# Synthetic Network Generation on Yelp friendship network Source: [Synthetic Network Generation on Yelp friendship network]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:36:59.077Z Evaluation of synthetic network generation quality on the Yelp friendship network dataset, measured using structural metrics such as triangle counts, clustering coefficients, eigenvector centrality, and degree centrality approximations. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Synthetic Network Generation | | Dataset (including any stated split) | Yelp friendship network | | Metric | Triangle Ratio (10^-4) | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Triangle Ratio (10^-4)](): Higher is better; unit: SCALAR. - [Clustering Coefficient (10^-2)](): Higher is better; unit: SCALAR. - [Eigenvector Centrality (10^-2)](): Higher is better; unit: SCALAR. - [Degree Centrality (10^-2)](): Higher is better; unit: SCALAR. - [Eigenvalue MMD](): Higher is better; unit: SCALAR. - [Degree Centrality MMD](): Higher is better; unit: SCALAR. - [Triangle Density Error](): Lower is better; unit: SCALAR. - [Clustering Coefficient Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | Triangle Ratio (10^-4) | Result date | Report paper | | --- | --- | --- | --- | | mKPGM | 9.35 | Not recorded | 6a1e6394dbd7150506f85231 | | GraphMaker | 8.82 | Not recorded | 6a1e6394dbd7150506f85231 | | E-R | 8.12 | Not recorded | 6a1e6394dbd7150506f85231 | | VGAE | 7.41 | Not recorded | 6a1e6394dbd7150506f85231 | | CELL | 2.67 | Not recorded | 6a1e6394dbd7150506f85231 | | BTER | 2.27 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 2 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-R | 0.78 | Not recorded | 6a1e6394dbd7150506f85231 | | SyNG-D | 0.75 | Not recorded | 6a1e6394dbd7150506f85231 | ### mKPGM Triangle Ratio (10^-4): 9.35. Result ID: 6a1ea425fbc373592c19288f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphMaker Triangle Ratio (10^-4): 8.82. Result ID: 6a1ea425fbc373592c192891. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### E-R Triangle Ratio (10^-4): 8.12. Result ID: 6a1ea425fbc373592c19288d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VGAE Triangle Ratio (10^-4): 7.41. Result ID: 6a1ea425fbc373592c192890. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CELL Triangle Ratio (10^-4): 2.67. Result ID: 6a1ea425fbc373592c192892. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BTER Triangle Ratio (10^-4): 2.27. Result ID: 6a1ea425fbc373592c19288e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-D Triangle Ratio (10^-4): 2. Result ID: 6a1ea425fbc373592c192893. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-R Triangle Ratio (10^-4): 0.78. Result ID: 6a1ea425fbc373592c192895. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SyNG-D Triangle Ratio (10^-4): 0.75. Result ID: 6a1ea425fbc373592c192894. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Estimator":"MLP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.