial denture vertically and oblique. Results: The results of the three obturator materials showed too similar deformation and stresses distributions with small variation in values. The obturator …
Determinants Of Digital Piracy: An Integrated Model, C. Christopher Lee, Peiyao Chen
Determinants Of Digital Piracy: An Integrated Model, C. Christopher Lee, Peiyao Chen
Journal of International Technology and Information Management
Digital piracy is a form of copyright infringement, and challenges persist in addressing it effectively. Accordingly, understanding why people engage in digital piracy is crucial. Although prior studies have examined digital piracy from multiple perspectives, existing studies on the explanatory factors of digital piracy remain fragmented. To address this research gap, this study develops an integrated model that incorporates key theoretical perspectives, neutralization theory, social learning theory, and the theory of planned behavior (TPB), along with key determinants including gender, age, and the technology factor. Rather than conducting a meta-analysis of previous studies, this study adopts a survey-based approach to …
Too Warm To Win Big? Unpacking The Backer Dynamics Behind Female Crowdfunding Success Using A Warmth And Competence Perspective, Dan Liu
Journal of International Technology and Information Management
While crowdfunding is often heralded as a democratized funding avenue that empowers women with higher success rates, this study reveals a more nuanced picture of gender dynamics. The Stereotype Content Model suggests that women are often perceived as warmer but less competent. Using a large dataset from Kickstarter, we find that female-led projects can attract more backers, likely due to warmth-driven appeal, but receive smaller average contributions, potentially due to concerns about risk linked to lower perceived competence. However, the total funding raised by female-led campaigns is comparable to that of male-led ones, showing no clear advantage or disadvantage. This …
Online Community Dynamics: An Analysis Using Louvain During Major Sporting Events, Anushka Jaint, Yashodhan Karulkar, Kashish Jindal, Sri Sai Harshita Gadavarthi, Sanya Gulati
Online Community Dynamics: An Analysis Using Louvain During Major Sporting Events, Anushka Jaint, Yashodhan Karulkar, Kashish Jindal, Sri Sai Harshita Gadavarthi, Sanya Gulati
Journal of International Technology and Information Management
With the power of social media transforming the way people connect and interact with each other, the dynamics of community formation on platforms such as X during major events are of crucial importance. While social media is an increasingly key driver in determining interactions, little is known about the online influence forming and developing fan communities in high-stakes events. This study looks into the development of user communities for datasets drawn from Kaggle on two of the world’s largest sporting events: the FIFA World Cup 2022, or football, and the T20 World Cup 2022, or cricket, with the aim of …
Modern (Networked) Warfare: Its Concepts, Evolution, And Issues, Ramesh Subramanian
Modern (Networked) Warfare: Its Concepts, Evolution, And Issues, Ramesh Subramanian
Journal of International Technology and Information Management
The on-going Russo-Ukraine war (February 2012-present), the recent India-Pakistan war (May 7-10, 2025), and the Israel-US attacks on Iran (June 13, 2025) have become interesting for a variety of reasons, and garnered a lot of attention in international defense publications and weapons manufacturers. To many defense analysts and defense industry professionals, these wars have become real-life testing platforms to examine and evaluate various present-day war technologies. They have opened up discussion on the future of war, the increasing use of inter-connected networks in warfare, and the increasing use of remote-operated drones in conducting surveillance and in offensive actions against …
The Role Of Ict In Enhancing National Logistics Performance And Economic Productivity, Jin Ho Kim
The Role Of Ict In Enhancing National Logistics Performance And Economic Productivity, Jin Ho Kim
Journal of International Technology and Information Management
This study sheds light on the transformative impact of Information and Communication Technology (ICT) on national productivity via logistics performance. By distinguishing between mobile and wired Internet speeds, the research demonstrates how these technologies influence logistics performance and, in turn, national productivity across different economic contexts. The findings reveal a nuanced relationship between ICT and logistics performance, with mobile ICT playing a more significant role in developing countries due to its accessibility and cost-effectiveness. In contrast, developed countries benefit from a balanced integration of both mobile and wired ICT. Moreover, the study highlights the mediating role of logistics performance in …
Blockchain As A Digital Coordination Infrastructure For Project Management: A Systematic Review And Integrative Framework, Cherie Bakker Noteboom, Sai Neelima Seru, Aravindh Sekar
Blockchain As A Digital Coordination Infrastructure For Project Management: A Systematic Review And Integrative Framework, Cherie Bakker Noteboom, Sai Neelima Seru, Aravindh Sekar
Journal of International Technology and Information Management
Blockchain technology has gained increasing attention as a digital infrastructure capable of improving transparency, trust, and coordination in complex, multi-organizational project environments. However, existing research on blockchain-enabled project management remains fragmented and industry-focused, providing limited guidance for organizational adoption and integration. This study addresses this gap through a systematic literature review of 29 peer-reviewed studies, following PRISMA guidelines, to examine how blockchain capabilities are incorporated into project management practices across industries and maturity stages.
Grounded in Resource-Based View and Coordination Theory, the analysis employs a feature-to-process mapping approach to link six core blockchain capabilities—decentralization, transparency, immutability, smart contracts, traceability, and …
Hydroponics In The Classroom: Cultivating Plants, Captivating Young People, Stacy A. Adams, Christian Stephenson, Theresa James, Kim Todd
Hydroponics In The Classroom: Cultivating Plants, Captivating Young People, Stacy A. Adams, Christian Stephenson, Theresa James, Kim Todd
Department of Agronomy and Horticulture: Faculty Publications
Few students take the initiative to pursue coursework beyond that required for progression to graduation. Limited are opportunities that connect educational content to industry application, potentially inspiring young people towards impactful careers. The United States government has emphasized the importance of STEM education to ensure national security and to maintain economic competitiveness globally. STEM education is not a defined discipline but an approach for building knowledge through application and engagement. Developing and managing a hydroponics prototype provides numerous opportunities for embedding STEM content into a fun and interactive project. This poster provides inspiration for constructing a simple deep water culture …
Values-Based Behavioral Frameworks As Contributors To Organizational Culture In Higher Education: A Literature Review, David J. Park Do
Values-Based Behavioral Frameworks As Contributors To Organizational Culture In Higher Education: A Literature Review, David J. Park Do
Posters
Colleges and universities almost universally publish statements of institutional values, yet a gap often persists between those stated values and the regularly observed behaviors. This review examines how that gap relates to culture in higher education institutions and specifically explores how translating values into observable behaviors contributes to organizational culture. This literature review used a structured, criteria-guided approach to source identification, selecting sources against three constructs: 1) institutional adoption of values-based behavioral frameworks, 2) organizational culture in higher-education settings, and 3) the perceptions through which organizational members perceive culture. The resulting corpus of 40 sources spans organizational culture scholarship, virtue …
Habitar Lo Vivo, Sara Sánchez-Herrera Cubero
Habitar Lo Vivo, Sara Sánchez-Herrera Cubero
Grado en Diseño de Interiores
The project proposes a Centre for Research into Cognitive Development based on the principles of biophilia, understood as the natural connection between humans and nature. Based on an analysis of the existing building, a rational, modular steel structural system has been developed which contrasts with the organic and sensory dimension of the biophilic design, creating a dialogue between the artificial and the natural. The building is completely hollowed out whilst retaining its structure and façade—as the skeleton and skin of the rationalist movement—and this modular steel structure is incorporated; thanks to its own strength, it can easily create spaces. The …
Comúnia, María Sanjurjo Sánchez
Comúnia, María Sanjurjo Sánchez
Grado en Diseño de Interiores
COMÚNIA stems from a desire to reinterpret the day center as an extension of everyday life. Moving away from clinical or institutional settings, the project proposes a domestic, warm, and familiar environment—an architectural space that supports individuals with early-stage Alzheimer’s without constantly reminding them of their condition. The design draws inspiration from the interplay between homes and the neighborhood square, viewing these areas as settings for social interaction, autonomy, and shared memories. Each floor represents a different way of experiencing the day: the main floor functions like a town square—a space for socializing and activity; the upper floor offers a …
Efficient And Fair Resource Unit(Ru) Allocation Methods For The Ofdma Mechanism Under Ieee 802.11ax, Yang Yu
Efficient And Fair Resource Unit(Ru) Allocation Methods For The Ofdma Mechanism Under Ieee 802.11ax, Yang Yu
Doctoral
The IEEE 802.11ax standard was approved in February 2021. This standard allows users to access different channel bandwidths to transmit their packets under the Orthogonal Frequency Division Multiple Access (OFDMA) mechanism. As the number of Internet users and the number of Internet applications increase, the allocation of channel resources has been a challenge in WLANs. Different types of applications, such as real-time video conferencing, online gaming and large-scale data transfers, generate different requirements in terms of throughput, latency and reliability. Consequently, the diversity in users’ channel bandwidth demands is increasing. Under the OFDMA mechanism, the packets can be allocated into …
Sharing Patient-Generated Health Data With Electronic Health Record: A Standardised Provenance And Context-Rich Information Model And Clinician Evaluation, Abdullahi Abubakar Kawu
Sharing Patient-Generated Health Data With Electronic Health Record: A Standardised Provenance And Context-Rich Information Model And Clinician Evaluation, Abdullahi Abubakar Kawu
Dissertations
With the advent of Patient-Generated Health Data (PGHD) through wearable, mobile, and home monitoring systems, there is immense potential for ongoing monitoring and patient engagement. But integrating PGHD with Electronic Health Record (EHR) is challenged by sub-optimal support for contextual metadata and its relevant elements, lack of semantic interoperability among disparate systems, poor knowledge regarding the factors that impact clinician acceptance, and absence of globally agreed standards for data exchange. This thesis explores how contextually relevant patient-generated health data can be shared with EHRs through a FAIR standardized information model that ensures semantic and syntactic interoperability.
The study addresses six …
Potential Of Crispr/Cas9 Genome Engineering For Biofuel Production From Economically Relevant Algae, Sundram Kumar, Ankur J. Phillips, Bashir Adelodun, Francesco Di Maria, Suresh Sundaramurthy, Tarun Pal
Potential Of Crispr/Cas9 Genome Engineering For Biofuel Production From Economically Relevant Algae, Sundram Kumar, Ankur J. Phillips, Bashir Adelodun, Francesco Di Maria, Suresh Sundaramurthy, Tarun Pal
Arusha Climate and Environmental Research Centre
The worldwide energy demand continues to rise, while reliance on fossil fuels remains unsustainable due to global warming, declining reserves and rising oil prices. This has intensified the search for renewable alternatives. Among these, microscopic algae have emerged as a promising feedstock for third-generation biofuels. Owing to their rapid biomass productivity, high lipid content and ability to generate diverse bioproducts, microalgae offer distinct advantages over terrestrial plants. Lipids derived from algae can be converted into biodiesel, while their biomass yields valuable co-products such as carbohydrates, proteins and polyunsatu- rated fatty acids (FAs). These attributes position algae as critical contributors to …
Enhancing Urban Resilience In Ariha City, Syria: Integrating Active And Passive Climate Adaptation Strategies, Rania Rushdy Moussa, Ayham Ahmed Karoum
Enhancing Urban Resilience In Ariha City, Syria: Integrating Active And Passive Climate Adaptation Strategies, Rania Rushdy Moussa, Ayham Ahmed Karoum
Architectural Engineering
Ariha City in Syria faces urgent challenges for post-war reconstruction, including damaged infrastructure and environmental pollution resulting from the conflict. Enhancing urban resilience has become a priority to ensure sustainable recovery and mitigate the ongoing environmental impacts. This study investigates how combining traditional passive design strategies with modern active technological systems can strengthen urban resilience in this context. A two-phase methodology was employed. In the first phase, a field assessment examined existing urban conditions through site surveys, spatial analysis, and documentation of passive and active resilience strategies in both the historic center and new growth areas. In the second phase, …
Optimizing Energy Efficiency In Educational Buildings Through Facade Material Selection, Rania Rushdy Moussa, Malak Ayman, Khloud Khalid
Optimizing Energy Efficiency In Educational Buildings Through Facade Material Selection, Rania Rushdy Moussa, Malak Ayman, Khloud Khalid
Architectural Engineering
Facade material selection is crucial for improving building performance and reducing environmental effect, as evidenced by the growing demand for sustainable architectural solutions, especially in educational institutions. The use of typical, non-sustainable facade materials in Egyptian educational buildings is a major cause of the country's high energy consumption, poor indoor air quality, and rising carbon emissions. This research explores the possibility of using cuttingedge facade materials to promote sustainability in Egyptian university buildings in order to close this crucial gap. The study incorporates a mixed-methods approach and begins with a qualitative theoretical review that includes a thorough literature analysis. A …
Visual Analytics For Interpretable Quantum Computing, Shaolun Ruan
Visual Analytics For Interpretable Quantum Computing, Shaolun Ruan
Dissertations and Theses Collection (Open Access)
Quantum computing has entered a stage of increasing practicality. Many quantum hardware vendors such as IBM, Rigetti, Honeywell, and IonQ now enable experiments on real devices in the Noisy Intermediate-Scale Quantum (NISQ) era. These platforms show computational advantages in domains such as optimization, machine learning, and materials science. However, they remain limited by hardware noise and the absence of human-interpretable information. Existing visual metaphors, such as the Bloch Sphere for single-qubit states or circuit schematics for algorithm design, struggle to convey multi-qubit entanglement or measurement probabilities in ways accessible to human reasoning. Likewise, the rise of variational quantum circuits and …
Constrained Reinforcement Learning: From Single-Agent Safety To Multi-Agent Coordination, Hao Jiang
Constrained Reinforcement Learning: From Single-Agent Safety To Multi-Agent Coordination, Hao Jiang
Dissertations and Theses Collection (Open Access)
Real-world decision-making systems such as autonomous driving and largescale ride-pooling must operate under strict safety and resource constraints. Traditional Reinforcement Learning (RL) methods, while powerful in simulation, often fail to guarantee such constraints, limiting their real-world deployment. The fundamental challenge lies in integrating constraint satisfaction with long-term reward optimization, especially when outcomes are stochastic and interdependent across multiple agents.
This dissertation advances the field of Constrained Reinforcement Learning (CRL) from both single-agent safety and multi-agent coordination perspectives. In the single-agent setting, we introduce a Reward Penalty framework that augments the state space with cumulative cost and penalizes only trajectories that …
Improving Pid Control With Bayesian Optimization For Adversarially Robust Federated Learning, Adrian Pena, Sergei Chuprov, Raman Zatsarenko, Leon Reznik
Improving Pid Control With Bayesian Optimization For Adversarially Robust Federated Learning, Adrian Pena, Sergei Chuprov, Raman Zatsarenko, Leon Reznik
Computer Science Faculty Publications
Federated Learning (FL) often suffers from unstable convergence and reduced robustness under non-IID data and malicious attacks. In this paper, we present FedPIDAvg_tuned, a control-theoretic aggregation framework for improving stability and adversarial robustness in FL. In particular, our approach combines a server-side Proportional–Integral–Derivative (PID) controller with Bayesian optimization to tune controller gains for different data and attack conditions. The PID controller regulates global model updates through feedback on loss dynamics, providing adaptive scaling that improves stability and convergence. The tuned gains are applied within a trust-weighted trimmed-mean mechanism to remove adversarial or outlier updates. Using the Flower framework, we evaluate …
Redefining Educational Technology: A Critical Collaborative Inquiry, Aras Bozkurt, Helen Crompton, Robert Farrow, Agnes Kukulska-Hulme, Jon Dron, Richard West, Agnieszka (Aga) Palalas, Matth Bower, Junhong Xiao, Ahmed Tlili, Danah Henriksen, Angelica Pazurek, Henk Huijser, Thomas K. F. Chiu, Petar Jandrić, Katy Jordan, John Curry, Royce Kimmons, Mutlu Cukurova, Thomas Reeves, Gwo-Jen Hwang, Peter Shea, Jason Lodge, Martin Weller, Davy Ng, Tutaleni Iita Asino
Redefining Educational Technology: A Critical Collaborative Inquiry, Aras Bozkurt, Helen Crompton, Robert Farrow, Agnes Kukulska-Hulme, Jon Dron, Richard West, Agnieszka (Aga) Palalas, Matth Bower, Junhong Xiao, Ahmed Tlili, Danah Henriksen, Angelica Pazurek, Henk Huijser, Thomas K. F. Chiu, Petar Jandrić, Katy Jordan, John Curry, Royce Kimmons, Mutlu Cukurova, Thomas Reeves, Gwo-Jen Hwang, Peter Shea, Jason Lodge, Martin Weller, Davy Ng, Tutaleni Iita Asino
STEMPS Faculty Publications
Educational technologists have not settled on a fixed definition of the field and likely never will. However, attempting to define the field helps to understand the epistemological meanings that shape what the field sees, values, and considers worth pursuing. Through a critical historical review spanning over a century, alongside theoretical engagement with the concepts of entanglement and distributed agency, this paper identifies three key insufficiencies in current educational technology frameworks. These are the persistence of an instrumental-facilitative paradigm that treats technology as a resource deployed by human agents; the theoretical dissolution of the pedagogy-technology dichotomy that existing definitions have not …
Co-Curricular Science Experiences Support Undergraduate Students' Science Gpa, Degree Completion, Workforce Entry, And Motivation, Lisa Linnenbrink-Garcia, Tony Perez, Stacy J. Priniski, Sharlyn Ferguson-Johnson, John Keane, Alexandra Lee, Kristy A. Robinson, You-Kyung Lee, Goun Choi, Matthew J. Schell, Danielle N. Berry, Rochelle Schwatz-Bloom
Co-Curricular Science Experiences Support Undergraduate Students' Science Gpa, Degree Completion, Workforce Entry, And Motivation, Lisa Linnenbrink-Garcia, Tony Perez, Stacy J. Priniski, Sharlyn Ferguson-Johnson, John Keane, Alexandra Lee, Kristy A. Robinson, You-Kyung Lee, Goun Choi, Matthew J. Schell, Danielle N. Berry, Rochelle Schwatz-Bloom
STEMPS Faculty Publications
Science co-curricular experiences (SciXP)-such as research experiences and internships-are a common, yet understudied, strategy to enhance undergraduates' science career pursuit. Using a doubly robust method to account for initial differences in science motivation, academic readiness, and career intentions, we investigated whether SciXP participation across four years of college predicted undergraduates' (N = 1984) science achievement, career persistence, and motivation at the end of college and after graduation. Participation in science co-curricular experiences was positively associated with science GPA, earning a science degree, being in a more science-intensive career one to two years post-graduation, and viewing science as important and useful …
Nanoparticle Carriers Enhance The Prophylactic Antiviral Effects Of Dsrna In Vitro And Ex Vivo, Shayne Oberhoffner, Stephanie Dewitte-Orr, Starla Richardson, Leah Haile, Dominique Daniels, Erin Cooper, Aizah Ijaz, Janet Velasquez Perez, Mathilde Peruzzi, Bertrand Collet, Paul Craig, Kristof Jenik
Nanoparticle Carriers Enhance The Prophylactic Antiviral Effects Of Dsrna In Vitro And Ex Vivo, Shayne Oberhoffner, Stephanie Dewitte-Orr, Starla Richardson, Leah Haile, Dominique Daniels, Erin Cooper, Aizah Ijaz, Janet Velasquez Perez, Mathilde Peruzzi, Bertrand Collet, Paul Craig, Kristof Jenik
Theses and Dissertations (Comprehensive)
Aquaculture now outpaces traditional capture fisheries as the world population and demand for sustainable protein sources increases. Wild and farmed species are increasingly susceptible to pathogen spread as global temperatures rise and stocking densities increase. Despite the devastating losses experienced by aquaculture due to viral infections, there remain few effective prophylactic antiviral therapeutics. Long double-stranded (ds)RNA is a uniquely viral molecule produced by nearly all viruses during their replication cycle, and its detection by salmonids like rainbow trout (Oncorhynchus mykiss) and chinook salmon (Oncorhynchus tshawytsha) leads to the establishment of a defensive antiviral state. Previous in vitro studies demonstrated a …
Science Fiction Cinema And The Technological Sublime: Spectacle And The Infinite From Early Cinema To Digital, David Jackson Dr.
Science Fiction Cinema And The Technological Sublime: Spectacle And The Infinite From Early Cinema To Digital, David Jackson Dr.
Theses and Dissertations (Comprehensive)
This dissertation examines how science fiction cinema constructs and reimagines the technological sublime in the twentieth century: the experience of awe, terror, and admiration provoked by human-made power and scale. Drawing on the philosophical foundations of the sublime in Edmund Burke and Immanuel Kant and extending through Leo Marx’s and David E. Nye’s theorization of the technological sublime, I propose an aesthetic mode in which representation inflected with affect translates technological spectacle into examinations of humanity’s role and agency in the face of overwhelming technologized worlds and in some cases, even the universe itself.
Through three distinct historical periods …
Implementation Of A 3-Dimensional Hydrodynamic Numerical Model On A Large Northern Lake, Kirin Lorente
Implementation Of A 3-Dimensional Hydrodynamic Numerical Model On A Large Northern Lake, Kirin Lorente
Theses and Dissertations (Comprehensive)
Climate change is impacting high latitude regions disproportionately more than those at a lower latitude. With polar lakes being highly sensitive to changes in the climate, shifts in lake ice dynamics and hydrodynamics are indicators of such changes in regional and global climates. These changes impact future seasons in a positive feedback loop, where changes in winter ice cover impact open water nutrients levels and lake thermal structure. This highlights the importance for long-term monitoring. Despite the abundance of lakes distributed across Northern Canada, there has been limited research conducted on these sentinels of climate change.
Specifically, Great Bear Lake …
Cognitive Load Classification Using Functional Near-Infrared Spectroscopy, Pratham Shah
Cognitive Load Classification Using Functional Near-Infrared Spectroscopy, Pratham Shah
Theses and Dissertations (Comprehensive)
This thesis investigates the classification of cognitive load using functional near-infrared spectroscopy (fNIRS) signals recorded during an N-back working memory task. The study introduces a novel short-channel correction layer designed to suppress superficial physiological noise adaptively, addressing limitations of traditional General Linear Model (GLM) based regression. A single participant dataset comprising 69 validated sessions was analyzed using both conventional machine learning and deep learning approaches. Traditional classifiers: Linear Discriminant Analysis (LDA), Support Vector Machines (SVM), Random Forests, and Gradient Boosting were first evaluated using statistical features (mean, variance, peak, and slope). Among these, Gradient Boosting achieved the highest accuracy (55.6%), …