Evaluating Overfit and Underfit in Models of Network Community Structure

28 February 2018

Papers citing "Evaluating Overfit and Underfit in Models of Network Community Structure"

27 / 27 papers shown

Title
Applied Machine Learning Methods with Long-Short Term Memory Based Recurrent Neural Networks for Multivariate Temperature Prediction Bojan Lukić 37 0 0 08 Mar 2025
Machine Unlearning in Contrastive Learning Zixin Wang Kongyang Chen MU SSL 14 0 0 12 May 2024
Inference and Visualization of Community Structure in Attributed Hypergraphs Using Mixed-Membership Stochastic Block Models Kazuki Nakajima Takeaki Uno 48 1 0 01 Jan 2024
The Map Equation Goes Neural: Mapping Network Flows with Graph Neural Networks Christopher Blöcker Chester Tan Ingo Scholtes 19 1 0 02 Oct 2023
Exact and rapid linear clustering of networks with dynamic programming Alice Patania Antoine Allard Jean-Gabriel Young 11 7 0 25 Jan 2023
Implicit models, latent compression, intrinsic biases, and cheap lunches in community detection Tiago P. Peixoto Alec Kirkley 28 12 0 17 Oct 2022
Few-Sample Traffic Prediction with Graph Networks using Locale as Relational Inductive Biases Mingxiao Li Yihong Tang Wei-Ying Ma GNN AI4TS 21 9 0 08 Mar 2022
Systematic assessment of the quality of fit of the stochastic block model for empirical networks Felipe Vaca-Ramírez Tiago P. Peixoto 27 8 0 05 Jan 2022
Descriptive vs. inferential community detection in networks: pitfalls, myths, and half-truths Tiago P. Peixoto 22 44 0 30 Nov 2021
Opportunities and challenges in partitioning the graph measure space of real-world networks Máté Józsa Alpár S. Lázár Zs.I. Lázár 11 0 0 20 Jun 2021
Overcoming Bias in Community Detection Evaluation J. C. Leão Alberto H. F. Laender Pedro O. S. Vaz de Melo Instituto Federal do Norte de Mi Gerais 17 3 0 06 Feb 2021
Disentangling homophily, community structure and triadic closure in networks Tiago P. Peixoto 23 36 0 07 Jan 2021
Statistical inference of assortative community structures Lizhi Zhang Tiago P. Peixoto 6 38 0 25 Jun 2020
Revealing consensus and dissensus between network partitions Tiago P. Peixoto 14 40 0 28 May 2020
Latent Poisson models for networks with heterogeneous density Tiago P. Peixoto 25 10 0 18 Feb 2020
On a scalable entropic breaching of the overfitting barrier in machine learning I. Horenko 8 1 0 08 Feb 2020
Community Detection in Bipartite Networks with Stochastic Blockmodels Tzu-Chi Yen D. Larremore 26 26 0 22 Jan 2020
Stacking Models for Nearly Optimal Link Prediction in Complex Networks Amir Ghasemian Homa Hosseinmardi Aram Galstyan E. Airoldi A. Clauset 11 128 0 17 Sep 2019
Benchmarks for Graph Embedding Evaluation Palash Goyal Di Huang Ankita Goswami Sujit Rokka Chhetri A. Canedo Emilio Ferrara 17 15 0 19 Aug 2019
Community structure: A comparative evaluation of community detection methods Vinh-Loc Dao Cécile Bothorel P. Lenca 17 59 0 14 Dec 2018
Link Prediction in Networks with Core-Fringe Data Austin R. Benson Jon M. Kleinberg 11 16 0 28 Nov 2018
Universality of the stochastic block model Jean-Gabriel Young G. St‐Onge P. Desrosiers Louis J. Dubé 27 30 0 11 Jun 2018
Stochastic Block Models are a Discrete Surface Tension Z. Boyd M. A. Porter Andrea L. Bertozzi 14 6 0 07 Jun 2018
Simplicial Closure and higher-order link prediction Austin R. Benson Rediet Abebe Michael T. Schaub Ali Jadbabaie Jon M. Kleinberg AI4CE 8 487 0 20 Feb 2018
Parsimonious module inference in large networks Tiago P. Peixoto MoE 45 200 0 19 Dec 2012
Improved Graph Clustering Yudong Chen Sujay Sanghavi Huan Xu 92 0 0 11 Oct 2012
Communities in Networks M. A. Porter J. Onnela P. Mucha GNN 88 1,071 0 22 Feb 2009