• plfit

  • Referenced in 269 articles [sw23186]
  • quantifying power-law behavior in empirical data. Our approach combines maximum-likelihood fitting methods with ... approach with tests on synthetic data and give critical comparisons to previous approaches. We also...
  • spBayes

  • Referenced in 389 articles [sw10160]
  • illustrate its use with a synthetic and real data example...
  • ROCK

  • Referenced in 72 articles [sw37720]
  • measure the similarity/proximity between a pair of data points. We develop a robust hierarchical clustering ... with real-life as well as synthetic data sets to demonstrate the effectiveness...
  • COOLCAT

  • Referenced in 30 articles [sw37383]
  • data streams(continuously arriving streams of data point) since it is an incremental algorithm capable ... series of experiments on real and synthetic data sets...
  • 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]
  • their application to post-genomic data analysis. Synthetic and real biological datasets are used...
  • ADASYN

  • Referenced in 19 articles [sw36457]
  • novel adaptive synthetic (ADASYN) sampling approach for learning from imbalanced data sets. The essential idea ... difficulty in learning, where more synthetic data is generated for minority class examples that...
  • SynTReN

  • Referenced in 17 articles [sw12311]
  • SynTReN: a generator of synthetic gene expression data for design and analysis of structure learning ... underlying network is known. Since experimental data sets of the appropriate size and design ... clear need to generate well-characterized synthetic data sets that allow thorough testing of learning...
  • LUBM

  • Referenced in 23 articles [sw14975]
  • ontology for the university domain, synthetic OWL data scalable to an arbitrary size, 14 extensional...
  • SW1PerS

  • Referenced in 10 articles [sw17206]
  • compared to other algorithms using synthetic data and performance is quantified under varying noise models ... task of periodic/not-periodic classification, using synthetic data, SW1PerS outperforms all other algorithms...
  • RAxML

  • Referenced in 45 articles [sw07716]
  • yield accurate trees for synthetic as well as real data and are implemented ... speed and likelihood values on real data. In this paper we present a non-deterministic ... accuracy of RAxML and PHYML on 8 synthetic alignments comprising 4.000 sequences...
  • AnalyzeFMRI

  • Referenced in 12 articles [sw19796]
  • AnalyzeFMRI R package. For fMRI data sets, spatial dimension being much greater than temporal dimension ... report several experiments on synthetic data and real MRI data sets that demonstrate the potential...
  • hglasso

  • Referenced in 12 articles [sw11202]
  • corresponding convex optimization problems. On synthetic data, we demonstrate that our proposed framework outperforms competitors...
  • simPop

  • Referenced in 7 articles [sw23153]
  • Simulation of Synthetic Complex Data: The R Package simPop. The production of synthetic datasets ... input for micro-simulation models. Synthetic data have become an important instrument for ex-ante ... tools have been developed to generate synthetic data. These approaches can be categorized into three ... synthetic population of Austria, and report on the utility of the resulting data. We conclude...
  • MODL

  • Referenced in 11 articles [sw18797]
  • continuous, many supervised induction algorithms require discrete data. Efficient discretization of continuous attributes ... comparative experiments both on real and synthetic data demonstrate the high inductive performances obtained...
  • lsd

  • Referenced in 7 articles [sw39754]
  • Python library lsd: Learning with Synthetic Data. The present lsd (Learning on Synthetic Data) package...
  • RAPPOR

  • Referenced in 33 articles [sw42193]
  • efficient, high-utility analysis of the collected data. In particular, RAPPOR permits statistics ... application to both synthetic and real-world data...
  • SeqGAN

  • Referenced in 9 articles [sw26534]
  • SeqGAN, to solve the problems. Modeling the data generator as a stochastic policy in reinforcement ... Monte Carlo search. Extensive experiments on synthetic data and real-world tasks demonstrate significant improvements...
  • PhyME

  • Referenced in 9 articles [sw35645]
  • transcription factor binding sites in heterogeneous sequence data, which includes regulatory sequences ... sequences. We evaluate the algorithm on synthetic data, and also present results for data sets...
  • POMPUS

  • Referenced in 9 articles [sw02625]
  • Newton based, reconstruction algorithms. Results using synthetic data indicate that the images produced by POMPUS...