Search Results for author: Benjamin Marlin

Found 7 papers, 4 papers with code

MisGAN: Learning from Incomplete Data with Generative Adversarial Networks

1 code implementation ICLR 2019 Steven Cheng-Xian Li, Bo Jiang, Benjamin Marlin

Generative adversarial networks (GANs) have been shown to provide an effective way to model complex distributions and have obtained impressive results on various challenging tasks.

Abstract Argumentation

Learning Shallow Detection Cascades for Wearable Sensor-Based Mobile Health Applications

no code implementations13 Jul 2016 Hamid Dadkhahi, Nazir Saleheen, Santosh Kumar, Benjamin Marlin

The field of mobile health aims to leverage recent advances in wearable on-body sensing technology and smart phone computing capabilities to develop systems that can monitor health states and deliver just-in-time adaptive interventions.

Out-of-Sample Extension for Dimensionality Reduction of Noisy Time Series

no code implementations27 Jun 2016 Hamid Dadkhahi, Marco F. Duarte, Benjamin Marlin

This paper proposes an out-of-sample extension framework for a global manifold learning algorithm (Isomap) that uses temporal information in out-of-sample points in order to make the embedding more robust to noise and artifacts.

Dimensionality Reduction Gaze Estimation +2

The Shape-Time Random Field for Semantic Video Labeling

no code implementations CVPR 2014 Andrew Kae, Benjamin Marlin, Erik Learned-Miller

In this work, we incorporate a CRBM prior into a CRF framework and present a new state-of-the-art model for the task of semantic labeling in videos.

Collaborative Filtering and the Missing at Random Assumption

1 code implementation20 Jun 2012 Benjamin Marlin, Richard S. Zemel, Sam Roweis, Malcolm Slaney

Rating prediction is an important application, and a popular research topic in collaborative filtering.

Collaborative Filtering

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