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06/03/2022
PROMISSING: Pruning Missing Values in Neural Networks
While data are the primary fuel for machine learning models, they often ...
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06/23/2020
Gender and Emotion Recognition from Implicit User Behavior Signals
This work explores the utility of implicit behavioral cues, namely, Elec...
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05/25/2020
Hierarchical Bayesian Regression for Multi-Site Normative Modeling of Neuroimaging Data
Clinical neuroimaging has recently witnessed explosive growth in data av...
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12/12/2018
Neural Processes Mixed-Effect Models for Deep Normative Modeling of Clinical Neuroimaging Data
Normative modeling has recently been introduced as a promising approach ...
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07/31/2018
Scalable Multi-Task Gaussian Process Tensor Regression for Normative Modeling of Structured Variation in Neuroimaging Data
Most brain disorders are very heterogeneous in terms of their underlying...
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06/04/2018
Normative Modeling of Neuroimaging Data using Scalable Multi-Task Gaussian Processes
Normative modeling has recently been proposed as an alternative for the ...
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09/14/2017
Deep Learning for Automatic Stereotypical Motor Movement Detection using Wearable Sensors in Autism Spectrum Disorders
Autism Spectrum Disorders are associated with atypical movements, of whi...
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08/29/2017
Gender and Emotion Recognition with Implicit User Signals
We examine the utility of implicit user behavioral signals captured usin...
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08/29/2017
Discovering Gender Differences in Facial Emotion Recognition via Implicit Behavioral Cues
We examine the utility of implicit behavioral cues in the form of EEG br...
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06/17/2016
Interpretability in Linear Brain Decoding
Improving the interpretability of brain decoding approaches is of primar...
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03/29/2016
Interpretability of Multivariate Brain Maps in Brain Decoding: Definition and Quantification
Brain decoding is a popular multivariate approach for hypothesis testing...
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11/05/2015
Convolutional Neural Network for Stereotypical Motor Movement Detection in Autism
Autism Spectrum Disorders (ASDs) are often associated with specific atyp...
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06/25/2014
Mass-Univariate Hypothesis Testing on MEEG Data using Cross-Validation
Recent advances in statistical theory, together with advances in the com...
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04/16/2014