PhD Research proposal Title: “Compression-based Machine Learning” General Fi


PhD Research
proposal Title: “Compression-based Machine Learning”
General Field of Study: Computer Science
Quality: High
Quality Proposal
Level of the
student: PhD Degree Programme
Duration
of the study (Time Scale) : 3 Years of pure Research (the time table should cover a time table of 3 years)
Total words about
1825 (plus) words excluding references
Expert: Familiar
with machine Learning and writing challenging Proposal
The aim: The
proposal should strengthen the student application to get PhD-admissions to good ranking universities
upto date related References: [about 18 (+-) ]
+++++++++++++++++To the Writer +++++++++++++++++
Please make use of the following Research question
Synopsis:
Research Question: Can effective new machine learning
algorithms be developed using compression-based techniques?
Related Research
Question: Can effective novel compression-based
methods be developed for existing machine learning algorithms that
significantly improve their performance?
___
Objectives:
1.
Produce a state-of-the-art literature review of the area of machine
learning with a focus on the use of compression-based methods.
2.
Develop new text compression-based machine learning algorithms.
3.
Develop new compression-based techniques for improving existing machine
learning algorithms.
4.
Compare the performance of the new methods by comparing with existing
state-of-the-art machine learning methods.
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Instructions
Writing PhD Research Proposal
Total about 1825 words excluding references
PhD Proposal Form
The proposal will be
reviewed by members of academic staff. Assessors wish to gain a clear
understanding of your proposed research topic and existing knowledge. We will
also consider the suitability of the project in relation to supervisory
expertise and capacity within the relevant School. We recognise that your
research questions and methods may change when you begin your research.
1. Working Title “Compression-Based Machine Learning”
2. Abstract
This is a short summary of the proposal. It should state the
research problem, its context, and its significance.
(Suggested word count: 150-200 words)
3. Research Questions
You should identify the research questions which you will be
seeking to answer and explain why they are significant. What is the rationale
of your proposed study, and what will be its original contribution to
knowledge?
(Suggested word count: 250)
4. Summary
(Suggested word count: 500)
5. Literature Review
You should refer to the key articles and books in the
proposed area of research, showing on the one hand how they will support your
research, but also demonstrating that there is a need for your research.
(Suggested word count: 500 )
6. Methodology Statement*
(Suggested word count: 500)
7. Timescale
You should sketch what you hope to achieve in each year of
your research – three years for a full-time
(suggested word count: 300)
8. Ethics
Do you foresee any ethical issues with your research?
(suggested word count: 150)
9. References
(minimum 500 words)
1 to 9 steps instructions are given in the pdf format too
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*Guidance for Methodology Section
Most PHD research programme may involve research
proposal. Your methodology may include some of the following elements.
Please note, you do not have to include them all –
Methodological framework;
Approach to organising and analysing data;
Sampling;
Ethical considerations;
Strengths and limitations of the design.
Potential challenges and ways to overcome them.


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