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2026

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Overcoming And Preventing The Devastation Of Burnout In The Patient Care Setting, Deepesh Patel Ds, Mdjf, Dip, Imp, Dent, Mclindent (Pros), Fpros (Rcs Ed), Mpros (Rcs Eng), Facd, Reena Pankhania Mpharm, Pgdip, Pgcertip, Mrpharms Jan 2026

Overcoming And Preventing The Devastation Of Burnout In The Patient Care Setting, Deepesh Patel Ds, Mdjf, Dip, Imp, Dent, Mclindent (Pros), Fpros (Rcs Ed), Mpros (Rcs Eng), Facd, Reena Pankhania Mpharm, Pgdip, Pgcertip, Mrpharms

Journal of the American College of Dentists

Healthcare professionals commonly prioritize patients’ well-being over their own. In settings where stressful situations are common, combined with the pressures of modern-day society, this can lead to chronic stress and burnout. When one experiences burnout, their ability to perform at an optimum level is impaired. This affects the team around them and the care patients receive, making mistakes more likely. It is therefore essential to recognize the early signs of burnout and address them before the situation deteriorates. Better still, preventing burnout by prioritizing oneself fosters a happier work environment, strengthens leadership, and ultimately helps patients receive better care.

There …


System Disparities: Racial Criminalization And The Risk Of Coerced And False Confessions In Youth, Cynthia J. Najdowski Jan 2026

System Disparities: Racial Criminalization And The Risk Of Coerced And False Confessions In Youth, Cynthia J. Najdowski

Psychology Faculty Scholarship

Black youth may be even more vulnerable than other youth to admitting to crimes they did not commit in the context of police interrogations. In support, analysis of data from the National Registry of Exonerations indicates that 65% of people who were wrongfully convicted on the basis of false confessions they gave when under 18 years old are Black, whereas only 14% of the U.S. population is Black. In this chapter, I seek to understand the overrepresentation of Black youth in samples of juvenile false confessors by examining the cultural stereotype about Black criminality in relation to both investigators and …


Southern Adventist University Graduate Catalog 2025-2026, Southern Adventist University Jan 2026

Southern Adventist University Graduate Catalog 2025-2026, Southern Adventist University

Catalog, Graduate

Southern Adventist University's graduate catalog for the academic year 2025-2026.


Guide D’Introduction À La Norme Iso 13849 : Mise En Oeuvre Des Parties Du Système De Commande Relatives À La Sécurité Sur Les Machines, Réal Bourbonnière, Patricia Vega Jan 2026

Guide D’Introduction À La Norme Iso 13849 : Mise En Oeuvre Des Parties Du Système De Commande Relatives À La Sécurité Sur Les Machines, Réal Bourbonnière, Patricia Vega

Documents de mobilisation

L’IRSST publie la 2e édition de son Guide d’introduction à la norme ISO 13849 : Mise en œuvre des parties du système de commande relatives à la sécurité sur les machines.

Publié initialement en 2005, ce guide a été mis à jour pour refléter les modifications substantielles apportées à la norme ISO 13849 depuis sa première édition. Il propose une démarche simplifiée et structurée afin d’aider les spécialistes en conception de machines ou en ingénierie à implanter des systèmes de commande fiables et conformes aux exigences actuelles de sécurité fonctionnelle.

À retenir :

  • Mise à jour intégrant la version …


Cooperative Charge Ordering Signature Of Trimer Molecules In Infinite-Layer Cacoo2, J. S. Lee, W. J. Kim, A. Khandelwal, K. T. Ko, H. Lee, C. T. Kuo, S. Song, C. Song, D. Jang, H. Choi, G. Park, S. Y. Park, G. Kang, H. Jang, P. Abdollahi, A. Seo, C. C. Kao, H. Y. Hwang Jan 2026

Cooperative Charge Ordering Signature Of Trimer Molecules In Infinite-Layer Cacoo2, J. S. Lee, W. J. Kim, A. Khandelwal, K. T. Ko, H. Lee, C. T. Kuo, S. Song, C. Song, D. Jang, H. Choi, G. Park, S. Y. Park, G. Kang, H. Jang, P. Abdollahi, A. Seo, C. C. Kao, H. Y. Hwang

Physics and Astronomy Faculty Publications

The infinite-layer compound CaCoO2 provides a compelling platform to explore how local orbital distortions evolve into collective electronic order. Using resonant soft x-ray scattering (RSXS) and its time-resolved counterpart (tr-RSXS), we reveal a cooperative coupling between two intertwined orders at the same in-plane wave vector, q≈(1/4,1/4,0), comprising a quasi-two-dimensional orbital order associated with the distorted Co(1) sites and a quasi-three-dimensional trimerlike charge order stabilized through Co-O-Ca hybridization. The charge-sensitive component exhibits a uniform relaxation time of ∼400 fs (391±5 fs) across multiple Co resonances, evidencing a collective charge response. A comparable timescale observed in the orbital order associated with …


Radial And Carotid Arterial Pulse Signals For Assessing Cardiovascular Function At Rest And During Post-Exercise Recovery In A Heart Transplant Patient: A Case Study, Md Mahfuzur Rahman, Mamun Hasan, Jennifer F. May, John M. Herre, Leryn Reynolds, Zhili Hao Jan 2026

Radial And Carotid Arterial Pulse Signals For Assessing Cardiovascular Function At Rest And During Post-Exercise Recovery In A Heart Transplant Patient: A Case Study, Md Mahfuzur Rahman, Mamun Hasan, Jennifer F. May, John M. Herre, Leryn Reynolds, Zhili Hao

Mechanical & Aerospace Engineering Faculty Publications

Aim: This study investigates the feasibility of using radial and carotid arterial pulse signals to assess cardiovascular (CV) function at rest and during post-exercise recovery in a heart transplant (HTx) patient. Method: Two micro-fabricated tactile sensors were used to simultaneously acquire arterial pulse signals at the radial artery (RA) and carotid artery (CA). Measurements were taken at rest and at multiple time points post-exercise on three subjects: an HTx patient, a percutaneous coronary intervention (PCI; coronary stent) patient and a healthy control. An SDOF-TF-based time-frequency analysis algorithm was applied to extract a comprehensive set of CV parameters, including heart rate …


Blue Brief 2025-2026, University Of San Diego School Of Law Jan 2026

Blue Brief 2025-2026, University Of San Diego School Of Law

Blue Brief

A USD School of Law faculty review of selected rulings from the most recent Term of the United States Supreme Court.


Artificial Intelligence And Consumer Well-Being: A Cross Domain Systemic Review, Setar Lytle, Mahesh Gopinath Jan 2026

Artificial Intelligence And Consumer Well-Being: A Cross Domain Systemic Review, Setar Lytle, Mahesh Gopinath

Marketing Faculty Publications

Artificial intelligence (AI) is increasingly embedded in everyday consumption, yet evidence on its longer-term implications for consumer eudaimonic well-being remains dispersed across disciplines and application contexts. This review integrates that literature to clarify the domains, theoretical explanations, and conditions through which AI shapes consumer well-being. Following PRISMA and SPAR-4-SLR procedures, we reviewed research published from January 2010 to January 2026. From 6058 records, 480 studies across psychology, business, and human-technology interaction met the inclusion criteria. The evidence is organised through psychological, social, and technological perspectives and identifies six interconnected domains: mental health, cognitive development, physical health, personal growth, autonomy and …


Shrinking Tax Sovereignty In Canada? Evidence From The Income Tax Act, Jinyan Li, Angelo Nikolakakis Jan 2026

Shrinking Tax Sovereignty In Canada? Evidence From The Income Tax Act, Jinyan Li, Angelo Nikolakakis

Articles & Book Chapters

This paper explores the questions of whether Canadian tax sovereignty has changed, and if so, how and why through examining the Income Tax Act in terms of the major legislative changes and their underlying influences. It finds that while maintaining formal, independent sovereignty, Canada has always borrowed foreign ideas, rules and policies when they serve Canadian interests and has recently adopted a more coordinated approach in tackling international tax challenges.


Ideational Behavior And Occupational Identity Achievement: A Study Of Emerging Adult College Students Preceding Entry Into The Fouth Industrial Revolution Workforce, Carrington M. Faulk, Michael F. Kosloski, Philip Reed Jan 2026

Ideational Behavior And Occupational Identity Achievement: A Study Of Emerging Adult College Students Preceding Entry Into The Fouth Industrial Revolution Workforce, Carrington M. Faulk, Michael F. Kosloski, Philip Reed

Marketing Faculty Publications

As emerging adults transition into the Fourth Industrial Revolution (4IR) workforce, it is essential to understand the factors that predict successful occupational identity achievement, as automation will impact human occupational identity crises. This descriptive cross-sectional study employed a correlational design to determine the degree to which ideational behavior predicts occupational identity achievement prior to entry into the 4IR workforce. Using a sample of 166 emerging adult college students from a Mid-Atlantic, diverse, four-year university, data were collected using Runco's Ideational Behavior Scale (RIBS) and Melgosa's Occupational Identity Achievement subscale (OIA). Results showed that ideational behavior significantly predicted occupational identity achievement …


A Qualitative Multiple Case Study Exploring Shifts In Thinking Of Principals Through Initiatives To Foster Relational Leadership Conducive To Retaining Teachers In High-Minority, High-Poverty Public Schools, Rita Seay Jan 2026

A Qualitative Multiple Case Study Exploring Shifts In Thinking Of Principals Through Initiatives To Foster Relational Leadership Conducive To Retaining Teachers In High-Minority, High-Poverty Public Schools, Rita Seay

Dissertations

Problem

The public education system is broken, and teacher shortages have reached a crisis, especially in some specialty fields in United States (Carrillo & Salhotra, 2022; Podolsky et al., 2016). Lately, the teacher workforce has been described as a “leaky bucket” (Podolsky et al., 2016, p. 1). Indeed, the problems are complex in poor socioeconomic communities with racial and ethnic groups of students because teachers struggle to make a difference and, in most cases, fail due to insurmountable situations that are beyond their scope of influence (Rondfeldt et al., 2013). Evidence published that students suffer immensely from a broken, segregated …


Are Private Equity Funds Liable For Anticompetitive Acquisitions?, Aslihan Asil, Paulo Henrique Alcantara Ramos, Amanda Starc, Thomas Wollmann Jan 2026

Are Private Equity Funds Liable For Anticompetitive Acquisitions?, Aslihan Asil, Paulo Henrique Alcantara Ramos, Amanda Starc, Thomas Wollmann

Faculty Scholarship

Private equity acquisitions grew tenfold over the past two decades. Over the same period, their focus shifted from financial engineering to industry consolidation, raising antitrust concerns. Heightening these concerns, privately backed acquisitions of competitors historically escaped detection by federal antitrust authorities in their incipiency because they fell below the reporting thresholds of the Premerger Notification Program. However, academic studies and agency investigations are now unearthing these transactions. Most salient is a recent complaint filed by the Federal Trade Commission challenging a series of acquisitions stretching back ten years.

In the wave of litigation that is likely to follow this “groundbreaking” …


Mahmoud V. Taylor: Cause Or Effect Of Disruptions In Public Schools?, Richard B. Katskee, Ira C. Lupu Jan 2026

Mahmoud V. Taylor: Cause Or Effect Of Disruptions In Public Schools?, Richard B. Katskee, Ira C. Lupu

Faculty Scholarship

Mahmoud v. Taylor represents an extraordinary departure from long-standing constitutional norms about the rights of parents of children in public schools. In Mahmoud, the Supreme Court upheld a Free Exercise Clause claim by parents in Montgomery County, Maryland, who sought to have their children (grades K–5) excused from readings that contain LGBTQ characters and themes. The majority opinion by Justice Alito rests on a highly controversial reading of Wisconsin v. Yoder.

Part I of the paper provides the doctrinal and historical backdrop to Mahmoud, which reflects the acute tension between a once-narrow understanding of Yoder and the post-Obergefell backlash against …


Handwriting Recognition In Vr, Dominique Mosley Jan 2026

Handwriting Recognition In Vr, Dominique Mosley

EWU Masters Thesis Collection

Virtual Reality (VR) is slowly becoming more popular for more than just entertainment. VR can be found in educational, office, and even healthcare settings to help discover more intuitive ways to teach, collaborate, and treat patients. Outside of the virtual world, these environments typically rely on writing for communicating or note-taking. Currently, VR input forces users to rely on clunky on-screen keyboards which disrupts the user’s immersion and breaks the flow of natural interaction. This thesis explores the potential of VR as a learning platform by combining it with artificial intelligence (AI). It aims to develop a VR-enhanced handwriting practicing …


Tree-Based Graph Neural Networks For Natural Language Inference: From Structure-Only To Hybrid Architectures, Jason P. Lunder Jan 2026

Tree-Based Graph Neural Networks For Natural Language Inference: From Structure-Only To Hybrid Architectures, Jason P. Lunder

EWU Masters Thesis Collection

Large transformer models achieve strong performance on natural language understanding tasks but require hundreds of millions of parameters and extensive pretraining. This thesis investigates whether graph neural networks operating on dependency parse trees can provide more parameter-efficient sentence representations for natural language inference, evaluated on two NLI tasks: entailment classification and semantic textual similarity.

Tree Matching Networks (TMN) adapt Graph Matching Networks to linguistic dependency trees with rich node and edge features, evaluated against a BERT baseline at matched parameter counts on identical training data. Tree Transformer Networks (TTN) extend TMN with transformer-based aggregation and tree-aware positional encodings, with component …


Relationships Between Benthic Macroinvertebrate Communities And Environmental Conditions In Headwater Tributaries Of The Pend Oreille Lake Watershed, Idaho, Devlin Mee Jan 2026

Relationships Between Benthic Macroinvertebrate Communities And Environmental Conditions In Headwater Tributaries Of The Pend Oreille Lake Watershed, Idaho, Devlin Mee

EWU Masters Thesis Collection

Benthic macroinvertebrates are widely used indicators of stream condition, and their communities respond to thermal and land-use conditions in headwater streams. This study characterized macroinvertebrate biomass, community composition, and diversity across forested headwater tributaries of the Pend Oreille lake watershed in northern Idaho, and examined their relationships with summer temperature, land development, and road proximity. Samples from thirteen streams collected in 2024 were identified to genus, measured, and converted to estimated biomass using published length–mass regressions; ten streams had recovered temperature loggers. Because environmental variables were characterized once per stream, all analyses were conducted at the stream level.

Estimated total …


Robust Broadband Characterization Of Flexible Absorbers, Sheet Material, And Liquids Using A Coaxial Structure, Joseph Christopher Stecher Jan 2026

Robust Broadband Characterization Of Flexible Absorbers, Sheet Material, And Liquids Using A Coaxial Structure, Joseph Christopher Stecher

Masters Theses

Modern high-frequency measurement systems require reliable calibration and sample positioning to ensure measurement fidelity. This thesis presents three studies addressing practical limitations in broadband material parameter extraction and instrumentation.

The first study introduces a modified Nicolson–Ross–Weir (NRW) technique for flexible, compression-sensitive materials from 100 MHz to 18 GHz. Rigid 3D-printed spacers ensure precise sample positioning, and a T-matrix–based de-embedding procedure removes spacer effects. Validation using microstrip measurements and full-wave simulation confirms accurate permittivity extraction across compression levels.

The second study extends NRW to sheet materials enabling accurate material characterization. Independent validation using toroidal inductors with leakage correction and parallel-plate capacitors …


Optimal Slotting In Hybrid Warehousing For Industry 4.0, Teng Yang Jan 2026

Optimal Slotting In Hybrid Warehousing For Industry 4.0, Teng Yang

Masters Theses

In the era of Industry 4.0, the warehouse management system (WMS) employed by many firms prescribes hybrid storage, i.e., products with high turnover, called fast movers, are kept in random storage for a short time duration before being shifted to a dedicated storage area, while products with low turnover, called slow movers, remain in random storage. From dedicated storage, the products are dispatched to the customer. The challenge for managers is selecting the slot in dedicated storage to assign to each product while demand data change because of fluctuating market conditions; this problem is referred to as slotting in the …


Assessment And Comparison Of Selected Carbon Ablation Models In Hypersonic Free-Flight And Arc-Jet Conditions, Andrew Steven Heider Jan 2026

Assessment And Comparison Of Selected Carbon Ablation Models In Hypersonic Free-Flight And Arc-Jet Conditions, Andrew Steven Heider

Masters Theses

Accurate prediction of ablative thermal protection system (TPS) performance is critical for hypersonic vehicle design. However, numerical prediction of ablation remains challenging because results are influenced by complex physics and the choice of surface chemistry model and assumptions made in material response calculations. The objective of this work is to evaluate several carbon ablation models and their implementation within modern computational fluid dynamics (CFD) codes. Numerical simulations were performed using NASA’s LAURA flow solver and the commercial CFD code ANSYS Fluent, which coupled Navier-Stokes with surface chemistry models describing carbon oxidation, nitridation, and sublimation reactions. Several reaction sets were considered, …


Calcium Based Carbon Negative Fillers And Additives: Effects On Hydration And Performance Of Low-Carbon Cement Systems, Smita Bhowmick Shithi Jan 2026

Calcium Based Carbon Negative Fillers And Additives: Effects On Hydration And Performance Of Low-Carbon Cement Systems, Smita Bhowmick Shithi

Masters Theses

Cement production is a major source of global CO₂ emissions creating an urgent need for carbon-negative fillers and functional additives that lower clinker use while maintaining cement performance. This thesis investigates the effects of organic mineral salts as fillers and additives on cement hydration, fresh properties, compressive strength and pore structure. In the first study, ordinary Portland cement (OPC) was partially replaced with calcium carbonate or calcium oxalate to enable a direct comparison under controlled particle size distribution (PSD). Rheology, flowability, hydration kinetics, phase evolution, mechanical performance and water absorption were evaluated. Calcium carbonate promoted early hydration through nucleation and …


Autonomous Navigation Development And On-Ground Validation For Satellite Rendezvous And Proximity Operations, Logan Banker Jan 2026

Autonomous Navigation Development And On-Ground Validation For Satellite Rendezvous And Proximity Operations, Logan Banker

Masters Theses

Spacecraft rendezvous and docking are critical mission phases for various applications of spaceflight, including active debris removal (ADR) and in-orbit servicing, assembly, and manufacturing (ISAM). While previous missions utilized humans to perform rendezvous and docking, this style of mission greatly increases safety risks and cannot be implemented on a large scale. Autonomous servicing satellites provide a path towards scalable rendezvous and proximity operations (RPO) because these autonomous agents do not require human intervention. This work presents a lightweight convolutional neural network (CNN) for the navigation system of an agent which analyzes monocular images and predicts the target's position and orientation …


Developing Discharge Estimation Algorithm Using Low-Cost Velocity Sensor And Machine Learning, Barkha Gautam Jan 2026

Developing Discharge Estimation Algorithm Using Low-Cost Velocity Sensor And Machine Learning, Barkha Gautam

Masters Theses

Accurate river discharge estimation is essential for flood forecasting, water resources management, and hydraulic decision-making; however, continuous discharge records are unavailable at many river locations. Traditional stage-discharge rating curves are widely used but their reliability may decrease when channel conditions change or flow conditions vary rapidly. This study develops and evaluates Long Short-Term Memory (LSTM) models for discharge prediction using 15-minute time-series data from river monitoring stations in Missouri. Two model configurations, a baseline stage-only model and an enhanced stage-plus-velocity model, are developed and evaluated independently at two river sites to determine whether the inclusion of surface velocity improves discharge …


Examination Of Laser Microwelding As A Technique For The Repair Of Steel Castings, Allan John Woldow Jan 2026

Examination Of Laser Microwelding As A Technique For The Repair Of Steel Castings, Allan John Woldow

Masters Theses

"Metal castings have long been plagued with minor defects caused by various process and design conditions. Commonly, minor defects are not seen until after machining operations have been completed, and by the time they are identified, they cannot be salvaged in a manner that is structurally sound and does not have other detrimental effects on the product. Detrimental effects may include warping from high heat input in traditional welding, warping from reheat treatment, oxidation of machined surfaces, microstructural anomalies, and reduced mechanical properties. Micro laser welding has the potential to provide a solution to these issues by providing a low …


Design For Extrusion-Based Additive Manufacturing: Generation Of Guidelines For Ceramics With Comparison To Thermoplastics, Hollis Hervey Waites Jan 2026

Design For Extrusion-Based Additive Manufacturing: Generation Of Guidelines For Ceramics With Comparison To Thermoplastics, Hollis Hervey Waites

Masters Theses

"Design for Additive Manufacturing (DfAM) has made much progress for polymer material extrusion processes (MEX-P), like Fused Deposition Modeling (FDM), but very little progress for ceramic MEX processes (MEX-C) like Direct Ink Writing (DIW). This thesis leverages MEX-P design guidelines to create an initial set of design guidelines for DIW. FDM and DIW processes and material properties are compared, and the effect of these factors on the differences in rules is discussed. Five design guidelines are identified as applying to all MEX. For three of these, an exact limit for DIW of alumina is studied: minimum corner radius in the …


Navigating The Intersection Of Faa Grant Assurances And Environmental Regulations: Assessing Impacts On Airport Sustainability Efforts, Chad D. Richards Jan 2026

Navigating The Intersection Of Faa Grant Assurances And Environmental Regulations: Assessing Impacts On Airport Sustainability Efforts, Chad D. Richards

Senior Honors Theses and Projects

Airports in the United States operate within a very complicated regulatory environment that is shaped by federal aviation policy, environmental and state laws, and promises made to the federal government through sponsor assurances, also known as grant assurances. As environmental concerns surrounding aviation continuously grow, airports have been increasingly implementing sustainability initiatives aimed at reducing emissions and improving energy efficiency. Implementing these initiatives is often influenced by regulatory frameworks governing airport operations and infrastructure development. The goal is to examine how federal regulatory structures influence sustainability initiatives at U.S. airports by using a qualitative case study approach to examine sustainability …


Phantasmagoria: A Novel, Miran Bogedain Jan 2026

Phantasmagoria: A Novel, Miran Bogedain

Senior Honors Theses and Projects

No abstract provided.


Applied Machine Learning In Mineral Prospectivity Mapping In The South Pass-Granite Mountains Of Wyoming, Carl D. York Jan 2026

Applied Machine Learning In Mineral Prospectivity Mapping In The South Pass-Granite Mountains Of Wyoming, Carl D. York

Graduate Theses/Dissertations

The South Pass-Granite Mountains, comprised of Archean to Tertiary rocks embedded with an Archean greenstone belt in Central Wyoming, have historically been mined for gold, iron, steel, and silver. Rare earth elements have been of increasing interest in the region and thus, several datasets have become available. Knowledge driven and data driven models are used in mineral prospectivity mapping with input data including geological mapping, geochemical data, geophysical (USGS Critical Mineral magnetic and gravity data), radiometric (U, Th, K) data and multispectral remote sensing data. Mineral prospectivity has seen a rapid improvement in recent years using advancements in machine learning …


Flow Regime Shifts And Channel Morphological Adjustments In Response To Changing Climate Patterns: Examples From Gasconade River, Missouri, Usa, Katherine E. Brand Jan 2026

Flow Regime Shifts And Channel Morphological Adjustments In Response To Changing Climate Patterns: Examples From Gasconade River, Missouri, Usa, Katherine E. Brand

Graduate Theses/Dissertations

Recent changes in climate patterns due to anthropogenic inputs (i.e. greenhouse gases/CO₂) have caused alterations to precipitation events leading to altered flow regimes. Changes in the magnitude and frequency of flood events results in physical adjustments to river morphology, including changes in width and depth. As rivers experience more frequent and larger flood events, they accommodate by changing their morphological characteristics. The Gasconade River, a tributary of the Missouri River located in southcentral Missouri, USA, has exhibited recent patterns of acute bank erosion with limited understanding of its causes and effects on the river. This study aims to understand how …


Gene Editing And The Accessibility Of Bioterrorism: Rethinking Global Biosecurity In The Post-Covid-19 Era, Nicholas Morales Jan 2026

Gene Editing And The Accessibility Of Bioterrorism: Rethinking Global Biosecurity In The Post-Covid-19 Era, Nicholas Morales

Graduate Theses/Dissertations

COVID‑19 demonstrated how a single biological event can strain health systems, disrupt supply chains, undermine national security, and erode public trust. This shock occurred as biotechnology became dramatically more accessible: gene editing and synthetic biology tools once limited to specialized laboratories are now widely available through inexpensive equipment, open‑source data, and decentralized expertise.

This expanded access accelerates innovation but also broadens the threat landscape. The ability to reconstruct pathogens using publicly available sequences and mail‑order DNA shows that complex biological synthesis is no longer confined to state programs. These risks are amplified by opaque biotechnology activities in China, Russia, and …


Incremental Cluster Validity Indices And Their Role In Interpreting Lifelong Learning Systems, Niklas Max Melton Jan 2026

Incremental Cluster Validity Indices And Their Role In Interpreting Lifelong Learning Systems, Niklas Max Melton

Doctoral Dissertations

Clustering and supervised learning are often treated as distinct paradigms, yet both rely on structure in feature space. This dissertation investigates the relationship between cluster validity indices (CVIs) and supervised learning in real-time and lifelong learning settings where data arrive incrementally and cannot be revisited. Across four studies, it develops methods for online cluster validation, uses supervised learning to improve their interpretability, and applies these ideas to evaluating performance degradation in continual learning.

The first study extends incremental cluster validity indices (iCVIs), enabling widely used validation metrics to operate in streaming environments. Experiments on synthetic and real-world datasets show systematic …