Project centers in Chennai

IEEE Final Year Project Topic for IT

Base Paper Title

RASP-Boost: Confidential Boosting-Model Learning with Perturbed Data in the Cloud

Our Title

IEEE Project Abstract

Mining large data requires intensive computing resources and data mining expertise, which might be unavailable for many users. With widely available cloud computing resources, data mining tasks can now be moved to the cloud or outsourced to third parties to save costs. In this new paradigm, data and model confidentiality becomes the major concern to the data owner. Data owners have to understand the potential trade-offs among client-side costs, model quality, and confidentiality to justify outsourcing solutions. In this paper, we propose the RASP-Boost framework to address these problems in confidential cloud-based learning. The RASP-Boost approach works with our previous developed RAndom Space Perturbation (RASP) method to protect data confidentiality and uses the boosting framework to overcome the difficulty of learning high-quality classifiers from RASP perturbed data. We develop several cloudclient collaborative boosting algorithms. These algorithms require low client-side computation and communication costs. The client does not need to stay online in the process of learning models. We have thoroughly studied the confidentiality of data, model, and learning process under a practical security model. Experiments on public datasets show that the RASP-Boost approach can provide high-quality classifiers, while preserving high data and model confidentiality and requiring low client-side costs.

Existing System

Drawback of Existing System

Proposed System

Advantage of Proposed System

Enhancement from Base Paper

Architecture

Technology Used : Hardware & Software

Existing Algorithm

Proposed Algorithm

Advantages of Proposed Algorithm

Project Modules

Literature Survey

Conclusion

Future Work

To View the Abstract Contents

Exclusive
Offer
Refer Your Friend
10%
CASHBACK
Refer Another Friend
Thanks for Referring Your Friend / Relation

Now it is Your Time to Shine.

Great careers Start Here.

We Guide you to Every Step

Success! You're Awesome

Thank you for filling out your information!

We’ve sent you an email with your Final Year Project PPT file download link at the email address you provided. Please enjoy, and let us know if there’s anything else we can help you with.

To know more details Call 900 31 31 555

The WISEN Team