Efficient Document Image Classification Using Region-Based Graph Neural Network

no code implementations • 25 Jun 2021 • Jaya Krishna Mandivarapu, Eric Bunch, Qian You, Glenn Fung

Recent advancements in large pre-trained computer vision and language models and graph neural networks has lent document image classification many tools.

Classification Document Classification +1

A Simple yet Brisk and Efficient Active Learning Platform for Text Classification

1 code implementation • 31 Jan 2021 • Teja Kanchinadam, Qian You, Keith Westpfahl, James Kim, Siva Gunda, Sebastian Seith, Glenn Fung

In this work, we propose the use of a fully managed machine learning service, which utilizes active learning to directly build models from unstructured data.

Active Learning BIG-bench Machine Learning +4

Simplicial 2-Complex Convolutional Neural Networks

no code implementations • NeurIPS Workshop TDA_and_Beyond 2020 • Eric Bunch, Qian You, Glenn Fung, Vikas Singh

Recently, neural network architectures have been developed to accommodate when the data has the structure of a graph or, more generally, a hypergraph.

THE EFFECTIVENESS OF A TWO-LAYER NEURAL NETWORK FOR RECOMMENDATIONS

no code implementations • ICLR 2018 • Oleg Rybakov, Vijai Mohan, Avishkar Misra, Scott LeGrand, Rejith Joseph, Kiuk Chung, Siddharth Singh, Qian You, Eric Nalisnick, Leo Dirac, Runfei Luo

We present a personalized recommender system using neural network for recommending products, such as eBooks, audio-books, Mobile Apps, Video and Music.

Recommendation Systems Vocal Bursts Valence Prediction