IEEE TNNLS

Unsupervised Domain Adaptation with Adversarial Residual Transform Networks

Guanyu Cai, Yuqin Wang, Mengchu Zhou, Lianghua He

Comments accepted by IEEE Transactions on Neural Networks and Learning Systems

Multi Pseudo Q-learning Based Deterministic Policy Gradient for Tracking Control of Autonomous Underwater Vehicles

Wenjie Shi, Shiji Song, Cheng Wu, C. L. Philip Chen

Comments IEEE Transactions on Neural Networks and Learning Systems

Holographic Graph Neuron: a Bio-Inspired Architecture for Pattern Processing

Denis Kleyko, Evgeny Osipov, Alexander Senior, Asad I. Khan, Y. Ahmet Şekercioğlu

Comments 9 pages, 13 figures

Journal ref IEEE Transactions on Neural Networks and Learning Systems 28 (2017) 1250 - 1262

An Exact Reformulation of Feature-Vector-based Radial-Basis-Function Networks for Graph-based Observations

Isaac J. Sledge, Jose C. Principe

Comments Submitted to the IEEE Transactions on Neural Networks and Learning Systems

Segmenting Objects in Day and Night:Edge-Conditioned CNN for Thermal Image Semantic Segmentation

Chenglong Li, Wei Xia, Yan Yan, Bin Luo, Jin Tang

Comments Submitted it to IEEE TNNLS. arXiv admin note: text overlap with arXiv:1806.01013 by other authors

Underexposed Image Correction via Hybrid Priors Navigated Deep Propagation

Risheng Liu, Long Ma, Yuxi Zhang, Xin Fan, Zhongxuan Luo

Comments Submitted to IEEE Transactions on Neural Networks and Learning Systems (TNNLS). Project page: http://dutmedia.org/HPNDP/

A Neural Turing~Machine for Conditional Transition Graph Modeling

Mehdi Ben Lazreg, Morten Goodwin, Ole-Christoffer Granmo

Comments Submitted to IEEE Transactions on Neural Networks and Learning Systems

$\mathcal{G}$-softmax: Improving Intra-class Compactness and Inter-class Separability of Features

Yan Luo, Yongkang Wong, Mohan Kankanhalli, Qi Zhao

Comments 15 pages, published in TNNLS

Journal ref IEEE Transactions on Neural Networks and Learning Systems in 2019

A Semi-Smooth Newton Algorithm for High-Dimensional Nonconvex Sparse Learning

Yueyong Shi, Jian Huang, Yuling Jiao, Qinglong Yang

Comments 4th revision submitted to IEEE Transactions on Neural Networks and Learning Systems

Supervised Discriminative Sparse PCA for Com-Characteristic Gene Selection and Tumor Classification on Multiview Biological Data

Chun-Mei Feng, Yong Xu, Jin-Xing Liu, Ying-Lian Gao, Chun-Hou Zheng

Comments This paper has been published on TNNLS

Jointly Learning Structured Analysis Discriminative Dictionary and Analysis Multiclass Classifier

Zhao Zhang, Weiming Jiang, Jie Qin, Li Zhang, Fanzhang Li, Min Zhang, Shuicheng Yan

Comments Accepted by IEEE TNNLS

On the Universality of Memcomputing Machines

Yan Ru Pei, Fabio L. Traversa, Massimiliano Di Ventra

Comments 10 pages, 2 figures

Journal ref IEEE Transactions on Neural Networks and Learning Systems ( Volume: 30 , Issue: 6 , June 2019 )

Beyond Bilinear: Generalized Multimodal Factorized High-order Pooling for Visual Question Answering

Zhou Yu, Jun Yu, Chenchao Xiang, Jianping Fan, Dacheng Tao

Comments 13 pages, 9 figures. arXiv admin note: substantial text overlap with arXiv:1708.01471

Journal ref IEEE Transactions On Neural Networks And Learning Systems, Vol. 26, No. 10, October 2015, Pp. 2275-2290

Robust subspace clustering by Cauchy loss function

Xuelong Li, Quanmao Lu, Yongsheng Dong, Dacheng Tao

Comments 13 pages, 5 figures

Journal ref IEEE Transactions on Neural Networks and Learning Systems, 2018

Learning to Rank for Blind Image Quality Assessment

Fei Gao, Dacheng Tao, Xinbo Gao, Xuelong Li

Journal ref IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, VOL. 26, NO. 10, OCTOBER 2015, PP. 2275-2290

SCE: A manifold regularized set-covering method for data partitioning

Xuelong Li, Quanmao Lu, Yongsheng Dong, Dacheng Tao

Comments 14 pages, 10 figures

Journal ref IEEE Transactions on Neural Networks and Learning Systems, May, 2018

Exactly Robust Kernel Principal Component Analysis

Jicong Fan, Tommy W. S. Chow

Comments The paper was accepted by IEEE Transactions on Neural Networks and Learning Systems

Patch alignment manifold matting

Xuelong Li, Kang Liu, Yongsheng Dong, Dacheng Tao

Comments 13 pages, 7 figures

Journal ref IEEE Transactions on Neural Networks and Learning Systems, July, 2018

Natural Language Statistical Features of LSTM-generated Texts

Marco Lippi, Marcelo A Montemurro, Mirko Degli Esposti, Giampaolo Cristadoro

Journal ref IEEE Transactions on Neural Networks and Learning Systems, 2019

RecSys-DAN: Discriminative Adversarial Networks for Cross-Domain Recommender Systems

Cheng Wang, Mathias Niepert, Hui Li

Comments 10 pages, IEEE-TNNLS

Heterogeneous Multi-task Metric Learning across Multiple Domains

Yong Luo, Yonggang Wen, Dacheng Tao

Journal ref IEEE Transactions on Neural Networks and Learning Systems (Volume: 29, Issue: 9, Sept. 2018)

Multi-view Vector-valued Manifold Regularization for Multi-label Image Classification

Yong Luo, Dacheng Tao, Chang Xu, Chao Xu, Hong Liu, Yonggang Wen

Journal ref IEEE Transactions on Neural Networks and Learning Systems (Volume: 24, Issue: 5, May 2013)

On the Stability and Generalization of Learning with Kernel Activation Functions

Michele Cirillo, Simone Scardapane, Steven Van Vaerenbergh, Aurelio Uncini

Comments Submitted as a brief paper to IEEE TNNLS

Manifold Criterion Guided Transfer Learning via Intermediate Domain Generation

Lei Zhang, Shanshan Wang, Guang-Bin Huang, Wangmeng Zuo, Jian Yang, David Zhang

Comments This paper has been accepted by IEEE Transactions on Neural Networks and Learning Systems

Towards Compact ConvNets via Structure-Sparsity Regularized Filter Pruning

Shaohui Lin, Rongrong Ji, Yuchao Li, Cheng Deng, Xuelong Li

Comments IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

Spectrum-Diverse Neuroevolution with Unified Neural Models

Danilo Vasconcellos Vargas, Junichi Murata

Journal ref IEEE Transactions on Neural Networks and Learning Systems, Volume 28, Issue 8, 1759-1773, 2017

Neuro-memristive Circuits for Edge Computing: A review

Olga Krestinskaya, Alex Pappachen James, Leon O. Chua

Journal ref IEEE Transactions on Neural Networks and Learning Systems, 2019

Enhanced Robot Speech Recognition Using Biomimetic Binaural Sound Source Localization

Jorge, Davila-Chacon, Jindong, Liu, Stefan, Wermter

Journal ref IEEE Transactions on Neural Networks and Learning Systems (Volume: 30, Issue: 1, Jan. 2019)

3D PersonVLAD: Learning Deep Global Representations for Video-based Person Re-identification

Lin Wu, Yang Wang, Ling Shao, Meng Wang

Comments Accepted to appear at IEEE Transactions on Neural Networks and Learning Systems

Fast and Accurate Sparse Coding of Visual Stimuli with a Simple, Ultra-Low-Energy Spiking Architecture

Walt Woods, Christof Teuscher

Comments 16 pages, 16 figures, published in IEEE Transactions on Neural Networks and Learning Systems