Research Paper - Super Computer Data Mining

1. Research Topic: Super Computer Data Mining   

The aim of this project is to produce a super-computing data mining resource for use by the UK academic community which utilizes a number of advanced machine learning and statistical algorithms for large datasets. In particular, a number of evolutionary computing-based algorithms and the ensemble machine approach will be used to exploit the large-scale parallelism possible in super-computing. This purpose is embodied in the following objectives:

1. to develop a massively parallel approach for commonly used statistical and machine learning techniques for exploratory data analysis

1. to develop a massively parallel approach to the use of evolutionary computing techniques for feature creation and selection

1. to develop a massively parallel approach to the use of evolutionary computing techniques for data modelling

1. to develop a massively parallel approach to the use of ensemble machines for data modelling consisting of many well-known machine learning algorithms;

1. to develop an appropriate super-computing infra-structure to support the use of such advanced machine learning techniques with large datasets.

Research Needs:

Problem definition – In the first phase problem definition is listed i.e. business aims and objectives are determined taking into consideration certain factors like the current background and future prospective.

  Data exploration – Required data is collected and explored using various statistical methods along with identification of underlying problems.

Data preparation – The data is prepared for modeling by cleansing and formatting the raw data in the desired way. The meaning of data is not changed while preparing.

Modeling – In this phase the data model is created by applying certain mathematical functions and modeling techniques. After the model is created it goes through validation and verification.

Evaluation – After the model is created, it is evaluated by a team of experts to check whether it satisfies business objectives or not.

Deployment – After evaluation, the model is deployed and further plans are made for its maintenance. A properly organized report is prepared with the summary of the work done.

 

Research paper Policy

· APA format

. https://apastyle.apa.org/

. https://owl.purdue.edu/owl/research_and_citation/apa_style/apa_formatting_and_style_guide/general_format.html

· Min number of pages are 15 pages

· Must have

. Contents with page numbers

. Abstract

. Introduction

. The problem

4. Are there any sub-problems?

4. Is there any issue need to be present concerning the problem?

. The solutions

5. Steps of the solutions

. Compare the solution to other solution

. Any suggestion to improve the solution

. Conclusion

. References

· Missing one of the above will result -5/30  of the research paper

· Paper does not stick to the APA will result in 0 in the research paper

· Submission

.  you have multiple submission to check you safe assignments

. The percentage accepted is 1%

. Any more percentages will result to drop your grade by multiple by 2

3. For example, if your percentage from safe assignments is 21% then your grads will drop as 21-1= 20 * 2 = - 40

. Not submitting your research paper will result in your grade is -30