Search Results for author: Marin Litoiu

Found 4 papers, 0 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.

LearnedWMP: Workload Memory Prediction Using Distribution of Query Templates

no code implementations22 Jan 2024 Shaikh Quader, Andres Jaramillo, Sumona Mukhopadhyay, Ghadeer Abuoda, Calisto Zuzarte, David Kalmuk, Marin Litoiu, Manos Papagelis

In this research, we are interested in query performance optimization under concurrent execution of a batch of queries (a workload).

Towards Better Adaptive Systems by Combining MAPE, Control Theory, and Machine Learning

no code implementations19 Mar 2021 Danny Weyns, Bradley Schmerl, Masako Kishida, Alberto Leva, Marin Litoiu, Necmiye Ozay, Colin Paterson, Kenji Tei

Two established approaches to engineer adaptive systems are architecture-based adaptation that uses a Monitor-Analysis-Planning-Executing (MAPE) loop that reasons over architectural models (aka Knowledge) to make adaptation decisions, and control-based adaptation that relies on principles of control theory (CT) to realize adaptation.

BIG-bench Machine Learning

Understanding Brain Dynamics for Color Perception using Wearable EEG headband

no code implementations17 Aug 2020 Mahima Chaudhary, Sumona Mukhopadhyay, Marin Litoiu, Lauren E Sergio, Meaghan S Adams

In this work, we have designed a multiclass classification model to detect the primary colors from the features of raw EEG signals.

Classification Dimensionality Reduction +3

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