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Privacy preserving clustering (c-mean, K-mean) for spatio temporal data using distributed computing (MapReduce, Spark)

$100-300 AUD

Completed
Posted over 6 years ago

$100-300 AUD

Paid on delivery
The project basically involves 3 steps basically 1. Implementing the basic clustering algorithm for spatio temporal data. 2. Implementing the same algorithm in a privacy preserving way using an encryption technique ( for example Fully Homomprphic Encryption). 3 Implement the same algorithm in the distributed Environment. Skills required for the project: Python, Data science, Encryption
Project ID: 15735357

About the project

5 proposals
Remote project
Active 6 yrs ago

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- For step 1, I will use the symmetric directional chamfer distance as a similarity measure and I will use k-medoids as a clustering algorithm. I will test the accuracy of the clustering algorithm using the Between-Like and Within-Like criteria as in the paper (file: [login to view URL]), where the exemplary trajectory here will be the medoid for every cluster and the distance as our new symmetric directional chamfer distance measure. This will ensure that trajectory A is similar to B if (a) spatially close and (b) directions are similar even if trajectory A is a subset of B or vice versa.
$150 AUD in 10 days
5.0 (2 reviews)
2.8
2.8
5 freelancers are bidding on average $199 AUD for this job
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I am Prajwal Bhatt, a final year undergraduate student at IIT Roorkee. I am a creative, flexible and focused individual who is passionate about Data Science, Natural Language Processing and the entire Analytics space. I have acquired knowledge of R programming, Python and C++. Further, I have exposure to Machine Learning algorithms like Neural Network, Regression, Decision Trees, and Clustering algorithms etc. I have experience of working as a data science intern in various recognized companies and start-ups before, Schlumberger, Razorpay, KUAI (Israel, Remote intern); to name a few.
$300 AUD in 10 days
4.8 (28 reviews)
5.1
5.1
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Hi, I already implemented K-means algorithm using Mapreduce and spark I will share you the codes Contact me for more details Relevant Skills and Experience Please review my profile Proposed Milestones $222 AUD - Project fee
$222 AUD in 10 days
4.6 (5 reviews)
3.7
3.7
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Python and few other skills required to get this done are within my reach and i will appreciate you allow me do this Relevant Skills and Experience Cryptography, Data Science, Map Reduce, Python, Spark Proposed Milestones $100 AUD - initial milestone deadline??
$100 AUD in 1 day
5.0 (4 reviews)
3.3
3.3
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A proposal has not yet been provided
$222 AUD in 10 days
0.0 (0 reviews)
0.0
0.0

About the client

Flag of AUSTRALIA
Fawkner, Australia
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Member since Aug 2, 2014

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