• ARACNE

  • Referenced in 38 articles [sw17200]
  • regulatory networks using both a realistic synthetic dataset and a microarray dataset from human ... cells. On synthetic datasets ARACNE achieves very low error rates and outperforms established methods, such...
  • SMOTE

  • Referenced in 152 articles [sw34239]
  • Synthetic Minority Over-sampling Technique. An approach to the construction of classifiers from imbalanced datasets ... described. A dataset is imbalanced if the classification categories are not approximately equally represented. Often ... over-sampling the minority class involves creating synthetic minority class examples. Experiments are performed using...
  • LCM

  • Referenced in 39 articles [sw40293]
  • computational experiments on real world and synthetic databases to compare their performance to the previous ... algorithms are fast on large real world datasets with natural ... tributions such as KDD-cup2000 datasets, and many other synthetic databases...
  • FacetNet

  • Referenced in 16 articles [sw20426]
  • perform extensive experimental studies, on both synthetic datasets and real datasets, to demonstrate that...
  • Bolasso

  • Referenced in 29 articles [sw31649]
  • other linear regression methods on synthetic data and datasets from the UCI machine learning repository...
  • clustervalidation

  • Referenced in 35 articles [sw34195]
  • post-genomic data analysis. Synthetic and real biological datasets are used to demonstrate the benefits...
  • DOULION

  • Referenced in 12 articles [sw30192]
  • real-world networks and on synthetic datasets as well, where we show that our method...
  • ESOLID

  • Referenced in 11 articles [sw15824]
  • many complex solids. These include both synthetic datasets and parts of a Bradley Fighting Vehicle...
  • NeNMF

  • Referenced in 34 articles [sw17586]
  • rate. Numerical experiments on both synthetic and real-world datasets show the efficiency of NeNMF...
  • PANFIS

  • Referenced in 9 articles [sw13735]
  • benchmark problems from real-world or synthetic datasets. The validation includes comparisons with state...
  • simPop

  • Referenced in 7 articles [sw23153]
  • Package simPop. The production of synthetic datasets has been proposed as a statistical disclosure control ... create ”augmented datasets” to serve as input for micro-simulation models. Synthetic data have become...
  • lsd

  • Referenced in 7 articles [sw39754]
  • framework to run learning experiments on synthetic datasets. In particular, it implements USV-layers...
  • SPARQ2L

  • Referenced in 6 articles [sw26494]
  • both real world based and synthetic dataset...
  • LCE

  • Referenced in 5 articles [sw25277]
  • results on real gene expression and synthetic datasets indicate that LCE: (i) usually outperforms...
  • UnFlow

  • Referenced in 3 articles [sw38831]
  • networks for optical flow rely on synthetic datasets for supervision, but the domain mismatch between ... than similar supervised methods trained on synthetic datasets alone. By optionally fine-tuning...
  • NestedMICA

  • Referenced in 4 articles [sw35335]
  • finder, we have tested it on synthetic datasets produced by spiking instances of known motifs...
  • ExaGeoStatR

  • Referenced in 2 articles [sw30063]
  • tool to generate large-scale synthetic datasets which can be used to test and compare ... assessing its accuracy using both synthetic datasets and a sea surface temperature dataset. The performance...
  • BicSPAM

  • Referenced in 3 articles [sw29972]
  • recovery of hidden biclusters in synthetic datasets with varying noise distributions and levels of missing...
  • MultiVis

  • Referenced in 7 articles [sw40390]
  • volume: how to manage and analyze huge datasets to efficiently extract patterns, 2) data understanding ... proposed methods using both synthetic and real datasets. In terms of computational efficiency, the proposed...
  • SMOTEBoost

  • Referenced in 35 articles [sw12571]
  • maximizing the margin for the skewed class dataset, this procedure also increases the diversity among ... each iteration a different set of synthetic samples are produced. For more detail...