31 Aug 2022

152

Linear Regression for Machine Learning

Format: APA

Academic level: College

Paper type: Essay (Any Type)

Words: 312

Pages: 1

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Linear regression is a statistical method that presents analysis of the medical data. It's only linear regression that enables the characterization and identification of different factors that exists among the multiples in medical data (Francis, 2010). Compared to other statistical medical data analysis linear regression method provides room for identification of the prognostically related that exists. At the same time, the method gives individual risk performance during prognostication. 

Calibrated Peer Review is a type of review that uses linear regression to analyze data. Calibrated Peer Review analyses data online in four phases. Students feed the system with their original assignment and are graded by CPR. Using CPR, the student will be able to assess their which is the final learning opportunity. Linear regression was used because it can determine the predictor's strength, predicting the effects and the power of the impact and finally it can be used to predict future analysis of the trend. 

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Doctors and medical practitioners use different software to analyze the medical reports they either generate or receive from secondary sources. They should know how to use this software because of various reasons. The internal process for analyzing data every organization has its way of interpreting and interpretation of data (Hart, 2013) . They will collect the data into different comprehensive dashboard charts and diagrams for clear performance evaluation. They are using the user interface that the hospital provides. Example of this software includes Microsoft SQL Reporting services, Custom Front-end environment, Microsoft Excel and IBM Cognos among others. One has to know about feeding this software as well as interpretation of the data product. As a medical practitioner, you need to know the correct Data Warehouse to collect the data from. One uses Extra-Transform –load to manage, sum up and keep the data safe. Failure to follow the instructions might lead to false interpretation of data. This forms the core part of the analysis process system. 

Reference 

Clwyd A, Hart T, ( 2013). “ A review of the NHS Hospitals complaints system: Putting patients back in the picture” . London, UK 

Francis R (2010). “ Independent Inquiry into care provided by Mid Staffordshire NHS Foundation Trust January”. Norwich, UK. 

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StudyBounty. (2023, September 15). Linear Regression for Machine Learning.
https://studybounty.com/linear-regression-for-machine-learning-essay

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