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Exploring Cross-Linguistic Speech Perception In Hindi, English, And Romance-Language Through Temporal Dynamics Of Neural Activity, Yuga Kothari Feb 2024

Exploring Cross-Linguistic Speech Perception In Hindi, English, And Romance-Language Through Temporal Dynamics Of Neural Activity, Yuga Kothari

Dissertations, Theses, and Capstone Projects

This study examines the effect of linguistic experience on the neural processing of Voice Onset Time (VOT) in Hindi and Romance language (Spanish and Portuguese) individuals who are bilingual in English and monolingual English speakers using the event-related potential (ERP) Mismatch Negativity (MMN) response. VOT is a linguistic property that measures the time elapsed between the release of a stop consonant and the beginning of voicing, that is, vocal fold vibration of a following vowel. In a double-oddball paradigm, participants’ (n = 41) ERP were recorded while listening to speech sounds differing in VOT. The bilabial short lag stop [p] …


Of Method: A Propaedeutic To Coleridge's Prose Works, Michael A. Granger Feb 2024

Of Method: A Propaedeutic To Coleridge's Prose Works, Michael A. Granger

Dissertations, Theses, and Capstone Projects

Coleridge’s prose works, published and unpublished, demonstrate a thorough and critical testing and understanding of British and German philosophical responses to skepticism and the ability of philosophy to progress by maintaining a double-minded and conflicted suture of both the practical or imaginative eclipse of knowledge and theorizing the hypothetical epistemological absolute that explains the relativity of facticity. Any inadequate method of inquiry stagnates within attempting a purely figurative or purely demonstrative solution to skepticism. Thus, the appropriate way to approach Coleridge’s understanding of philosophy is the struggle to make inquiry adequate though progression. Coleridge’s methodological impulse originates explicitly in a …


The True And Only Technic: Technological Ubiquity And Its Critics, Heretics, And Zealots, Hampton A. Dodd Feb 2024

The True And Only Technic: Technological Ubiquity And Its Critics, Heretics, And Zealots, Hampton A. Dodd

Dissertations, Theses, and Capstone Projects

Against technological ubiquity, the philosopher, the ecologist, the theologian, the psychologist, the radical, the reactionary, and the poet have each responded. This analysis seeks to explicate the nature of such responses, as well as to explore their contemporary form and elucidate what those presently publishing might offer as programs toward the future. In order to do this, what follows is broken up into a series of sections, each focused on what I have perceived to be the foremost themes present throughout technological critique: becoming, freedom, identity, faith, space, time, and progress. Prior to such thematic excavations, this analysis offers a …


Visualizing A Life, Uprooted: An Interactive, Web-Map And Scroll-Driven Exploration Of The Oral History Of My Great-Grandfather – From Ottoman Cilicia To Lebanon And Beyond, Alyssa Campbell Feb 2024

Visualizing A Life, Uprooted: An Interactive, Web-Map And Scroll-Driven Exploration Of The Oral History Of My Great-Grandfather – From Ottoman Cilicia To Lebanon And Beyond, Alyssa Campbell

Dissertations, Theses, and Capstone Projects

This project is an interactive data visualization narrative of the oral history of my great-grandfather, Hovsep Aghek Yeni-Komshian, born April 2, 1895 to an Armenian family in Kilis, Cilicia, Ottoman Empire.

Before World War I and the fall of the Ottoman Empire, millions of Armenians lived throughout what is today Eastern Turkey, their nearly 3000-year history in the region making them one of the oldest indigenous groups of the area. However, today the Armenian presence in Anatolia has largely been erased due to the Armenian Genocide (1915-1923), during which nearly the entire local Armenian population was murdered or forcibly deported …


Making Sense Of Making Parole In New York, Alexandra Mcglinchy Feb 2024

Making Sense Of Making Parole In New York, Alexandra Mcglinchy

Dissertations, Theses, and Capstone Projects

For many individuals incarcerated in New York, the initial step toward freedom begins with an interview with the Board of Parole. This process, however, is frequently a complex and challenging one, characterized by repeated denials and extended incarcerations. The disparity in outcomes – where one individual may receive over 20 denials and another is granted parole on their first attempt – highlights the ambiguity and inconsistency in the parole decision-making process. This project aims to clarify the factors that influence parole decisions by concentrating on measurable variables. These include age, race, duration of sentence served, proportion of sentence served, type …


New Effective Transformational Computational Methods, Jun Zhang, Ruzong Fan, Fangyang Shen, Junyi Tu Feb 2024

New Effective Transformational Computational Methods, Jun Zhang, Ruzong Fan, Fangyang Shen, Junyi Tu

Publications and Research

Mathematics serves as a fundamental intelligent theoretic basis for computation, and mathematical analysis is very useful to develop computational methods to solve various problems in science and engineering. Integral transforms such as Laplace Transform have been playing an important role in computational methods. In this paper, we will introduce Sumudu Transform in a new computational approach, in which effective computational methods will be developed and implemented. Such computational methods are straightforward to understand, but powerful to incorporate into computational science to solve different problems automatically. We will provide computational analysis and essentiality by surveying and summarizing some related recent works, …


Integration Of Field- And Space-Based Observations Toward Assessing Drivers Of Biogeochemical Variability Across Vulnerable Coastal Ecosystems, Alana B. Menendez Feb 2024

Integration Of Field- And Space-Based Observations Toward Assessing Drivers Of Biogeochemical Variability Across Vulnerable Coastal Ecosystems, Alana B. Menendez

Dissertations, Theses, and Capstone Projects

This thesis uses new field datasets and satellite ocean color products to quantify biogeochemical variability in three coastal regions: Long Island Sound estuary, the coastline of the Bay of Bengal extending east to the Mekong Delta, and the Yukon River Delta. These three study regions have vastly different size domains, climates, populations, and economies, but all require enhanced coastal water monitoring in the face of climate change. These regions are all naturally dynamic and experience strong seasonal phenomena but are also subject to changing hydrological forcings and direct anthropogenic perturbations. This leaves these coastal areas vulnerable to altered biogeochemical cycling, …


Does New York's Bail Reform Law Impact Recidivism? A Quasi-Experimental Test In The State's Suburban And Upstate Regions, René Ropac Feb 2024

Does New York's Bail Reform Law Impact Recidivism? A Quasi-Experimental Test In The State's Suburban And Upstate Regions, René Ropac

Publications and Research

This is the third report in Data Collaborative for Justice's Bail Reform and Recidivism Series. The study builds upon two previous reports examining the impact of bail reform on recidivism in New York City. This study estimated the impact of New York's bail reform on recidivism in the State's suburban and upstate regions. We compared re-arrest rates for people who had bail set or were remanded at arraignment in the first half of 2019 (before bail reform) with similar people who were released without bail in the first half of 2020 (after bail reform).


Teaching In The “Home Language” Is Not Enough: Navigating Spanish Raciolinguistic Ideologies In A Dual Language Bilingual Program, Gladys Yacely Aponte Feb 2024

Teaching In The “Home Language” Is Not Enough: Navigating Spanish Raciolinguistic Ideologies In A Dual Language Bilingual Program, Gladys Yacely Aponte

Dissertations, Theses, and Capstone Projects

This ethnographic case study examines how fourth graders in a New York City Spanish/English dual language bilingual public school navigate hegemonic language ideologies about Spanish. Drawing on the scholarship of raciolinguistic ideologies—those that position the language practices of people of color as inherently deficient (Flores & Rosa, 2015), I analyze the discourse of seven Kiskeyanx students to examine how they navigate the widespread raciolinguistic marginalization of Kiskeyanxs— a demographic that is racialized as more Black than other Spanish-speaking groups.

As a first-generation Kiskeyana-New Yorker, a bilingual teacher educator and researcher, and a former dual language bilingual public-school teacher, it …


Nanoparticles For Applications In Specific Diagnostics And Precision Medicine, Naxhije Berisha Feb 2024

Nanoparticles For Applications In Specific Diagnostics And Precision Medicine, Naxhije Berisha

Dissertations, Theses, and Capstone Projects

Heterogeneity is common in the expression of cancer and treatment response. Precision medicine enables healthcare providers to tailor medical care to an individual's distinct genetic and environmental makeup. This customization has the potential to result in more efficient treatments while minimizing side effects. We believe that by studying the interface of nanotechnology and cancer medicine we can elucidate innovative solutions that address the challenges of disease heterogeneity. This includes advancements in drug delivery, formulations development, and diagnostic sensing. We highlight three studies that use nanotechnology for applications in precision medicine. In Chapter 2, we highlight design optimization of drug formulations …


Equality, Solidarity, And Exploitation: An Essay On The Philosophical Foundations Of Socialism, Callum Zavos Macrae Feb 2024

Equality, Solidarity, And Exploitation: An Essay On The Philosophical Foundations Of Socialism, Callum Zavos Macrae

Dissertations, Theses, and Capstone Projects

In popular consciousness and culture, equality is often considered to be the preeminent socialist value. Equality, on this view, sits at the heart of the socialist ideal, and those who ascribe great value to equality will, other things being equal, find themselves more predisposed towards socialism than those who do not. However, in recent years egalitarian accounts of the socialist ideal have increasingly come under criticism from defenders of an alternative, freedom-based approach to understanding the values that underpin socialist commitment. This dissertation proposes to defend the egalitarian account of the socialist ideal. By reconceptualizing equality, we can reconstruct a …


Law's Legitimacy: Lon Fuller In A Consequentialist Frame, Daniel L. Feldman Feb 2024

Law's Legitimacy: Lon Fuller In A Consequentialist Frame, Daniel L. Feldman

Dissertations, Theses, and Capstone Projects

This thesis argues that Lon Fuller’s approach to jurisprudence offers more important support to the rule of law than has been generally recognized. It argues further that a consequentialist lens allows clearer views of Fuller’s strengths in this regard, despite Fuller’s own resistance to consequentialism and despite consequentialism’s blindness to some of Fuller’s depth and texture. This thesis supplies a formula, although one intended only as a guide to thinking, not for actual computation, to drive judicial decision-making. The inputs into this formula are six values widely shared in the United States, modified by case-by-case salience. Kantian deontology strongly influences …


How Do We Learn What We Cannot Say?, Daniel Yakubov Feb 2024

How Do We Learn What We Cannot Say?, Daniel Yakubov

Dissertations, Theses, and Capstone Projects

The contributions of this thesis are two-fold. First, this thesis presents UDTube, an easily usable software developed to perform morphological analysis in a multi-task fashion. This work shows the strong performance of UDTube versus the current state-of-the-art, UDPipe, across eight languages, primarily in the annotation of morphological features. The second contribution of this thesis is a exploration into the study of defectivity. UDTube is used to annotate a large amount of data in Greek and Russian which is ultimately used to investigate the plausibility of Indirect Negative Evidence (INE), a popular approach to the acquisition of morphological defectivity. The reported …


Methamphetamine-Induced Dna Double-Stranded Breaks: The Impact Of The Dopamine Transporter And Insights Into The Mechanisms Of Dna Damage In Mouse Neuro 2a Cells, Lizette Couto Feb 2024

Methamphetamine-Induced Dna Double-Stranded Breaks: The Impact Of The Dopamine Transporter And Insights Into The Mechanisms Of Dna Damage In Mouse Neuro 2a Cells, Lizette Couto

Dissertations, Theses, and Capstone Projects

Methamphetamine (METH) abuse remains a global health concern, with emerging evidence highlighting its genotoxic potential. In the central nervous system METH enters dopaminergic cells primarily through the dopamine transporter (DAT), which controls the dynamics of dopamine (DA) neurotransmission by driving the reuptake of extracellular DA into the presynaptic neuronal cell. Additional effects of METH on the storage of DA in synaptic vesicles lead to the dysregulated cytosolic accumulation of DA. Previous studies have shown that after METH disrupts intracellular vesicular stores of DA, the excess DA in the cytosol is rapidly oxidized. This generates an abundance of reactive oxygen species …


Racial-Sexual Normativity In/As Narratives Of “The Human”, Jeri Brand Feb 2024

Racial-Sexual Normativity In/As Narratives Of “The Human”, Jeri Brand

Dissertations, Theses, and Capstone Projects

This thesis synthesizes Sylvia Wynter’s and Judith Butler’s models of identity-formation to analyze discourses of racialization and sex/gender difference in normative scientific theories of “the human.” I argue that eugenicist white supremacism and sex/gender normativity form a single conceptual framework – what I call “the racial-sexual matrix” – throughout these scientific narratives. I then trace an epistemological consistency across 18th- through 21st-century scientific literature as evidence for the ongoing legacies of coloniality, white supremacy, and eugenics in current hegemonic sex/gender ontologies. Finally, I contend that the racial-sexual matrix functions as an index of proper humanness not …


Cancer In Pajamas: Radio, Podcasts, And The Politics Of Free Time In The Digital Age, Daniel Grjonko Feb 2024

Cancer In Pajamas: Radio, Podcasts, And The Politics Of Free Time In The Digital Age, Daniel Grjonko

Dissertations, Theses, and Capstone Projects

The podcast, an extremely potent fermentation of the radio which was so central to many of the Frankfurt School thinkers, is an important political subject to consider in light of rekindled social discussions concerning a society straddling the line between fascism and socialism. Especially the political podcast, which has become a pulse of intellectual discussion and historical analysis, promises itself simultaneously as a medium of entertainment, pedagogy, and translation into real-world organizing for a different world, true for both the left and the right. The truth, I propose, is a sinister other experience, one which maintains the status quo …


Epistemic Theatres: The Dramaturgy Of Knowledge In Twenty-First Century Theatre, Amir Farjoun Feb 2024

Epistemic Theatres: The Dramaturgy Of Knowledge In Twenty-First Century Theatre, Amir Farjoun

Dissertations, Theses, and Capstone Projects

In this dissertation, I draw upon theatre and performance literature, science and technology studies, and art theory to attend the distinctive dramaturgical features of lecture-performance and other contemporary examples of epistemic theatres. After theorizing their roots, their causes, and their objectives, I build on the intrinsic and mutual links these performances develop between theatre and knowledge to justify and develop novel academic modes of response that consider theatre as a method, and not merely an object, of humanistic study. I propose that a theatricalization of knowledge—or rather, a more explicit acknowledgement of knowledge’s engrained theatricality—helps in developing intellectual-academic responses not …


Algorithmic Love: Twenty-First Century Organizations Of The Romantic, Sandra Moyano Ariza Feb 2024

Algorithmic Love: Twenty-First Century Organizations Of The Romantic, Sandra Moyano Ariza

Dissertations, Theses, and Capstone Projects

This dissertation investigates the highly computed and accelerated experiences of digital love as well as their cultural and artistic representations in order to shed light on the human and more-than-human entanglements producing the algorithmic love experience. The recent turn to love in critical theory and cultural studies examines how love circulates in neoliberal societies and in the subjective processes of the users, foregrounding the control of populations and the very much lamented “end of love” (Illouz 2019). My study of love supplements the neoliberalist critique of algorithmic love with a posthuman and media theory approach that attends to the material …


Protein-Protein Interactions In Cell Cycle Proteins: An In Silico Investigation Of Two Important Players, Andriele Eichner Feb 2024

Protein-Protein Interactions In Cell Cycle Proteins: An In Silico Investigation Of Two Important Players, Andriele Eichner

Dissertations, Theses, and Capstone Projects

The examination of the cell cycle carries significant implications for the biology, health, and overall existence of all living things. These implications span from the development and growth of these organisms to the aging process and cancer, as well as the potential of stem cell therapies to repair diseases and injuries. Numerous proteins of the cell cycle are essential for cellular division and proliferation and are widely conserved over the course of evolution. In this work, we aimed to investigate the molecular processes of protein-protein interactions in cell cycle proteins, centering on two key players: Cdc6 in budding yeast and …


Turf War: Interstate Banking And Industry Consolidation, 1965–1998, Erin Cully Feb 2024

Turf War: Interstate Banking And Industry Consolidation, 1965–1998, Erin Cully

Dissertations, Theses, and Capstone Projects

This dissertation examines the advent of interstate banking in America during the second half of the twentieth century. To become the giants they are today, US financial institutions had to overcome, in fits and starts, the political limits on their geographical expansion across municipal, county, state, and national borders—and not always in that order. Faced with new competitors and harsh economic conditions, some bankers set their sights on expanding their markets to stay afloat. Many policymakers and regulators were responsive to this demand, hopeful that it could serve as a catalyst for economic growth. Challenging restrictions on interstate banking meant …


“After Being Equals, Is This The Sequel?”: Vivian Fine’S Memoirs Of Uliana Rooney As Artistic Commentary On Shifting Reactions To American Women’S Music, Tonia L. Passwater Feb 2024

“After Being Equals, Is This The Sequel?”: Vivian Fine’S Memoirs Of Uliana Rooney As Artistic Commentary On Shifting Reactions To American Women’S Music, Tonia L. Passwater

Dissertations, Theses, and Capstone Projects

Although it has been acknowledged that American female modernist composers encountered obstacles to success, the nuanced and multi-faceted nature of these obstacles has yet to be fully examined. In this dissertation, I explore the worlds of Marion Bauer, Johanna Beyer, Vivian Fine, Miriam Gideon, and Ruth Crawford Seeger through the lenses of music history, reception history, and socio-linguistics in order to contribute a more thorough understanding of the obstacles women encountered.

Before a note composed by a woman was ever heard, a battle was being waged with gendered identities. These identities are the starting point for my analysis of obstacles …


Studying Lake Surface Temperature Variabilities At Regional And Global Scales Using Remote Sensing And In-Situ Observations, Abdou Rachid Bah Feb 2024

Studying Lake Surface Temperature Variabilities At Regional And Global Scales Using Remote Sensing And In-Situ Observations, Abdou Rachid Bah

Dissertations, Theses, and Capstone Projects

Surface temperature changes can be effectively monitored by employing remote sensing thermal infrared (TIR) data, offering advantages such as improved spatial and temporal coverage. Notably, this approach enables observation without disturbing the studied object and overcomes accessibility challenges in the study regions. The study utilizes remotely sensed data from Landsat 8, Geostationary Operational Environmental Satellites-R series (GOES-R), and the Moderate Resolution Imaging Spectroradiometer (MODIS) thermal infrared bands. These satellite TIR data are instrumental in model development and understanding patterns and processes in environmental systems. In my dissertation, I employed remote sensing tools, specifically Landsat 8, GOES-R, and MODIS Aqua temperature …


Frenetic Journey Toward Muddledness: An Experimental Short Film, Fernando Vieira Feb 2024

Frenetic Journey Toward Muddledness: An Experimental Short Film, Fernando Vieira

Dissertations, Theses, and Capstone Projects

As an artist and Film Studies student, I saw the capstone option as an opportunity to consolidate academia with the art of filmmaking into one project. This became Frenetic Journey Toward Muddledness, an experimental short film written, directed, and edited by me. It is a film influenced by early avant-garde cinema, German expressionism, and film noir. Composed of pieces of unrelated footage and featuring an ambiguous, non-linear, and mostly silent narrative, the editing of the film prompted me to ask myself questions about its genre. Its hybridity made it possible to position the film within different categories, but there …


Low Elevation Coastal Zone (Lecz) Population Social Vulnerability And Risk: A Spatial Analysis Based On The 2015-16 National Family Health Survey (Nfhs-4) Of India, Paradorn Wongchanapai Feb 2024

Low Elevation Coastal Zone (Lecz) Population Social Vulnerability And Risk: A Spatial Analysis Based On The 2015-16 National Family Health Survey (Nfhs-4) Of India, Paradorn Wongchanapai

Dissertations, Theses, and Capstone Projects

Background & Problem Statement:

This study assessed social vulnerability and risk to hydroclimate hazards of Indian urban and rural populations in the Low Elevation Coastal Zone (LECZ), a contiguous coastal area with elevations less than 10 meters. The LECZ is considered an at-risk area as hydroclimate hazards tend to be heightened. Moreover, being the most populous country in the world, any hydroclimate hazards that hit the LECZ would disproportionately impact a large number of Indian populations. Understanding the social vulnerability and risk of the LECZ populations can help mitigate and prevent potential adverse outcomes for the populations.

Importantly, this study …


Consonant (De)Gradation In Ingrian?, Andrea M. Harrison Feb 2024

Consonant (De)Gradation In Ingrian?, Andrea M. Harrison

Dissertations, Theses, and Capstone Projects

This paper will present a dual method toward data enrichment for low-resource languages. Using Yoyodyne -- a Fairseq-inspired neural library for small-vocabulary sequence-to-sequence generation -- a morphological generation task was tested across labeled data encompassing multiple stages of enrichment for the low-resource language Ingrian. Due to limitations in the available data for Ingrian, weighted finite-state transducers (WFSTs) were used to generate an expanded vocabulary via HFST's toolkit for Uralic languages, and GiellaLT, a source for FST-driven lexica for low-resource languages. Further stages of experimentation used labeled data from related, higher-resource languages (Finnish, Estonian) to encourage cross-lingual transfer in the interest …


Neurochemical Signaling Of Reward-Based Learning In Ventral Tegmental Area Dopamine Neurons, Kyla F. Wholley Feb 2024

Neurochemical Signaling Of Reward-Based Learning In Ventral Tegmental Area Dopamine Neurons, Kyla F. Wholley

Dissertations, Theses, and Capstone Projects

Ventral tegmental area (VTA) dopamine neurons signal and participate in reward-related learning. Specifically, dopamine is postulated to encode reward-related environmental stimuli to compute reward prediction errors (RPEs). It is through the computation and maintenance of RPEs that learning occurs. However, little is known about the neural mechanisms that underlie how dopamine neurons compute RPEs and facilitate reward-related learning. The present study utilized fiber photometry in conjunction with a Pavlovian reward-based task to identify how GABA inputs to VTA dopamine neurons contribute to the computation of RPEs and reward-based behavior. Activity of GABA inputs to VTA dopamine neurons increased for reward-predicting …


The Effect Of Alpha Binaural Beats On Virtual Reality Experiences, Andronikki C. Gerohristodoulos Feb 2024

The Effect Of Alpha Binaural Beats On Virtual Reality Experiences, Andronikki C. Gerohristodoulos

Dissertations, Theses, and Capstone Projects

Visually induced motion sickness (VIMS), a subset of motion sickness, has been a long-term obstacle preventing comfortable experiences in virtual reality (VR). There is a growing body of research showing that binaural beats (BBs) have been effective to influence aspects of cognition. The goal of this experiment was to investigate the possible effects of attending to BBs and any changes to the severity of VIMS symptoms following immersion in a virtual reality environment (VRE). To validate our hypothesis a repeated-measures, between-subjects experiment was designed (n=16) and an alpha (10Hz) frequency BB and a control audio were created. Participants were split …


Biomolecular Crystals As Functional Materials, Fahmeed Khan Sheehan Feb 2024

Biomolecular Crystals As Functional Materials, Fahmeed Khan Sheehan

Dissertations, Theses, and Capstone Projects

The field of supramolecular chemistry has undergone significant evolution over the last few decades, progressing from fundamental studies of self-assembling systems to the rational design of functional materials with exceptional properties. Among these materials, short peptides have emerged as a chemically simple yet highly versatile class of biomimetic compounds. Initially, short peptides were used as model systems to understand larger protein interactions. As the field progressed, short peptides were found to have exceptional functionality, and are now explored as functional nanomaterials for diverse applications. In many cases, short peptide materials have displayed properties not found in biology, in some cases …


Examining The Health Risks Of Particulate Matter 2.5 In New York City: How It Affects Marginalized Groups And The Steps Needed To Reduce Air Pollution, Freddy Castro Feb 2024

Examining The Health Risks Of Particulate Matter 2.5 In New York City: How It Affects Marginalized Groups And The Steps Needed To Reduce Air Pollution, Freddy Castro

Dissertations, Theses, and Capstone Projects

The following examines the impact of particulate matter 2.5 (PM2.5) on public health, focusing on its sources and effects on vulnerable populations in New York City. PM2.5 is a particle that is 2.5 micrometers or less in diameter and, because of its size, can enter the bloodstream affecting the respiratory and cardiovascular systems and further complicating the health of the immunocompromised. Recent studies have shown that PM2.5 can come from various sources, including transportation and industrial emissions, as well as indoor sources like cigarettes and gas-operated stoves. Despite reduced levels of PM2.5 due to recent policy changes and initiatives taken …


Clustering Of Patients With Heart Disease, Mukadder Cinar Feb 2024

Clustering Of Patients With Heart Disease, Mukadder Cinar

Dissertations, Theses, and Capstone Projects

Heart disease, a leading cause of mortality worldwide, presents complex challenges in public health due to its varied manifestations. Accurate diagnosis and patient stratification are essential for effective management and improved outcomes. In response, this study employed machine learning techniques to analyze heart disease data obtained from UCI Machine Learning Repository, aiming to enhance patient care through advanced data analysis.

The study began with the application of K-Nearest Neighbors (KNN) classification, which categorized patients into 'Disease' and 'No Disease' groups. This preliminary step provided initial insights into the structure of the dataset. Subsequently, K-means clustering was applied in two rounds, …