Medical Biotechnology Commons^™

Comparative Analysis Of Mlp And Cnn Models For Cardiac Arrhythmia Classification, Veltman Okey-Ejowhor, Vahid Emamian

Posters - 2026

Electrocardiogram (ECG) is a record of the electric activity of the heart over time. ECG analysis plays a pivotal role in diagnosing critical heart conditions. Significant developments have been made in the realm of deep learning and applied artificial intelligence. These deep learning models have been utilized heavily because of their ability to analyze deep morphological features of each signal. The model architecture used in this study is a convolutional neural network (CNN) combined with a multi-layered perceptron (MLP). The MLP acts as an input filter that classifies normal heartbeat signals from abnormal. The CNN is the second filter in …

Robotics And A.I In Oncological Surgery, Ian Ngo

Nursing | Student Research Posters

Throughout the decades, advancements in

technology have been surpassing limits that

were thought impossible. Every day these

breakthroughs are improving modern

surgery whether it be enhancing precision

on surgical sites, increasing accuracy of

procedure, or reducing recovery rates for

patients. Among the newly increasing

innovations, the implementation of robotics

systems and artificial intelligence (AI) into

the surgical field has emerged into

becoming a transformative force, especially

within a context as delicate as tumor removal.

This study explores the numerous benefits

of incorporating robotics and artificial

intelligence (AI) in tumor removal surgeries.

We investigate how these innovations

improve surgical accuracy, reduce …