Search Results for author: Edward Collier

Found 5 papers, 0 papers with code

Context-Aware Design of Cyber-Physical Human Systems (CPHS)

no code implementations7 Jan 2020 Supratik Mukhopadhyay, Qun Liu, Edward Collier, Yimin Zhu, Ravindra Gudishala, Chanachok Chokwitthaya, Robert DiBiano, Alimire Nabijiang, Sanaz Saeidi, Subhajit Sidhanta, Arnab Ganguly

The impacts of context factors driving human system interaction are challenging and are difficult to capture and replicate in existing design models.

Decision Making

PCGAN-CHAR: Progressively Trained Classifier Generative Adversarial Networks for Classification of Noisy Handwritten Bangla Characters

no code implementations11 Aug 2019 Qun Liu, Edward Collier, Supratik Mukhopadhyay

We show that by learning the features at each resolution independently a trained model is able to accurately classify characters even in the presence of noise.

Classification Denoising +3

Improving Prediction Accuracy in Building Performance Models Using Generative Adversarial Networks (GANs)

no code implementations13 Jun 2019 Chanachok Chokwitthaya, Edward Collier, Yimin Zhu, Supratik Mukhopadhyay

To potentially reduce the discrepancies and improve the prediction accuracy of BPMs, this paper proposes a computational framework for learning mixture models by using Generative Adversarial Networks (GANs) that appropriately combining existing BPMs with knowledge on occupant behaviors to contextual factors in new designs.

CactusNets: Layer Applicability as a Metric for Transfer Learning

no code implementations20 Apr 2018 Edward Collier, Robert DiBiano, Supratik Mukhopadhyay

Deep neural networks trained over large datasets learn features that are both generic to the whole dataset, and specific to individual classes in the dataset.

Transfer Learning

Cannot find the paper you are looking for? You can Submit a new open access paper.