Search Results for author: Chun-Hao Yang

Found 6 papers, 2 papers with code

Nested Hyperbolic Spaces for Dimensionality Reduction and Hyperbolic NN Design

no code implementations CVPR 2022 Xiran Fan, Chun-Hao Yang, Baba C. Vemuri

In this paper, we present a novel fully hyperbolic neural network which uses the concept of projections (embeddings) followed by an intrinsic aggregation and a nonlinearity all within the hyperbolic space.

Dimensionality Reduction

Nested Grassmannians for Dimensionality Reduction with Applications

1 code implementation27 Oct 2020 Chun-Hao Yang, Baba C. Vemuri

With the proposed NG structure, we develop algorithms for the supervised and unsupervised dimensionality reduction problems respectively.

Action Recognition Clustering +3

MVC-Net: A Convolutional Neural Network Architecture for Manifold-Valued Images With Applications

no code implementations2 Mar 2020 Jose J. Bouza, Chun-Hao Yang, David Vaillancourt, Baba C. Vemuri

Our goal in this paper is to generalize convolutional neural networks (CNN) to the manifold-valued image case which arises commonly in medical imaging and computer vision applications.

A mixture model for aggregation of multiple pre-trained weak classifiers

no code implementations31 May 2018 Rudrasis Chakraborty, Chun-Hao Yang, Baba C. Vemuri

The other alternative to increase the performance is to learn multiple weak classifiers and boost their performance using a boosting algorithm or a variant thereof.

General Classification

Multiple-Instance Logistic Regression with LASSO Penalty

no code implementations13 Jul 2016 Ray-Bing Chen, Kuang-Hung Cheng, Sheng-Mao Chang, Shuen-Lin Jeng, Ping-Yang Chen, Chun-Hao Yang, Chi-Chun Hsia

In this work, we consider a manufactory process which can be described by a multiple-instance logistic regression model.

regression

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