An end-to-end graph convolutional kernel support vector machine

An end-to-end graph convolutional kernel support vector machine

Abstract A novel kernel-based support vector machine (SVM) for graph classification is proposed. The SVM feature space mapping consists of a sequence of graph convolutional layers, which generates a vector space representation for each vertex, followed by a pooling layer which generates a reproducin...

Full description

Bibliographic Details
Main Author:	Padraig Corcoran
Format:	Article
Language:	English
Published:	SpringerOpen 2020-07-01
Series:	Applied Network Science
Subjects:	Graph neural network Kernel method Support vector machine
Online Access:	http://link.springer.com/article/10.1007/s41109-020-00282-2

Similar Items

(Hyper)graph Kernels over Simplicial Complexes
by: Alessio Martino, et al.
Published: (2020-10-01)

D<i>U</i>KMSVM: A Framework of Deep Uniform Kernel Mapping Support Vector Machine for Short Text Classification
by: Zhaoying Liu, et al.
Published: (2020-03-01)

Pancreatic Cancer Early Detection Using Twin Support Vector Machine Based on Kernel
by: Wismaji Sadewo, et al.
Published: (2020-04-01)

LINEAR KERNEL SUPPORT VECTOR MACHINES FOR MODELING PORE-WATER PRESSURE RESPONSES
by: KHAMARUZAMAN W. YUSOF, et al.
Published: (2017-08-01)

Performance of support vector machine in classifying EEG signal of dyslexic children using RBF kernel
by: Lee, K.Y, et al.
Published: (2018)

Prediction of Marine Pycnocline Based on Kernel Support Vector Machine and Convex Optimization Technology
by: Jiachen Yang, et al.
Published: (2019-03-01)

Support Vector Machines (SVMs) versus Multilayer Perception (MLP) in data classification
by: E.A. Zanaty
Published: (2012-11-01)

Two-Phase Indefinite Kernel Support Vector Machine
by: SHI Na, XUE Hui, WANG Yunyun
Published: (2020-04-01)

Financial Distress Prediction Based on Support Vector Machine with a Modified Kernel Function
by: Wu Chong, et al.
Published: (2016-07-01)

Fundamental Issues in Support Vector Machines
by: McWhorter, Samuel P.
Published: (2014)

iScore: An MPI supported software for ranking protein–protein docking models based on a random walk graph kernel and support vector machines
by: Nicolas Renaud, et al.
Published: (2020-01-01)

Prediction of protein subcellular localization using support vector machine with the choice of proper kernel
by: Al Mehedi Hasan, et al.
Published: (2017-07-01)

A SUPPORT VECTOR MACHINE APPROACH FOR DEVELOPING TELEMEDICINE SOLUTIONS: MEDICAL DIAGNOSIS
by: Mihaela GHEORGHE
Published: (2015-06-01)

EFFECT OF KERNEL FUNCTION IN SUPPORT VECTOR MACHINE FOR THE FAULT DIAGNOSIS OF PUMP
by: N. R. SAKTHIVEL, et al.
Published: (2016-06-01)

IRIS RECOGNITION BASED ON KERNELS OF SUPPORT VECTOR MACHINE
by: K. Saminathan, et al.
Published: (2015-01-01)

A comparative study in kernel-based Support Vector Machine of oil palm leaves nutrient disease
by: Asraf, H.M, et al.
Published: (2012)

Sparse Least Squares Support Vector Machine With Adaptive Kernel Parameters
by: Chaoyu Yang, et al.
Published: (2020-03-01)

Prediction of Cantilever Retaining Wall Stability using Optimal Kernel Function of Support Vector Machine
by: Alias, R., et al.
Published: (2021)

A survey on graph kernels
by: Nils M. Kriege, et al.
Published: (2020-01-01)

Breakdown Point of Robust Support Vector Machines
by: Takafumi Kanamori, et al.
Published: (2017-02-01)

Experiments with Support Vector Machines and Kernels
by: Kohram, Mojtaba
Published: (2013)

A support vector machine model for pipe crack size classification
by: Miao, Chuxiong
Published: (2009)

Classification of Gene Samples Using Pair-Wise Support Vector Machines
by: Engin Taş
Published: (2017-11-01)

Breast cancer detection using deep convolutional neural networks and support vector machines
by: Dina A. Ragab, et al.
Published: (2019-01-01)

Two-Class Classification with Various Characteristics Based on Kernel Principal Component Analysis and Support Vector Machines
by: Ivanna Timotius, et al.
Published: (2011-09-01)

A Survey on Potential of the Support Vector Machines in Solving Classification and Regression Problems
by: Luminita STATE, et al.
Published: (2010-01-01)

Multiple Kernel-Based Discriminant Analysis via Support Vectors for Dimension Reduction
by: Shan Zeng, et al.
Published: (2019-01-01)

End-to-End Single-rate Multicast Congestion Detection Using Support Vector Machines.
by: Liu, Xiaoming.
Published: (2008)

End-to-End Single-rate Multicast Congestion Detection Using Support Vector Machines.
by: Liu, Xiaoming.
Published: (2008)

End-to-end single-rate multicast congestion detection using support vector machines
by: Liu, Xiaoming
Published: (2014)

Style Regularized Least Squares Support Vector Machine Based on Multiple Kernel Learning
by: SHEN Hao, WANG Shitong
Published: (2020-09-01)

DA-Based Parameter Optimization of Combined Kernel Support Vector Machine for Cancer Diagnosis
by: Tao Xie, et al.
Published: (2019-05-01)

Coupled Least Squares Support Vector Ensemble Machines
by: Dickson Keddy Wornyo, et al.
Published: (2019-06-01)

An End-to-End Multiplex Graph Neural Network for Graph Representation Learning
by: Yanyan Liang, et al.
Published: (2021-01-01)

Bearing fault diagnosis via kernel matrix construction based support vector machine
by: Chenxi Wu, et al.
Published: (2017-08-01)

Kernel Based Data-Adaptive Support Vector Machines for Multi-Class Classification
by: Jianli Shao, et al.
Published: (2021-04-01)

Klasifikasi Ujaran Kebencian pada Media Sosial Twitter Menggunakan Support Vector Machine
by: Oryza Habibie Rahman, et al.
Published: (2021-02-01)

Bayesian Optimization for Neural Architecture Search using Graph Kernels
by: Krishnaswami Sreedhar, Bharathwaj
Published: (2020)

Icing Forecasting of Transmission Lines with a Modified Back Propagation Neural Network-Support Vector Machine-Extreme Learning Machine with Kernel (BPNN-SVM-KELM) Based on the Variance-Covariance Weight Determination Method
by: Dongxiao Niu, et al.
Published: (2017-08-01)

Adaptive Graph Convolution Using Heat Kernel for Attributed Graph Clustering
by: Danyang Zhu, et al.
Published: (2020-02-01)