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Particle Swarm Optimization (PSO) for feature selection enhanced with a local search algorithm

$30-250 USD

Completed
Posted almost 3 years ago

$30-250 USD

Paid on delivery
I have a project I will like for it to be implemented using python in jupyter notebook. It's a feature selection task using particle swarm optimization. Although, the particle swarm optimization involves initializing the particles using a different method in contrast to the randomize way. Also the pbest and gbest updating include some little modification which i will b glad to explain in details. Lastly, the final feature subset return will be refined using a local search algorithm called the Sequential One Point Flipping (SOPF) algorithm which goes through the final selected features sequentially and flips the state of each selected feature to see if a better accuracy can be found. (By flipping i mean unselecting a selected feature and then re-evaluate the feature subset to test if accuracy will be better than original)
Project ID: 30534380

About the project

6 proposals
Remote project
Active 3 yrs ago

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Hi, I have experience implementing PSO as well as various implementation of GA and evolution strategies for the past 5 years. I have worked on both single- and multi-objective problems so I have quite a deep knowledge of the algorithms. I have previously used the algorithms in the field of mechanical engineering, supply chain, and threat detection systems and published several articles in the topics (see my profile).
$200 USD in 3 days
5.0 (1 review)
0.0
0.0
6 freelancers are bidding on average $170 USD for this job
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hi, we have developed more projects in MATLAB. expert in optimization and prediction. if you need any query related to this project, kindly contact through chat, thank you
$200 USD in 12 days
4.9 (20 reviews)
5.6
5.6
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Hi, I have experience with optimization and heuristics like GA and PSO, can you share more details about your project with me in the chat?
$140 USD in 7 days
5.0 (9 reviews)
4.1
4.1
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Hi. Thanks for posting. https://www.freelancer.com/u/gorbatenkoVyborG I am a mathematician who has 15+ years of experiences. My main experiences are numerical programming of ODE/PDE/Optimization(quadrativ programming, evolutionary programming)... (Matlab, Python, C, C++, C#, ...) I can provide you a perfect result according to your proposal. Please contact me and then discuss about details. Thanks.
$140 USD in 7 days
5.0 (9 reviews)
3.5
3.5
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Hi, I've read your description carefully. I have more than 10 years experience with Pyhton/Java/C++. ************************************************************************************* I'm confident in your project with high quality on time. Looking forward to discuss with you project more detail via chatting. I'm very happy to put my bid on your project. Thanks & Best regards!
$120 USD in 5 days
5.0 (2 reviews)
2.5
2.5

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Flag of NIGERIA
MAIDUGURI, Nigeria
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Member since Jun 14, 2021

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