Unsupervised feature selection using fuzzy rough sets theory
$250-750 CAD
Completed
Posted over 6 years ago
$250-750 CAD
Paid on delivery
I want the working codes for unsupervised feature selection using fuzzy rough sets theory. Preferably in Python, C# codes running in Visual Studio 2015 is also acceptable. There are already some codes and papers explaining this. R has the RS package, but only working for supervised algorithms and cannot run on big data. I don't have a sample data but you can use some online sample data. I need to run the feature selection on a large amount of data, which contains both string and numeric data.
Required functions:
1. functions to removing bad records and convert string data into numeric data as well, just similar functions in R but for unsupervised method;
2. IND/Dispensable features
3. core features
4. feature reducts
This is a sample code in matlab:
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This is a sample code in c#:
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These are some related papers:
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This project requires an unsupervised feature selection algorithm to be developed using fuzzy rough sets or possibly other feature reduction methods. The existing algorithms are in R (RS package).
Relevant Skills and Experience
I have done many similar projects in the area of statistical and fuzzy pattern analysis. Including but not limited to PCA, fuzzy-rough-based approaches etc. I have deep knowledge of Python and C#.
Proposed Milestones
$50 CAD - 1. functions to removing bad records and convert string data into numeric data as well,
$70 CAD - 2. IND/Dispensable features (need more details)
$85 CAD - 3. core features (need more details)
$100 CAD - 4. feature reducts
Additional Services Offered
$50 CAD - Generating differnt graphs and ROC etc
Please clarify the below steps:
2. IND/Dispensable features
3. core features
$305 CAD in 10 days
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8 freelancers are bidding on average $692 CAD for this job
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per your requirement
Relevant Skills and Experience
I have the 5 years of experience with excellent knowledge. please give me a chance to work on your project
Proposed Milestones
$750 CAD - payment after work completion
I have completed my MS in Electrical Engineering and working in the field of designing for last 3 years. My projects have won more then 10 national level competitions. Area of Expertise -Discrete Time Signal Processing -Statistical Signal Processing -Adaptive Signal Processing -Random/Stochastic Processes -Spectral Estimation -Artifical Intelligence -Pattern Recognition -Wireless Communication -Computational Mathematics
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Relevant Skills and Experience
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Proposed Milestones
$555 CAD - project milestone
Let me know when you have a minute for a quick chat.