A model predicting hospital admission based on from the emergency department

An IEEE paper is attached which has to be implemented.


Developing a model for the Prediction of Hospital admission from the emergency department.

Practical Implementation of the models of different machine learning algorithm like Logistic Regression,Decision Tree and Gradient Boosted Machine Algorithms and comparing there performance based on Accuracy and AUC-ROC curve.

All these algorithms are implemented in the routinely collected administrative data from two major acute hospitals of Northern Ireland for predicting the risk of admission from the Emergency Department.

The method for this study involved seven data mining tasks.

These were:

1. Data extraction;

2. Data cleansing and feature


3. Data visualisation and descriptive statistics;

4. Data splitting into training (80%) and test sets (20%);

5. Model tuning using the training set and 10-fold cross validation

repeated 5 times;

6. Predicting admissions based on

the test data set and;

7. The evaluation of model performance

based on predictions made on the test data.

These steps help to

ensure the models are optimal and prevent against overfitting

The Enhancement Part is Designing the new algorithm which will give a better performance in terms of Accuracy and AUC-ROC curve than all the three algorithms i.e. Logistic Regression,Decision Tree and Gradient Boosted Machine algorithm.

Write a thesis and a new research paper.

Link for the paper to implement.

[login to view URL]

Skills: Big Data Sales, Data Mining, Data Science, Machine Learning, Python

See more: php model view controller browser based game, vbnet hospital admission system, visual basic projects hospital admission system, hospital management based sql, spreadsheet based level weighted scoring model, hospital admission diagram, diagram hospital admission, hospital emergency department simulation, face recognition based fitting morphable face model matlab, can a graphic design change the shirt on the same model, i need 3d model the interior of the apartment (attached dwg drawing) based on developed 3d model, i need 3d model the interior of the apartment attached dwg drawing based on developed 3d model, we are going to build a web based application for tesla model s browser, model sheet of home based data entry, emergency exit 3d model free, emergency kit 3d model, emergency lights 3d model, emergency room 3d model, hospital admission slip, hospital admission slip sample

About the Employer:
( 0 reviews ) India

Project ID: #17721676

16 freelancers are bidding on average ₹13434 for this job


I have a good hands on working with Advanced R and Python and BI tools and technologies, AI, Big Data. I have quite a good knowledge of DL/ML Algorithm , have also developed Dashboards and Web Applications using flask/ More

₹13888 INR in 3 days
(70 Reviews)

My profile is as follows:- 4 years of experience in data science,machine learning and artificial intelligence solving complex problems for Fortune 500 companies - Proficient in R, Python, SQL,Matlab ; Hands on More

₹12500 INR in 3 days
(31 Reviews)

Dear sir. Your project attracted my attention at first glance, because I've extensive experience in Model Prediction Programming. I'm really confident about your project, and very eager to join your project. If we h More

₹10000 INR in 3 days
(39 Reviews)

Hi I am a very experienced statistician, data scientist, pogrammer and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from s More

₹50000 INR in 3 days
(25 Reviews)

-Professional Data Mining, Data Science, Machine Learning, Python expert ! Best Result in Time!-- Hello sir. I've really rich experience for your project, so your project is very interesting to me. I'm really confid More

₹12500 INR in 3 days
(13 Reviews)

Hi jangadekriti0203, I have gone through your project "A model predicting hospital admission based on from the emergency department" and could assure you the best of the solution. I am taking it as an opportunity a More

₹7500 INR in 4 days
(1 Review)

Hello, Greetings of the day.!! Your project attracted my attention at first glance, because I've really rich experience in Machine Learning & Python Programming. I am having 5+ year of experience in Data Science More

₹5555 INR in 3 days
(15 Reviews)

we are a team of persons sharing a lot of knowledge in artificial intelligence field. we are experts at machine learning, deep learning, artificial intelligence and computer vision, we work on many environments and More

₹6666 INR in 3 days
(7 Reviews)

Salutations, I have been developing scripts in the python environment for many years. I can complete your project. I must have a milestone created and complete specifications sent before i can do anything at all. More

₹12222 INR in 5 days
(8 Reviews)

My Skills Includes Machine Learning With SciKit-Learn and Tensorflow, Neural Network Architecture Designing with TFLearn and Keras, Python Automation, Python Automation with Selenium and XVFB-wrapper modules, Web Scrap More

₹4000 INR in 10 days
(0 Reviews)

Hello there, I am an analytics consultant with more than 6 years of experience working with clients across the globe on predictive modelling projects. I have worked on predictive models for hospital admissions More

₹30000 INR in 15 days
(0 Reviews)

I will execute you project in no time. As a machine learner/data analyst based in France, I can only guarantee the use of my experience in this field to deliver the desired output. Cheers!

₹15555 INR in 3 days
(0 Reviews)

We have a team of expert data scientists who have been implementing various statistical and machine learning techniques in predictive analytics. We follow the 'Fail-fast: Discover-more' approach. This enables us to More

₹12500 INR in 3 days
(0 Reviews)

Professor Khan here, I am teaching graduate level at a local university and have helped many clients in completing their projects. I can help you complete your project. Regards.

₹1500 INR in 3 days
(0 Reviews)

I am currently working as a Data Scientist at Applied Data Finance Pvt Ltd Chennai where I extract hidden insights from the data and build models for credit risk monitoring. I have past experience working as Global Al More

₹11111 INR in 4 days
(0 Reviews)

Hello, I am a data scientist with a big experience in the statistics and data science, mastering the python programming language and the different statistical software (R, SPSS, SAS ...) and working on real prob More

₹9444 INR in 3 days
(0 Reviews)