ARTICLE
mendeley

Semi-supervised Calssification with Graph-concoluational Neural Networks

  • Authors: Vv.Aa.
  • Icml 2017
  • 2017
  • DOI: 10.1051/0004-6361/201527329

Abstract

We present a scalable approach for semi-supervised learning on graph-structured data that is based on an efficient variant of convolutional neural networks which operate directly on graphs. We motivate the choice of our convolutional archi-tecture via a localized first-order approximation of spectral graph convolutions. Our model scales linearly in the number of graph edges and learns hidden layer representations that encode both local graph structure and features of nodes. In a number of experiments on citation networks and on a knowledge graph dataset we demonstrate that our approach outperforms related methods by a significant margin.

Articles

Exploring the effectiveness of demand management policy in reducing traffic congestion and environmental pollution: Car-free day and odd-even plate measures for Bandung city in Indonesia

Muhammad Farda; Chandra Balijepalli

Case Studies on Transport Policy . 2018-07-17 sciencedirect

“Project awareness:” Fostering social justice youth development to counter youth experiences of housing instability, trauma and injustice

Ann M. Aviles; Nicole Grigalunas

Children and Youth Services Review . 2018-01-31 sciencedirect

An escalated convergent firefly algorithm

Sankalap Arora; Ranjit Kaur

Journal of King Saud University - Computer and Information Sciences . 2018-10-24 sciencedirect

Parents’ perspectives on using autonomous vehicles to enhance children’s mobility

Yi-Ching Lee; Jessica H. Mirman

Transportation Research Part C: Emerging Technologies . 2018-11-30 sciencedirect

Unbiasedness of estimation-of-distribution algorithms

Tobias Friedrich; Timo Kötzing; Martin S. Krejca

Theoretical Computer Science . 2018-11-22 sciencedirect

Impact of change in neighborhood racial/ethnic segregation on cardiovascular health in minority youth attending a park-based afterschool program

Emily M. D'Agostino; Hersila H. Patel; Zafar Ahmed; Eric Hansen; Sarah E. Messiah

Social Science & Medicine . 2018-05-31 sciencedirect

Identification of weak peaks in X-ray fluorescence spectrum analysis based on the hybrid algorithm combining genetic and Levenberg Marquardt algorithm

Hua Du; Wuhui Chen; Qingjun Zhu; Songlin Liu; Jianbin Zhou

Applied Radiation and Isotopes . 2018-11-30 sciencedirect

Navigating the intergenerational divide? Youth, artisanal diamond mining, and social transformation in Sierra Leone

The Extractive Industries and Society . 2017-11-30 sciencedirect

The networked evolutionary algorithm: A network science perspective

Wenbo Du; Mingyuan Zhang; Wen Ying; Matjaž Perc; Dapeng Wu

Applied Mathematics and Computation . 2018-12-01 sciencedirect

Measures of outdoor play and independent mobility in children and youth: A methodological review

Bree Bates; Michelle R. Stone

Journal of Science and Medicine in Sport . 2015-09-30 sciencedirect

On comparing some algorithms for finding the optimal bandwidth in Geographically Weighted Regression

Alan Ricardo da Silva; Felipe Franco Mendes

Applied Soft Computing . 2018-12-31 sciencedirect

Who knows about kids these days? Analyzing the determinants of youth and adult mobility in the U.S. between 1990 and 2009

Evelyn Blumenberg; Kelcie Ralph; Michael Smart; Brian D. Taylor

Transportation Research Part A: Policy and Practice . 2016-11-30 sciencedirect

A stochastic multiple gradient descent algorithm

Quentin Mercier; Fabrice Poirion; Jean-Antoine Désidéri

European Journal of Operational Research . 2018-12-16 sciencedirect

Views of teenage children about the effects of a Parent's mobility disability

Lisa I. Iezzoni; Amy J. Wint; Alexy Arauz Boudreau; Cheri A. Blauwet; Karen A. Kuhlthau

Disability and Health Journal . 2018-07-31 sciencedirect

Face recognition based on genetic algorithm

Hui Zhi; Sanyang Liu

Journal of Visual Communication and Image Representation . 2018-12-07 sciencedirect

Spaces of hope? Youth perspectives on health and wellness in indigenous communities

Lydia Wood; David Kamper; Kate Swanson

Health & Place . 2018-03-31 sciencedirect

Role of coherence in adiabatic search algorithms

Feng-guang Li; Wan-Su Bao; Shuo Zhang; He-liang Huang; Xiang-qun Fu

Physics Letters A . 2018-09-29 sciencedirect

Examining linkages between Smart Villages and Smart Cities: Learning from rural youth accessing the internet in India

Shailaja Fennell; Prabhjot Kaur; Ashok Jhunjhunwala; Deapika Narayanan; Yaadveer Singh

Telecommunications Policy . 2018-11-30 sciencedirect

Algorithmic design issues in adaptive differential evolution schemes: Review and taxonomy

Rawaa Dawoud Al-Dabbagh; Ferrante Neri; Norisma Idris; Mohd Sapiyan Baba

Swarm and Evolutionary Computation . 2018-12-31 sciencedirect

Sudanese refugee youth and educational success: The role of church and youth group in supporting cultural and academic adjustment and schooling achievement

Jane Wilkinson; Ninetta Santoro; Jae Major

International Journal of Intercultural Relations . 2017-09-30 sciencedirect

A GMRES-Power algorithm for computing PageRank problems

Chuanqing Gu; Xianglong Jiang; Chenchen Shao; Zhibing Chen

Journal of Computational and Applied Mathematics . 2018-12-01 sciencedirect

Traffic speed cloud maps: A new method for analyzing macroscopic traffic flow

Jianli Xiao; Zhonghao Wang

Physica A: Statistical Mechanics and its Applications . 2018-10-15 sciencedirect

The role of school climate in rates of depression and suicidal ideation among school-attending foster youth in California public schools

Holly Shim-Pelayo; Kris Tunac De Pedro

Children and Youth Services Review . 2018-05-31 sciencedirect

Randomized OBDD-based graph algorithms

Theoretical Computer Science . 2018-12-03 sciencedirect

Temporal traffic smoothing for IoT traffic in mobile networks

Yoshinobu Yamada; Ryoichi Shinkuma; Takanori Iwai; Takeo Onishi; Kozo Satoda

Computer Networks . 2018-12-09 sciencedirect

Mobilities and the network of personal technologies: Refining the understanding of mobility structure

Leopoldina Fortunati; Sakari Taipale

Telematics and Informatics . 2017-05-31 sciencedirect

On the performance of phonetic algorithms in microtext normalization

Yerai Doval; Manuel Vilares; Jesús Vilares

Expert Systems with Applications . 2018-12-15 sciencedirect

A new lattice model of traffic flow considering driver’s anticipation effect of the traffic interruption probability

Guanghan Peng; Hua Kuang; Li Qing

Physica A: Statistical Mechanics and its Applications . 2018-10-01 sciencedirect

“It was kind of a given that we were all multilingual”: Transnational youth identity work in digital translanguaging

Linguistics and Education . 2018-02-28 sciencedirect

Statistical algorithms for particle trajectography

Computer Physics Communications . 2018-11-30 sciencedirect

REIsearch NEWS

news
25/09/2019

A Long View On How Big Data And AI Have Transformed Business Culture

news
19/09/2019

Artificial Intelligence Isn’t Just About Cutting Costs. It’s Also About Growth.

news
16/09/2019

The transformative potential of big data

news
13/09/2019

Smart Cities and Components in the IoT Era

news
10/09/2019

Artificial Intelligence Is Now Far Too Big To Be Limited To Computer Science

news
06/09/2019

Why does Beijing suddenly care about AI ethics?

news
03/09/2019

Astounding AI guesses what you look like based on your voice

news
29/08/2019

10 Powerful Examples Of Artificial Intelligence In Use Today

news
26/08/2019

Will we ever agree to just one set of rules on the ethical development of artificial intelligence?

news
22/08/2019

This Crafty Robot Can Write in Languages It’s Never Seen Before

news
19/08/2019

3 Ways Artificial Intelligence Is Transforming Business Operations

news
13/08/2019

How Is Machine Learning Empowering The Social Media?

news
09/08/2019

Why Every Company Needs An Artificial Intelligence (AI) Strategy For 2019

news
06/08/2019

What If Artificial Intelligence (AI) & Machine Learning (ML) Ruled the World?

news
02/08/2019

How artificial intelligence is fighting financial crime - FintechNews

news
30/07/2019

Artificial Intelligence In The Workplace: How AI Is Transforming Your Employee Experience

news
26/07/2019

This Animated Mona Lisa Was Created by AI, and It Is Terrifying

news
23/07/2019

Artificial intelligence and precision farming: Experts Explain

news
20/07/2019

Imagine A Facebook Without Facebook: How A.I. Will Soon Disrupt Social Media

news
16/07/2019

How Artificial Intelligence Can Help Us Decode Human Immunity | by Wayne C. Koff