GNNRank: learning global rankings from pairwise comparisons via directed graph neural networks

GNNRank: learning global rankings from pairwise comparisons via directed graph neural networks

Recovering global rankings from pairwise comparisons has wide applications from time synchronization to sports team ranking. Pairwise comparisons corresponding to matches in a competition can be construed as edges in a directed graph (digraph), whose nodes represent e.g. competitors with an unknown...

Descripció completa

Dades bibliogràfiques
Autors principals:	He, Y, Gan, Q, Wipf, D, Reinert, G, Yan, J, Cucuringu, M
Format:	Conference item
Idioma:	English
Publicat:	Journal of Machine Learning Research 2022

Ítems similars

Ranking and synchronization from pairwise measurements via SVD
per: d'Aspremont, A, et al.
Publicat: (2021)

Rank Centrality: Ranking from Pairwise Comparisons
per: Negahban, Sahand, et al.
Publicat: (2017)

Sync-Rank: Robust ranking, constrained ranking and rank aggregation via eigenvector and SDP synchronization
per: Cucuringu, M
Publicat: (2016)

MSGNN: a spectral graph neural network based on a novel magnetic signed Laplacian
per: He, Y, et al.
Publicat: (2022)

Pairwise diffusion of preference rankings in social networks
per: Brill, M, et al.
Publicat: (2016)

Co-pairwise ranking model for item recommendation
per: Bin WU, et al.
Publicat: (2019-09-01)

Co-pairwise ranking model for item recommendation
per: Bin WU, et al.
Publicat: (2019-09-01)

Hermitian matrices for clustering directed graphs: insights and applications
per: Cucuringu, M
Publicat: (2019)

A new graph-based method for pairwise global network alignment
per: Klau Gunnar W
Publicat: (2009-01-01)

Implications of some types of pairwise closed graphs
per: Bouseliana, Hend, et al.
Publicat: (2022)

The graph limit for a pairwise competition model
per: Ben-Porat, I, et al.
Publicat: (2023)

From Pairwise Comparisons of Complex Behavior to an Overall Performance Rank: A Novel Alloy Design Strategy
per: Rafael Herschberg, et al.
Publicat: (2024-12-01)

A Ranking Procedure by Incomplete Pairwise Comparisons Using Information Entropy and Dempster-Shafer Evidence Theory
per: Dongbo Pan, et al.
Publicat: (2014-01-01)

Assessing and Ranking Cloud Computing Security Risks Based On a Hybrid Approach Based On Pairwise Comparisons
per: Mehdi Soltanifar, et al.
Publicat: (2021-09-01)

Co-Attention Graph Pooling for Efficient Pairwise Graph Interaction Learning
per: Junhyun Lee, et al.
Publicat: (2023-01-01)

Multi label ranking based on positive pairwise correlations among labels
per: Alazaidah, Raed, et al.
Publicat: (2020)

The Quality of Ranking during Simulated Pairwise Judgments for Examined Approximation Procedures
per: Paul Thaddeus Kazibudzki
Publicat: (2019-01-01)

A pairwise ranking estimation model for surrogate-assisted evolutionary algorithms
per: Tomohiro Harada
Publicat: (2023-06-01)

Generalized word shift graphs: a method for visualizing and explaining pairwise comparisons between texts
per: Gallagher, Ryan J, et al.
Publicat: (2021)

Generalized word shift graphs: a method for visualizing and explaining pairwise comparisons between texts
per: Ryan J. Gallagher, et al.
Publicat: (2021-01-01)

Left auditory cortex is involved in pairwise comparisons of the direction of frequency modulated tones
per: Nicole eAngenstein, et al.
Publicat: (2013-07-01)

Effective Temporal Graph Learning via Personalized PageRank
per: Ziyu Liao, et al.
Publicat: (2024-07-01)

On the rank of the holomorphic solutions of PDE associated to directed graphs
per: Hamid Damadi, et al.
Publicat: (2021-02-01)

Predicting pairwise relations with neural similarity encoders
per: F. Horn, et al.
Publicat: (2018-12-01)

Pairwise Versus Multiple Global Network Alignment
per: Vipin Vijayan, et al.
Publicat: (2020-01-01)

Rating and ranking preparedness characteristics important for veterinary workplace clinical training: a novel application of pairwise comparisons and the Elo algorithm
per: Jennifer Routh, et al.
Publicat: (2023-04-01)

Core-periphery structure in directed networks
per: Elliott, A, et al.
Publicat: (2020)

One note on the number of pairwise non-isomorphic connected regular graphs
per: Hailin Liu, et al.
Publicat: (2024-01-01)

Clustering Uniswap v3 traders from their activity on multiple liquidity pools, via novel graph embeddings
per: Miori, D, et al.
Publicat: (2024)

A decomposition of pairwise continuity via ideals
per: Mahes Wari, et al.
Publicat: (2016-02-01)

Marine Accident Analysis by Using Pairwise Comparison
per: Yunus Emre ŞENOL, et al.
Publicat: (2015-12-01)

On the Geometric Mean Method for Incomplete Pairwise Comparisons
per: Konrad Kułakowski
Publicat: (2020-10-01)

On Indeterminacy of Interval Multiplicative Pairwise Comparison Matrix
per: Ting Kuo, et al.
Publicat: (2022-02-01)

Rank aggregation for course sequence discovery
per: Cucuringu, M, et al.
Publicat: (2017)

Pairwise Semiregular Properties on Generalized Pairwise Lindelöf Spaces
per: Zabidin Salleh
Publicat: (2023-03-01)

Hot Coupling: A Particle Approach to Inference and Normalization on Pairwise Undirected Graphs
per: Hamze, F, et al.
Publicat: (2005)

Saliency Detection via Manifold Ranking on Multi-Layer Graph
per: Suwei Wang, et al.
Publicat: (2024-01-01)

Transductive Ranking on Graphs
per: Agarwal, Shivani
Publicat: (2008)

An Approach for Generating Weights Using the Pairwise Comparison Matrix
per: Zaher Sepehrian, et al.
Publicat: (2021-01-01)

Detection of Decision-Making Manipulation in the Pairwise Comparison Method
per: Michał Strada, et al.
Publicat: (2024-10-01)