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Articles 147181 - 147210 of 158841
Full-Text Articles in Entire DC Network
Certain Knowledge Of Administrative Decisions Issued By Artificial Intelligence Systems In The Public Sector: A Comparative Analysis, Nayel Musa Alomran, Odai Mohammad Alheilat
Certain Knowledge Of Administrative Decisions Issued By Artificial Intelligence Systems In The Public Sector: A Comparative Analysis, Nayel Musa Alomran, Odai Mohammad Alheilat
All Works
This paper aims to elucidate the matter of certain knowledge pertaining to administrative decisions, those issued by artificial intelligence. It also clarifies the position of the administrative judiciary with regard to the adoption of this presumption and through a comparative analysis of administrative judicial applications in Jor-dan, Egypt, and Morocco. The text addresses the most significant evidence for achieving certain knowledge of an administrative decision – and thereby initiating the appeal period against the appellant. The question at hand is whether the administrative judiciary applies the traditional theory of certain knowledge to its counterpart issued by artificial intelligence systems, especially …
Performance Based Scheduling In Distributed Mixed Criticality Systems, Amjad Ali, Saud Wasly, Asad Masood Khattak, Ihsan Ali, Shahid Iqbal, Bashir Hayat
Performance Based Scheduling In Distributed Mixed Criticality Systems, Amjad Ali, Saud Wasly, Asad Masood Khattak, Ihsan Ali, Shahid Iqbal, Bashir Hayat
All Works
With a focus on computationally intensive, distributed, and parallel workloads, scheduling in mixed-criticality distributed systems presents significant challenges due to shared memory and resources, as well as the diverse demands of tasks. The system’s efficiency is heavily dependent on the overall scheduling duration (make span), while individual task deadlines impose strict timing constraints. When the tasks need to simultaneously access the shared memory, then these tasks interfere the execution of one another. For managing the scheduling of interfering tasks in distributed mixed-criticality systems, a novel Interference-Aware Partitioning Fixed Priority (IAP-FP) approach is proposed, which effectively handles task partitioning among cores …
Enhancing Teachers’ Design Thinking Mindsets Through Reflective Practice: Cultivating Innovation In An Upskilling Steam Training Program, Areej Elsayary
Enhancing Teachers’ Design Thinking Mindsets Through Reflective Practice: Cultivating Innovation In An Upskilling Steam Training Program, Areej Elsayary
All Works
Promoting innovation in education through enhanced design thinking (DT) mindsets among teachers is a central goal. This study examines the use of reflective practice within an upskilling STEAM training program to achieve this enhancement. The upskilling training initiative examined in this research encompasses a ten-week instructional session characterized by a hybrid learning methodology under the guidance of an instructor. An explanatory mixed method design is employed, starting with a quantitative method (teachers’ survey) followed by a qualitative method (focus group discussion). The participants were in-service K-12 teachers (n = 55) from charity schools across Northern Emirates in the United Arab …
Investigation Of Symptom-Specific Functional Connectivity Patterns In Parkinson’S Disease, Ani Kicik, Ali Bayram, Emel Erdogdu, Elif Kurt, Dilek Betul Saridede, Sevim Cengiz, Basar Bilgic, Hasmet A. Hanagasi, Esin Ozturk-Isik, Hakan Gurvit, Erdem Tuzun, Tamer Demiralp
Investigation Of Symptom-Specific Functional Connectivity Patterns In Parkinson’S Disease, Ani Kicik, Ali Bayram, Emel Erdogdu, Elif Kurt, Dilek Betul Saridede, Sevim Cengiz, Basar Bilgic, Hasmet A. Hanagasi, Esin Ozturk-Isik, Hakan Gurvit, Erdem Tuzun, Tamer Demiralp
All Works
Parkinson’s disease (PD) is a complex neurodegenerative disease, characterized by pronounced heterogeneity in symptoms. This study investigates the functional connectivity (FC) patterns associated with distinct symptom clusters, aiming to elucidate the heterogeneity in PD and uncover the neural mechanisms underlying its motor and cognitive symptoms. Resting-state functional MRI (rs-fMRI) data from 55 non-demented PD patients and 24 healthy controls (HC) were used to perform seed-to-seed FC analyses. A clustering algorithm was applied to the cognitive and motor scores of all PD patients to generate relatively homogeneous symptomatic subgroups. PD patients exhibited a general decrease in FC within a network comprising …
Heavy Metal Pollution In Arid Urban Environments: Anthropogenic And Geogenic Insights From Road Dust In The United Arab Emirates, Yousef Nazzal, Alina Bărbulescu, Manish Sharma, Fares Howari, Imen Ben Salem, Rania Dghaim, Pramod Kumbhar, Cijo M. Xavier, Suhail Alghafli, Ahmed A. Al-Taani, Mutaz Mohammad, Azzah Nasser Salem Nayem Alkaabi, Saif Nazzal, Cristian Ștefan Dumitriu
Heavy Metal Pollution In Arid Urban Environments: Anthropogenic And Geogenic Insights From Road Dust In The United Arab Emirates, Yousef Nazzal, Alina Bărbulescu, Manish Sharma, Fares Howari, Imen Ben Salem, Rania Dghaim, Pramod Kumbhar, Cijo M. Xavier, Suhail Alghafli, Ahmed A. Al-Taani, Mutaz Mohammad, Azzah Nasser Salem Nayem Alkaabi, Saif Nazzal, Cristian Ștefan Dumitriu
All Works
Dust is a significant environmental concern due to its pervasive nature and potential health risks, particularly from heavy metals. This is exacerbated in urban areas, where dust can act as a reservoir for pollutants, posing risks to human health through various exposure pathways. This study aims to explore and compare the distribution of heavy metals in road dust from two distinct cities in the UAE: Dubai, a commercial hub, and Khor Fakkan, a coastal town with industrial activities. Road dust samples were collected from 29 locations in both cities, including areas with varying traffic density, residential settings, and industrial zones. …
Association Of Obesity With Musculoskeletal Health And Functional Mobility In Females—A Systematic Review, Dhanya Menoth Mohan, Fatme Al Anouti, Nupur Kohli, Kinda Khalaf
Association Of Obesity With Musculoskeletal Health And Functional Mobility In Females—A Systematic Review, Dhanya Menoth Mohan, Fatme Al Anouti, Nupur Kohli, Kinda Khalaf
All Works
Obesity is a prevalent global health challenge with a significant yet unclear impact on musculoskeletal health, particularly among females. This systematic review aimed to unravel the association between obesity and musculoskeletal health, as well as functional mobility in women. A comprehensive literature search was conducted across PubMed, Scopus, Web of Science, and the Cochrane Library for articles published between January 2001 and December 2023. Studies were selected based on their examination of the relationship between overweight or obesity and musculoskeletal health (including bones, joints, and soft tissues) and/or functional mobility in adult females (age ≥19) within the general population. Studies …
In The Clear: Timber Harvest Informs Elk Summer Nutrition And Resource Selection In A Densely Forested Landscape, Trevor C. Weeks
In The Clear: Timber Harvest Informs Elk Summer Nutrition And Resource Selection In A Densely Forested Landscape, Trevor C. Weeks
Graduate Student Theses, Dissertations, & Professional Papers
As wildlife and habitats face unprecedented challenges in the form of landscape conversion, shifting disturbance regimes, and climate change, it becomes increasingly important for land and wildlife managers to find avenues for collaboration as they seek to maintain habitat to support robust wildlife populations. Timber harvest may provide one such avenue for collaboration. It has been shown to increase the quality and quantity of ungulate nutritional resources by reverting stands to early successional stages. Additionally, timber harvest may allow for a more precise application of such effects, as managers choose where and how to harvest timber. However, the exact effects …
Synthesis Of Spherical Carbon Nanoparticles From Orange Peel And Their Surface Modification With Chitosan: Evaluation Of Optical Properties, Biocompatibility, Antioxidant And Anti-Hemolytic Activity, Asma Ben Amor, Hadia Hemmami, Mohammed Taher Gherbi, Bachir Ben Seghir, Soumeia Zeghoud, Ahlam Hacine Gharbi, Djihad Chenna, Ilham Ben Amor, Huda Alsaeedi, David Cornu, Mikhael Bechelany, Ahmed Barhoum
Synthesis Of Spherical Carbon Nanoparticles From Orange Peel And Their Surface Modification With Chitosan: Evaluation Of Optical Properties, Biocompatibility, Antioxidant And Anti-Hemolytic Activity, Asma Ben Amor, Hadia Hemmami, Mohammed Taher Gherbi, Bachir Ben Seghir, Soumeia Zeghoud, Ahlam Hacine Gharbi, Djihad Chenna, Ilham Ben Amor, Huda Alsaeedi, David Cornu, Mikhael Bechelany, Ahmed Barhoum
Research Outputs: 2025-Present
This study presents a sustainable approach to synthesizing carbon nanoparticles (CNPs) from orange peel waste through a process involving thermal treatment, chemical activation, and ultrasonication, producing spherical CNPs of approximately 70 nm in size. The surface of the CNPs was modified with chitosan, resulting in a chitosan@CNPs composite with enhanced functional properties. X-ray diffraction (XRD) analysis revealed that the CNPs possess a crystalline structure, while the chitosan@CNPs nanocomposite exhibited distinct crystalline peaks attributable to chitosan. SEM–EDX analysis showed a higher carbon content in chitosan@CNPs (68.09%) compared to CNPs (63.33%), indicating successful surface modification. Additionally, UV–Vis spectroscopy demonstrated that chitosan@CNPs had …
The Passing Of A Giant In Proteoglycan Research: Robert J. Linhardt (1953–2025), Renato V. Iozzo, Fuming Zhang, Paul L. Deangelis
The Passing Of A Giant In Proteoglycan Research: Robert J. Linhardt (1953–2025), Renato V. Iozzo, Fuming Zhang, Paul L. Deangelis
Department of Pathology, Anatomy, and Cell Biology Faculty Papers
No abstract provided.
The Discovery Of P62-Dependent Processing Bodies, Elizabeth Barrow
The Discovery Of P62-Dependent Processing Bodies, Elizabeth Barrow
Peninsula Medical School Theses
The cellular degradation process autophagy can be a selective process during which, cellular components, such as excess proteins, can be marked for degradation by the post translational modification ubiquitination. Proteins that act as selective autophagy receptors can recognise the ubiquitinated substrates and target them to the selective autophagy pathway, facilitating their degradation and thereby mediating cellular homeostasis. The selective autophagy receptor Sequestome 1 (p62) undergoes liquid-liquid phase separation (LLPS) to form p62 bodies to mediate the autophagic degradation of ubiquitinated proteins. At the time of this research, it was unknown whether p62 could exist in a differential droplet form to …
Expression Of Dementia Biomarkers In Appalachian And Non-Appalachian Elvo Patients During Thrombectomy, Neha Anil, Christopher J. Mclouth, Hunter S. Hazelwood, Elise Dahlke, Jacqueline A. Frank, Nathan Millson, Mais Al-Kawaz, Jordan P. Harp, Will Cranford, Shivani Pahwa, David Dornbos, Justin F. Fraser, Keith R. Pennypacker
Expression Of Dementia Biomarkers In Appalachian And Non-Appalachian Elvo Patients During Thrombectomy, Neha Anil, Christopher J. Mclouth, Hunter S. Hazelwood, Elise Dahlke, Jacqueline A. Frank, Nathan Millson, Mais Al-Kawaz, Jordan P. Harp, Will Cranford, Shivani Pahwa, David Dornbos, Justin F. Fraser, Keith R. Pennypacker
Biostatistics Faculty Publications
Background/Context: Vascular Cognitive Impairment and Dementia (VCID) affects 25-30% of stroke patients and includes cognitive impairments caused by vascular injury, such as post-stroke dementia. Rehabilitation has the potential to improve the quality of life for patients at risk of developing dementia. However, there is currently no reliable method to identify those at risk of dementia after a stroke. Several biomarkers, including ADRD (Alzheimer’s disease and related dementias) biomarkers (Ab, tau, NfL, and GFAP) and angiogenic factors (VEGF, Flt-1, Tie-2, PIGF, and FGF) have been associated with the development of dementia. Populations in Appalachia experience a higher incidence of stroke and …
Effects Of Dietary L-Tryptophan On Growth Performance, Feed Utilization, And Protein Metabolism In Nile Tilapia (Oreochromis Niloticus), Israt Mishu, Lindee Mason, Ahmed Mustafa
Effects Of Dietary L-Tryptophan On Growth Performance, Feed Utilization, And Protein Metabolism In Nile Tilapia (Oreochromis Niloticus), Israt Mishu, Lindee Mason, Ahmed Mustafa
Mansoura Veterinary Medical Journal
This research examines the impact of dietary L-tryptophan supplementation on growth performance, feed efficiency, and protein metabolism in Nile tilapia (Oreochromis niloticus) under stress and non-stress settings. This experiment evaluated essential growth metrics, encompassing weight gain, length gain, specific growth rate, feed conversion ratio, and protein energy retention. Nile tilapia were categorized into four experimental groups: a control group on a commercial diet, a control group supplemented with L-tryptophan (0.33%/kg feed), a stress-induced group receiving cortisol (0.02%/kg feed), and a stress-induced group receiving both cortisol (0.02%/kg feed) and L-tryptophan supplementation (0.33%/kg feed). The findings indicated that Ltryptophan supplementation significantly enhanced …
Data-Driven Melt Pool Monitoring And Defect Prediction In Lpbf Of Ti-6al-4v Alloy, Marshima Mohd Rosli, Ali Rachini, Musaria Karim Mahmood
Data-Driven Melt Pool Monitoring And Defect Prediction In Lpbf Of Ti-6al-4v Alloy, Marshima Mohd Rosli, Ali Rachini, Musaria Karim Mahmood
Babylonian Journal of Mechanical Engineering
Real-time process monitoring is essential for achieving consistent part quality in Laser Powder Bed Fusion (LPBF), yet robust and practical defect prediction frameworks remain underdeveloped. This study presents a machine learning-based approach for predicting unstable melt pool conditions, leveraging an open dataset of melt pool variability measurements from Ti-6Al-4V builds on an EOS M290 system. The framework utilizes fundamental process parameters—laser velocity, power, scan orientation, and track location—combined with statistical melt pool geometry features to train a Random Forest classifier. The model achieved an accuracy of 99.79% in distinguishing between stable and unstable melt pool states, with balanced sensitivity and …
Extended Program Notes For A Graduate Collaborative Recital, Myagmartseren Chinbaatar
Extended Program Notes For A Graduate Collaborative Recital, Myagmartseren Chinbaatar
Research Papers
This research paper offers extended program notes for a graduate collaborative piano recital performed on November 21, 2024, featuring works by Wolfgang Amadeus Mozart, David Bennett Thomas, and Edvard Grieg. The recital presents three distinct musical eras, Classical, Contemporary, and Romantic, highlighting their unique styles and contrasts.
The program opens with Mozart’s Violin Sonata in G Major, K. 301/293a, an example of Classical elegance and balance, composed during Mozart’s early maturity. This is followed by Edifice by David Bennett Thomas, a contemporary work characterized by its emotional intensity and rich textures for bass clarinet and piano. The recital concludes with …
Relative Seat Height Effects On Knee Joint Kinematics In Older Adults, Sadie N. Zimmerman
Relative Seat Height Effects On Knee Joint Kinematics In Older Adults, Sadie N. Zimmerman
Research Papers
No abstract provided.
An Analysis Of Milk Hedging Effectiveness In Madison County, Illinois, Kelsey R. Knebel
An Analysis Of Milk Hedging Effectiveness In Madison County, Illinois, Kelsey R. Knebel
Research Papers
This study examines whether Class III and Class IV milk futures contracts can effectively hedge farm-level milk prices and reduce exposure to price volatility. The price volatility for dairy farmers is a major issue and makes it difficult for them to stay afloat. With the constant changes in input costs combined with the instability of the prices the farmers receive, the dairy industry is very difficult. Using regression analysis, the relationship between farm-level prices and futures prices was evaluated throughout multiple models, including those accounting for seasonality. The results from the regression analysis indicate that both Class III and Class …
Digitized Asic (Adaptation, Standardization, Integration, And Compliance) Framework: An Innovation For Optimizing Technologies And Innovations For Medical And Higher Education., Joshua Owolabi
PCOM Scholarly Works
This article serves several specific purposes: Presenting transferable information on transforming innovative ideas into educational products with practical applications; showcasing a digitized version of a leading innovation aimed at optimizing technologies and innovations in medical education, health professions education, and higher education; advancing an evidence-based approach to integrating innovations into educational ecosystems and promoting education through innovations and technologies. A 10-step approach to developing the ASIC framework (ASIC stands for Adaptation, Standardization, Integration, and Compliance) is presented, with explanations and illustrations of the processes and activities involved. Empirical evidence and sound principles are provided in support of activities to assure …
A Holistic Approach To Treatment Of Rosacea During Pregnancy: A Systematic Review, Emily Garelick, Margaret Hurley, Lauren Noto-Bell, Stefanie Cubelli
A Holistic Approach To Treatment Of Rosacea During Pregnancy: A Systematic Review, Emily Garelick, Margaret Hurley, Lauren Noto-Bell, Stefanie Cubelli
PCOM Scholarly Works
Background: Rosacea is a chronic inflammatory skin condition that is commonly exacerbated during pregnancy. Many patients suffer from emotional distress as a result of their rosacea, but the standard treatment options can cause harm to a developing fetus.
Methods: A systematic review was conducted on PubMed and EMBASE using the keywords “rosacea,” “pregnancy,” “treatment,” “holistic,” “edema, and “osteopathic manipulative treatment” (OMT). 113 papers were extracted and screened to determine eligibility based on inclusion criteria: primary sources, rosacea diagnosis, and documented treatment. Those that did not meet criteria were excluded and 20 papers remained for this review.
Results: The 20 included …
Multiple Myeloma Inhibitory Effects Of Natural Compounds: Enhancement Through Nanoparticle Carriers., Erica Wong, Anna Staskiewicz, Joshua Pruner, Jean Lee, Michael Tucker, Barkley Smith, Lanerica Rogers, Ganiat Asuni, Xinyu Wang
Multiple Myeloma Inhibitory Effects Of Natural Compounds: Enhancement Through Nanoparticle Carriers., Erica Wong, Anna Staskiewicz, Joshua Pruner, Jean Lee, Michael Tucker, Barkley Smith, Lanerica Rogers, Ganiat Asuni, Xinyu Wang
PCOM Scholarly Works
Natural compounds have emerged as promising therapeutic agents for treating cancers such as multiple myeloma (MM). However, poor bioavailability, low stability, and suboptimal targeting often limit their clinical efficacy. Recent advances in nanotechnology have addressed these limitations by utilizing nanoparticle (NP) carriers to enhance the therapeutic potential of natural compounds through improved solubility, stability, and selective delivery to cancer cells. This review explores the inhibitory effects of key natural compounds on MM cells, including 2-cyano-3,12-dioxooleana-1,9-dien-28-oic acid (CDDO) and its derivatives, caffeic acid phenethyl ester (CAPE) and its derivatives, xanthohumol (XN) and its derivatives, resveratrol (RSV) and its derivatives, curcumin (CUR), …
Winter 2025: Elevate
The Weldon Times
A student-run publication from the Schulich School of Law at Dalhousie University.
Co-Editors in Chief: Faith Thomson, Kimberly Gilson
Practicing School Counselors’ And Graduate Students’ Perceived Preparedness To Implement A State-Mandated Comprehensive School Counseling Program, Erin O'Connor Rudman
Practicing School Counselors’ And Graduate Students’ Perceived Preparedness To Implement A State-Mandated Comprehensive School Counseling Program, Erin O'Connor Rudman
Education Dissertations
The American School Counselor Association (ASCA) has published the ASCA National Model as the theoretical framework for data-driven, comprehensive school counseling. School counselors are tasked to develop and implement a K-12 counseling program that supports students’ academic, social/emotional, and career development. Many states across the country have passed legislation that requires school districts to align themselves to the ASCA National Model, including Washington State where the Washington Legislature passed Substitute Senate Bill (SSB) 5030 on July 25, 2021. Now that every school district in Washington State must develop comprehensive school counseling programs (CSCP), this research aimed to explore both school …
Citrus Gall Wasp Control, Department Of Primary Industries And Regional Development, Western Australia
Citrus Gall Wasp Control, Department Of Primary Industries And Regional Development, Western Australia
Biosecurity factsheets
Citrus gall wasp (Bruchophagus fellis) is an Australian native insect from northern NSW and Queensland and is now established in most Perth suburbs. It affects all citrus species, particularly lemons and grapefruit, and will be an ongoing pest to manage for Perth gardeners, like other common pests. It has not been found in commercial citrus orchards in Western Australia yet.
Marijuana Advertising: Comparing Tobacco And Alcohol Industries, Kailey Houck
Marijuana Advertising: Comparing Tobacco And Alcohol Industries, Kailey Houck
Fordham Urban Law Journal Online
No abstract provided.
Historic Rock Hill Collection - Accession 1844, Historic Rock Hill, Rock Hill, Sc, White Family, Rock Hill History
Historic Rock Hill Collection - Accession 1844, Historic Rock Hill, Rock Hill, Sc, White Family, Rock Hill History
Manuscript Collection
The Historic Rock Hill Collection consists of materials relating to the history of Rock Hill, South Carolina and its notable historic buildings, businesses, and people. The collection also documents the pioneering White Family of Rock Hill as well as the history of Historic Rock Hill, a nonprofit historical preservation organization headquartered at the historic White Home in Rock Hill, SC. Founded in the 1980s as the Midtown Preservation Association, the group continues to work to preserve and promote the many historic sites and stories of Rock Hill through preservation projects and educational programming. HRH records (by-laws, newsletters, agendas, etc.), …
American Association Of University Women - Rock Hill Chapter Records-Accession 1516, American Association Of University Women Rock Hill Chapter Records
American Association Of University Women - Rock Hill Chapter Records-Accession 1516, American Association Of University Women Rock Hill Chapter Records
Manuscript Collection
This collection consists of American Association of University Women Rock Hill Chapter bulletins, posters, illustrations, time cards, and branch yearbooks. This collection also contains invoices, meeting notes, and correspondence with colleges and other branches. The American Association of University Women (AAUW), was founded in 1881 as a non-profit organization that advances equity and education for women. The Rock Hill Chapter of the American Association of University Women was founded in 1925 or 1926 with Miss Anne W. Stevens serving as first president.
Eldon Beaver Papers - Accession 1670, Eldon Beaver, Civilian Conservation Corp
Eldon Beaver Papers - Accession 1670, Eldon Beaver, Civilian Conservation Corp
Manuscript Collection
Eldon Beaver (1917-2019) was a member of the Civilian Conservation Corps (CCC) company 1417 located in Rodman, SC. Eldon Beaver also worked for the Rock Hill Printing and Finishing Company until retirement. This collection contains documents related to the CCC company 1417 men as documented by Eldon Beaver and his wife Chloe Beaver. He was also a Corporal in the US Army Air Corp during World War II. The Eldon Beaver collection includes photographs, reunion information, and member information. This collection also contains textile sample pieces from Eldon Beaver’s time working for the Rock Hill Printing and Finishing Company.
William Joseph Roddey Papers - Accession 1882, William Joseph Roddey
William Joseph Roddey Papers - Accession 1882, William Joseph Roddey
Manuscript Collection
William Joseph Roddey (1861-1945) was a businessman and manufacturer in Rock Hill, SC. Roddey was president of Victoria Cotton Mills, organizer of the First National Bank of Rock Hill, president of National Union Bank, manager of the Rock Hill-Charlotte agency of the Equitable Life Assurance Society and was a member of the Winthrop Board of Trustees. The William Joseph Roddey Papers were discovered at the vacant Arcade Textile Mill by the Williams family. It appears that these papers were from the office of William Joseph Roddey. The William Joseph Roddey Papers contain documents related to William Joseph Roddey and the …
Sara Perry Mcleod Papers - Accession 1432, Sara Perry Mcleod, Winthrop College
Sara Perry Mcleod Papers - Accession 1432, Sara Perry Mcleod, Winthrop College
Manuscript Collection
The Sara Perry McLeod Papers include a May Day program, newspaper clippings and photographs from a scrapbook, and Winthrop College yearbooks (Tatler) from Sara Perry’s student years. Sara Perry McLeod (1921–2011), a 1942 Winthrop College graduate, served as Maid of Honor during the May Day festivities in the spring of 1942. The bulk of the collection documents the 1942 May Day celebration, featuring images and articles related to that event, along with materials reflecting her time as a student at Winthrop.
Automated Classification Of Cardiac Anomalies Through The Analysis Of Electrocardiogram Signals Using Convolutional Neural Networks., Yhosely Isset Villegas Baldiviezo
Automated Classification Of Cardiac Anomalies Through The Analysis Of Electrocardiogram Signals Using Convolutional Neural Networks., Yhosely Isset Villegas Baldiviezo
ICT
Electrocardiography (ECG) is a widely used non-invasive method for monitoring cardiac activity and detecting heart abnormalities. However, manual interpretation can be time-consuming and prone to human error, particularly for non-specialists. This study investigates the use of deep learning techniques, specifically convolutional neural networks (CNNs), to automate ECG signal classification using a large-scale dataset. A classical machine learning model is also included as a baseline for comparison. The aim is to evaluate the potential of deep learning as a clinical decision-support tool that can assist healthcare professionals in improving diagnostic accuracy and supporting early detection of cardiac conditions.
Neural Networks Activation Functions And Hybrid Activations Functions Accuracy And Loss Comparison On Small Dataset Against Large Datasets For Classification Problems., Antonio Felipe Cora Martins
Neural Networks Activation Functions And Hybrid Activations Functions Accuracy And Loss Comparison On Small Dataset Against Large Datasets For Classification Problems., Antonio Felipe Cora Martins
ICT
Even on the era of Big Data, small datasets are the reality of many companies and sectors. Many datasets in rare disease diagnosis, custom manufacturing, military sciences, bioengineering, and disaster events are commonly limited in size, making machine learning predictive modelling difficult. Being the Activation Function choice crucial for Neural Networks learning, it raises the question of their effectiveness in such scenarios. This study compares five standard (single) activation functions (Sigmoid, Tanh, ReLU, Leaky ReLU, ELU) and two hybrid variants (one a mix of ReLU plus Tanh and a Learnable Activation Function with a trainable weight (alpha) that balances ReLU …