BIG DATA & ANALYTICS IN HEALTH CARE DOMAIN

Closed Posted 5 years ago Paid on delivery
Closed Paid on delivery

1. Collection of relavant datasets (mixture of general inpatient and cardiac related data)

2. Data storage to be done on public cloud

3. Application of a new classification mechanism of machine learning identifying the drawbacks of previous existing classification techniques and designing a new one which solves or overcome the drawback of previous techniques to label all the cardiac related data based on its extent of severity

4. Application of a new clustering mechanism of machine learning to group the cardiac data based on relevant parameters identified as part of feature selection,creating clusters.

5. Generating a new predictive modelling for all the observed data and showing the prediction results( Here application of R programming)

6. Application of cognitive computing on the same data and show a comparision for both simulations of predictive modelling and cognitive computing and show that cognitive computing yields far better results.

STAGE:1

1. Justification of the title

2. Research in the concerned area.

3. Limitations and Future Enhancements in the concerned area.

4.A survey paper in a reputed journal like IEEE,ACM,SPRINGER etc specifying the literature survey of the ongoing research of the concerned area.

5. Preparation of the Data( Here our datasets gathered).

6. Existing and Proposed System and explanation of problem statement in detail

7. Architectural Framework of the Project.

8. Tools and techniques to be used in the Project.

STAGE:2

1. Processing of the Datasets

2. Data cleaning, Filling up of the missing values using several mechanisms.

3. A new or ensembled mechanism used for classification of the required data.

4. A new or ensembled method of clustering

5. Mechanisms for feature selection.

6. Performing analytics on the organised data ( both collected data and online data).

STAGE:3

1. Development of a new algorithm to design a prediction model.

2. Comparing the effectiveness of our applied techniques with the existing ones.

3. Measuring the efficiency and effectiveness of the obtained results with that of the real time.

4. Generating inreactive reports of the Analysis using tools like tableau,silk,Big sheets etc.

5. Generating necessary push up messages to the patient relations giving update status of the patient condition(Front end).

STAGE:4

1. Upon completion of each stage need to publish the work completed in a reputed journal or conference ( SCI Journals).

2. Totally require 3 journals + one survey paper.

3. Upon acceptance of work from guide proceed for thesis writing

Data Mining Data Science Hadoop Machine Learning (ML) R Programming Language

Project ID: #18158554

About the project

9 proposals Remote project Active 5 years ago

9 freelancers are bidding on average ₹67037 for this job

shivampanchal

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

₹62500 INR in 20 days
(89 Reviews)
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suyashdhoot

Hi I am a very experienced biostatistician, data scientist and medical academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of clinical data. I have worked with da More

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eng400

i can achieve your task in python i'm a data scientist with a BS degree in computer science i will provide you all you need and end your tasks in the time you want me to achieve it. also i had years of experience More

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vandanav2488

Hi, We have similar experience in this technology. we love to complete this task on schedule and on time. please share me requirement specifications details. Thank you

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vandanavishwaka9

Hi, We have similar experience in this technology. we love to complete this task on schedule and on time. please share me requirement specifications details. Thank you

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shivaupes

I have intense domain knowledge of Healthcare domains ..designed various data models and have been exposed to various senarios ...apart of that I have created a tool which automatically ingestand cleans the data set us More

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mfiverr1234

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sabihkhan330

Having complete the course of R programming in Data Science at Intermediate level by Microsoft and getting certified, and also the course of Data Science essential skills by Microsoft, i am equipped with all the mandat More

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ShiyaoLi

I'm a graduate student from Stevens Institute of Technology and my major is Artificial Intelligence for Electronic and Computer Engineering. I'm using python and I've finished several machine learning projects and I a More

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