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GAIT-prop: A biologically plausible learning rule derived from backpropagation of error

Jul 01, 2020
Nasir Ahmad, Marcel A. J. van Gerven, Luca Ambrogioni

* 12 pages, 4 figures 

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Explainable 3D Convolutional Neural Networks by Learning Temporal Transformations

Jun 29, 2020
Gabriëlle Ras, Luca Ambrogioni, Pim Haselager, Marcel A. J. van Gerven, Umut Güçlü

* 10 pages, 5 figures, 4 tables 

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Spike-Timing-Dependent Inference of Synaptic Weights

Mar 09, 2020
Nasir Ahmad, Luca Ambrogioni, Marcel A. J. van Gerven

* 19 pages, 6 figures 

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Background Hardly Matters: Understanding Personality Attribution in Deep Residual Networks

Dec 20, 2019
Gabriëlle Ras, Ron Dotsch, Luca Ambrogioni, Umut Güçlü, Marcel A. J. van Gerven

* 10 pages, 4 figures, 2 tables 

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Temporal Factorization of 3D Convolutional Kernels

Dec 09, 2019
Gabriëlle Ras, Luca Ambrogioni, Umut Güçlü, Marcel A. J. van Gerven

* 8 pages, 3 figures, Proceedings of BNAIC/BENELEARN 2019 conference 

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Causal inference using Bayesian non-parametric quasi-experimental design

Nov 15, 2019
Max Hinne, Marcel A. J. van Gerven, Luca Ambrogioni

* 20 pages, 8 figures 

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Modulation of early visual processing alleviates capacity limits in solving multiple tasks

Jul 30, 2019
Sushrut Thorat, Giacomo Aldegheri, Marcel A. J. van Gerven, Marius V. Peelen

* 4 pages, 2 figures, accepted at the 2019 Conference on Cognitive Computational Neuroscience 

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Perturbative estimation of stochastic gradients

Apr 08, 2019
Luca Ambrogioni, Marcel A. J. van Gerven


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Explaining First Impressions: Modeling, Recognizing, and Explaining Apparent Personality from Videos

Oct 15, 2018
Hugo Jair Escalante, Heysem Kaya, Albert Ali Salah, Sergio Escalera, Yagmur Gucluturk, Umut Guclu, Xavier Baro, Isabelle Guyon, Julio Jacques Junior, Meysam Madadi, Stephane Ayache, Evelyne Viegas, Furkan Gurpinar, Achmadnoer Sukma Wicaksana, Cynthia C. S. Liem, Marcel A. J. van Gerven, Rob van Lier

* Preprint submitted to IJCV 

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Wasserstein Variational Inference

Jun 04, 2018
Luca Ambrogioni, Umut Güçlü, Yağmur Güçlütürk, Max Hinne, Eric Maris, Marcel A. J. van Gerven

* 8 pages, 1 figure 

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Forward Amortized Inference for Likelihood-Free Variational Marginalization

May 29, 2018
Luca Ambrogioni, Umut Güçlü, Julia Berezutskaya, Eva W. P. van den Borne, Yağmur Güçlütürk, Max Hinne, Eric Maris, Marcel A. J. van Gerven

* 9 pages, 3 figures 

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First Impressions: A Survey on Computer Vision-Based Apparent Personality Trait Analysis

Apr 21, 2018
Julio C. S. Jacques Junior, Yağmur Güçlütürk, Marc Pérez, Umut Güçlü, Carlos Andujar, Xavier Baró, Hugo Jair Escalante, Isabelle Guyon, Marcel A. J. van Gerven, Rob van Lier, Sergio Escalera

* submitted to IEEE Transactions on Affective Computing 

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The Kernel Mixture Network: A Nonparametric Method for Conditional Density Estimation of Continuous Random Variables

May 19, 2017
Luca Ambrogioni, Umut Güçlü, Marcel A. J. van Gerven, Eric Maris


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End-to-end semantic face segmentation with conditional random fields as convolutional, recurrent and adversarial networks

Mar 09, 2017
Umut Güçlü, Yağmur Güçlütürk, Meysam Madadi, Sergio Escalera, Xavier Baró, Jordi González, Rob van Lier, Marcel A. J. van Gerven


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Deep Impression: Audiovisual Deep Residual Networks for Multimodal Apparent Personality Trait Recognition

Sep 16, 2016
Yağmur Güçlütürk, Umut Güçlü, Marcel A. J. van Gerven, Rob van Lier


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Convolutional Sketch Inversion

Jun 09, 2016
Yağmur Güçlütürk, Umut Güçlü, Rob van Lier, Marcel A. J. van Gerven


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Dynamic Decomposition of Spatiotemporal Neural Signals

May 09, 2016
Luca Ambrogioni, Marcel A. J. van Gerven, Eric Maris


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Regularizing Solutions to the MEG Inverse Problem Using Space-Time Separable Covariance Functions

Apr 17, 2016
Arno Solin, Pasi Jylänki, Jaakko Kauramäki, Tom Heskes, Marcel A. J. van Gerven, Simo Särkkä

* 25 pages, 7 figures 

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