32498
exit-popup-close
Have you found the sample you need?

Save your time and order an original essay now!

close

Prediction Of Diabetes Induced Complications Using Different Machine Learning Algorithms

Download PDF

Medical Science has advanced many fold in recent decades. Contribution of science, hard work from researchers and advanced technology has made it possible to detect various diseases in their initial stages. Courtesy to Genetic Engineering, scientists can actually predict if a child is going to have any genetic diseases even before birth. Incredible breakthroughs has been made in the fields of medicine which has made it possible to cure many terminal diseases. Doctors has found various new aspects in the field of Diabetes in past years.

Essay due? We'll write it for you!

- any subject

- min. 3-hour delivery

- pay if satisfied

Get your price

Many research papers have been published on which factors assist Diabetes development more. Furthermore, numerous researches have been conducted to find impact of Diabetes on health and what type of complications it can cause. Doctors have conducted tests on fixed set of people and has found out that diabetes can induce Nephropathy, Neuropathy, Retinopathy and Cardiovascular diseases in the long run. However, most medical researches require high end lab facilities, funding, volunteers and above all, time. On the other hand, Artificial Intelligence is becoming more accurate in pattern recognition and predictions. Recent development in Neural Network systems has made it even easier to teach a system how to solve a problem; there are many AI bots that can beat humans in games like chess, go, checkers etc.

In July 2018 an AI system beat 15 Chinese doctors in a tumor detection competition and this bot is not the first one to do such a thing. Machine learning is the branch of AI that has successfully been used to generate predictive models for stock markets, weather condition, traffic condition, suitable habitat detection and many more. Nowadays, embedded pipeline of machine learning based algorithms is being used to predict onset of various diseases. In it is described how the onset of diseases like cancer, mental health and coronary diseases scientists are applying predictive algorithms and the accuracy of these models are satisfactory. Abundance of machine learning models exist that can diagnosis if a person has diabetes or is prone to develop diabetes. However, models that can predict onset of diabetes induced health complications is very rare.

One such model used data mining pipeline to predict T2DM related complications using electronic health record data. In author Dagliati (2018) predicted complications such as Neuropathy, Nephropathy and Retinopathy with an accuracy of 0.83. The researchers had a complete dataset and they used very few features to conduct the research which reduced complexity of the model. Another notable work done by Cho in 2008 explains a model which used visualization and feature selection to predict diabetic Nephropathy.

Apart from the above mentioned work, there is almost no significant research that has directly addressed how machine learning can help predict T2DM induced health complications. Nonetheless , it is possible to develop such model that can accurately predict onset of diabetes related complications. Machine learning is an asset that has the ability to help doctors overcome their limitations and improve diseases diagnosis and prediction systems.

Disclaimer: This essay has been submitted by a student. This is not an example of the work written by our professional essay writers. You can order our professional work here.

Download essay
72 editors online and ready to help you with your essay
close

Sorry, copying is not allowed on our website. If you’d like this or any other sample, we’ll happily email it to you.

By clicking “Send”, you agree to our Terms of service and Privacy statement. We will occasionally send you account related emails.

close

Thanks!

Your essay sample has been sent.

Want us to write one just for you? We can custom edit this essay into an original, 100% plagiarism free essay.

thanks-icon Order now

Newest essays & research papers

The topic of abortion is one that has raised great controversy over during the past few decades. Major concerns revolve around choice, morality, and safety of the act. Those who…
The End before the Beginning Abortion can be precisely defined as a “medical procedure used to end a pregnancy and cause the death of the fetus” (Merriam-Webster). Even though abortion…
Abortion is the practice of discontinuing pregnancy by opting to remove the fetus before it reaches the stage of birth. Some women can experience abortion unexpectedly through miscarriage while others…
Abstract Individuals who graduate from a residential treatment facility are not yet fully recovered and thus there is significant need under which it will be possible for them to have…
There have been significant developments within the focus on drug abuse where new strategies are being formed. Drug abuse involving prescription drugs is a significant current issue which is a…
Abuse of the older adults has been a serious issue over the years. The fact that as people grow older they become dependent makes it a key issue especially considering…
Have you tried shaking off those morning cobwebs with a full packed bowl or pipe? Where you fill the entire room with smoke before you can even properly open your…
Coffee makes you healthy Nowadays, there are many companies offering you unique and stylish coffee boxes. Coffee becomes an essential part of our life, a nice cup of coffee instantly…
A number of methods can be used in hypnotic memory retrieval. Since a positive relationship is a prerequisite for success, it is important to develop rapport with the subject at…
The content of flavonoids of Cyperus rotundus rhizomes is suspected to have activities on central nervous system involving GABAergik. This research was aimed to further investigate neuropharmacological properties of Cyperus…
The chances of falling prey to a stroke are higher as you age. However, this shouldn’t become a cause for worry especially since there are some precautionary measures that you…
Routine physical activity elicits a number of health benefits, including a reduction in the risk of numerous chronic diseases and premature death (Global Recommendations on Physical Activity for Health, 2010),.(Anon.,…
Load More

Eduzaurus.com uses cookies to offer you the best service possible.By continuing we’ll assume you board with our cookie policy.

Do not miss your deadline waiting for inspiration! Our writers will handle essay of any difficulty in no time. Want to get a custom essay from scratch?
Do not miss your deadline waiting for inspiration! Our writers will handle essay of any difficulty in no time. Want to get a custom essay from scratch?
Do not miss your deadline waiting for inspiration! Our writers will handle essay of any difficulty in no time. Want to get a custom essay from scratch?