1 citations · 2 across the 4 of their papers we have counts for
4 papers
Holonic Learning: A Flexible Agent-based Distributed Machine Learning Framework
Ahmad Esmaeili, Zahra Ghorrati, Eric T. Matson
Ever-increasing ubiquity of data and computational resources in the last decade have propelled a notable transition in the machine learning paradigm towards more distributed approa…
Distributed Agent-Based Collaborative Learning in Cross-Individual Wearable Sensor-Based Human Activity Recognition
Ahmad Esmaeili, Zahra Ghorrati, Eric T. Matson
The rapid growth of wearable sensor technologies holds substantial promise for the field of personalized and context-aware Human Activity Recognition. Given the inherently decentra…
Agent-based Collaborative Random Search for Hyper-parameter Tuning and Global Function Optimization
Ahmad Esmaeili, Zahra Ghorrati, Eric T. Matson
Hyper-parameter optimization is one of the most tedious yet crucial steps in training machine learning models. There are numerous methods for this vital model-building stage, rangi…
Hierarchical Collaborative Hyper-parameter Tuning
Ahmad Esmaeili, Zahra Ghorrati, Eric Matson
Hyper-parameter Tuning is among the most critical stages in building machine learning solutions. This paper demonstrates how multi-agent systems can be utilized to develop a distri…