Mini Project in R
$10-30 USD
Betalt ved levering
This mini project is based on the Kaggle challenge “Diagnosis of COVID-19 and its Clinical Spectrum”. Link: [login to view URL]
Research Questions
A. Predict confirmed COVID-19 cases among suspected cases.
Based on the results of laboratory tests commonly collected for a suspected COVID-19 case during a visit to the emergency room, would it be possible to predict the test result for SARS-Cov-2 (positive/negative)?
B. Predict admission to general ward, semi-intensive unit or intensive care unit among confirmed COVID-19 cases.
Based on the results of laboratory tests commonly collected among confirmed COVID-19 cases during a visit to the emergency room, would it be possible to predict which patients will need to be admitted to a general ward, semi-intensive unit or intensive care unit?
Project tasks
1. Clean and prepare the data for regression analysis.
2. Explore the data. Choose your candidates of predictor variables. Explain and justify your choice.
3. Use regression analysis to investigate research question A. What regression model would you like to use? Multiple linear regression? Logistic regression? Regression trees? Others? Choose a regression model and explain your reason. Build, interpret and test your regression model. What insights does your model reveal about the research question?
4. Similarly, investigate research question B.
5. Discuss the limitation of your study, and possibly the limitation of the dataset.
6. [Bonus 20 points] Do you think model selection and regularization methods can be useful in this study? If so, use them to enhance your model and results. If not, explain why.
7. [Bonus 20 points] Since this dataset was published in 2020, the world has known much more about the novel coronavirus and COVID-19. Are your insights in Tasks 3 and 4 supported by the scientific research of COVID-19? Are they against the existing scientific knowledge of COVID-19? If so, what was wrong about the regression analysis?
Projekt ID: #29924310
Om projektet
10 freelancere byder i gennemsnit $45 timen for dette job
I have 9 years of work experience in Data Analytics with M.Phil. in Operation Research. Techniques – Multiple Regression, Logistics Regression, Predictive Modelling, Customer Analytics, Machine Learning Tools–SPSS, R, Flere
- previous experience in such topics; - eager to discuss a lot in this chat stream; - degree stats / maths;
Hi , I have worked with Coivd data in python so transforming into R solving your question , hope i can be help full
Hello, I have read your job posting and I am interested in the same. I have a B. Tech (Computer Science) and MBA from the very best universities in the country with an acceptance rate of 0.01% of the applicants. I ha Flere
I am new to Freelancer portal. At my core, I am a Data Analyst have 20+ years of experience, working on descriptive, inferential, predictive and prescriptive analysis of various domain areas i.e. real estate, retailing Flere
