Search Results for author: Hamzeh Khazaei

Found 5 papers, 3 papers with code

A Learning-Based Caching Mechanism for Edge Content Delivery

no code implementations5 Feb 2024 Hoda Torabi, Hamzeh Khazaei, Marin Litoiu

Improved byte hit rates at the edge not only alleviate the load on the network backbone but also minimize operational costs and expedite content delivery to end-users.

MLProxy: SLA-Aware Reverse Proxy for Machine Learning Inference Serving on Serverless Computing Platforms

1 code implementation23 Feb 2022 Nima Mahmoudi, Hamzeh Khazaei

Our experiments have shown that for various machine learning workloads, batching can hugely improve the system's efficiency by reducing the processing overhead per request.

BIG-bench Machine Learning Management

Performance Modeling of Metric-Based Serverless Computing Platforms

1 code implementation23 Feb 2022 Nima Mahmoudi, Hamzeh Khazaei

In previous studies, we built such performance models for steady-state and transient analysis of scale-per-request serverless computing platforms (e. g., AWS Lambda, Azure Functions, Google Cloud Functions) that could give developers immediate feedback about the quality of service and cost of their deployments.

Cloud Computing

A Pub-Sub Architecture to Promote Blockchain Interoperability

1 code implementation29 Jan 2021 Sara Ghaemi, Sara Rouhani, Rafael Belchior, Rui S. Cruz, Hamzeh Khazaei, Petr Musilek

While the development of different blockchain networks shows great potential for blockchains, the isolated networks have led to data and asset silos, limiting the applications of this technology.

Distributed, Parallel, and Cluster Computing

Anonymizing Sensor Data on the Edge: A Representation Learning and Transformation Approach

no code implementations16 Nov 2020 Omid Hajihassani, Omid Ardakanian, Hamzeh Khazaei

In the deterministic case, we use a linear transformation to move the representation of input data in the latent space such that the reconstructed data is likely to have the same public attribute but a different private attribute than the original input data.

Attribute Representation Learning +2

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