International Scientific Journal of Engineering and Management

An International Scholarly || Multidisciplinary || Open Access || Indexing in all major Database & Metadata
ISSN: 2583-6129

Impact Factor: 6.674

Intelligent Stroke Analysis: Utilizing Machine Learning Algorithms for Enhanced Clinical Decision Making

  • Version
  • Download 15
  • File Size 758.18 KB
  • File Count 1
  • Create Date 18 June 2024
  • Last Updated 18 June 2024

Intelligent Stroke Analysis: Utilizing Machine Learning Algorithms for Enhanced Clinical Decision Making

Geeta Bharti , Rajnandani Patil , Vedant Kulkarni , Pratik Kulkarni

Bachelors of Technology, Department of Computer Science and Engineering, SOET

DY PATIL UNIVERSITY, AMBI, PUNE.

e-mail: geetabhrti789@gmail.com, rajnandnipatil2@gmail.com, vedantk0501@gmail.com,

 

Abstract

Strokes happen when blood flow to the brain is cut off, causing serious damage. Predicting who might have a stroke beforehand is crucial for early treatment and better outcomes. This study explores a new way to predict stroke risk using a powerful type of artificial intelligence (AI) called XGBoost.

Imagine XGBoost as a super-sleuth that analyzes patient information like age, weight, medical history, and blood pressure. But before feeding this data to XGBoost, we clean and organize it for the best results. Unlike some AI, XGBoost is transparent, revealing the key factors that put each patient at higher risk of stroke.

Our research has two main goals:

1. Improved Stroke Prediction: By leveraging XGBoost's strengths, we aim to predict stroke risk even more accurately than previous methods.

2. Understanding Risk Factors: XGBoost's transparency allows us to see why someone might be at higher risk. This knowledge helps doctors create personalized plans to prevent strokes.

This research has the potential to revolutionize stroke prevention. By combining high accuracy with clear explanations, XGBoost can become a valuable tool for early intervention and customized prevention strategies.

Keywords: Stroke, AI, Prediction, Risk factors, Prevention


Download

Author's Blog

What is the difference between a Research Paper and a Review Paper?

A research paper and a review paper are both scholarly documents, but they serve different purposes and have different characteristics.research...
Read More
Author's Blog

What is DOI?

A Digital Object Identifier (DOI) is a unique alphanumeric string that is used to identify and provide a persistent link...
Read More
Author's Blog

What do you need to do during production of your Research Paper?

During the production of a research paper, the following steps need to be taken: conducting research, organizing and analyzing data,...
Read More
Author's Blog

What are the advantages of publishing a research paper?

Publishing a research paper can have many advantages for researchers, including: Career advancement, professional recognition, opportunities for collaboration, increased visibility,...
Read More
Author's Blog

Ways to Support your Academic Wellbeing which preparing the Research Paper/Article

To support your academic wellbeing while publishing a research paper, it's important to set realistic goals, manage your time effectively,...
Read More
Author's Blog

How to improve your Research Paper writing Skills?

Read extensively: One of the best ways to improve your research paper skills is to read extensively in your field...
Read More
Author's Blog

Is DOI compulsory to publish a research paper in a Journal?

DOI is not strictly required to publish a research paper, but it is highly recommended. Basically, the International Scientific Journal...
Read More
Author's Blog

In what ways does research paper give weight to career development?

Publishing a research paper can give weight to a researcher's career development in several ways, such as: establishing oneself as...
Read More
Author's Blog

How to develop a Research Paper from Scratch

Developing a research paper involves several steps including: choosing a topic, conducting background research, formulating a research question or hypothesis,...
Read More
Author's Blog

How Plagiarism report plays crucial role in Research Paper Publication?

Plagiarism is a major concern in the academic and research community, as it undermines the integrity of the research and...
Read More