• GMRFLib

  • Referenced in 309 articles [sw06641]
  • MCMC inference, and provide an online C-library for fast and exact simulation.par This ... ecology, introducing them to this powerful statistical inference method...
  • BNT

  • Referenced in 72 articles [sw07384]
  • kinds of nodes (probability distributions), exact and approximate inference, parameter and structure learning, and static...
  • GPML

  • Referenced in 42 articles [sw12890]
  • inference methods is provided, including exact and variational inference, Expectation Propagation, and Laplace’s method...
  • LogXact

  • Referenced in 16 articles [sw12105]
  • LogXact® 11: Exact Inference for Logistic Regression. The complexity of conducting regression analysis over multiple...
  • GPyTorch

  • Referenced in 14 articles [sw35483]
  • BBMM reduces the asymptotic complexity of exact GP inference from ... hardware to dramatically accelerate both exact GP inference and scalable approximations. Additionally, we provide GPyTorch...
  • MCINTYRE

  • Referenced in 8 articles [sw22925]
  • resulting system, called MCINTYRE for Monte Carlo INference wiTh Yap REcord, is evaluated on various ... ProbLog and cplint and with the exact inference of the PITA system. The results show...
  • LibDAI

  • Referenced in 15 articles [sw06422]
  • open source C++ library for discrete approximate inference in graphical models This paper describes ... that provides implementations of various exact and approximate inference methods for graphical models with discrete...
  • CTBN-RLE

  • Referenced in 6 articles [sw12961]
  • partial data. For inference, it implements exact inference and Gibbs and importance sampling approximate inference...
  • ProbLog

  • Referenced in 99 articles [sw06945]
  • success probability of a given query, either exactly or using various approximate methods. ProbLog1 also ... interpretations setting. ProbLog1 also supports decision-theoretic inference. ProbLog2 allows the user to compute marginal...
  • LZeroSpikeInference

  • Referenced in 7 articles [sw27825]
  • LZeroSpikeInference: Exact Spike Train Inference via L0 Optimization. An implementation of algorithms described in Jewell ... Witten ”Exact spike train inference via ℓ 0 optimization...
  • mplp2

  • Referenced in 7 articles [sw21188]
  • graphical models. However, for many real-world inference problems, the typical decomposition has a large ... consistency constraints, allows one to exactly solve many hard inference problems. However, these algorithms explicitly ... clusterpursuit. The new algorithm exactly solves MAP inference problems arising from relational classification and stereo...
  • Church

  • Referenced in 54 articles [sw08946]
  • cluster over trials, infinite PCFGs, planning by inference, and various non-parametric clustering models. Finally ... implement query on any Church program, exactly and approximately, using Monte Carlo techniques...
  • ARACNE

  • Referenced in 38 articles [sw17200]
  • inferred by co-expression methods. Results: We prove that ARACNE reconstructs the network exactly (asymptotically ... cells demonstrates ARACNE’s ability to infer validated transcriptional targets of the cMYC proto-oncogene...
  • Glow

  • Referenced in 13 articles [sw34245]
  • exact log-likelihood, tractability of exact latent-variable inference, and parallelizability of both training...
  • Hakaru

  • Referenced in 4 articles [sw14669]
  • allows composable reuse of distributions, queries, and inference algorithms, all expressed in a single language ... distributions, and {it simplification}, which subsumes exact inference by computer algebra. We show how these...
  • FastInf

  • Referenced in 4 articles [sw06423]
  • library is propagation based approximate inference methods, ranging from the basic loopy belief propagation algorithm ... implemented are a clique tree based exact inference, Gibbs sampling, and the mean field algorithm...
  • elrm

  • Referenced in 2 articles [sw25834]
  • Like Inference for Logistic Regression Models. Exact inference is based on the conditional distribution ... values for the remaining sufficient statistics. Exact inference for logistic regression can be problematic when ... elrm, software for R implementing (approximate) exact inference for binomial regression models from large data...
  • Libra

  • Referenced in 3 articles [sw14324]
  • collection of algorithms for learning and inference with discrete probabilistic models, including Bayesian networks, Markov ... structure of tractable models in which exact inference is efficient. It also includes a variety ... potentially intractable, and for performing exact and approximate inference. Libra is released under...
  • algstat

  • Referenced in 3 articles [sw20716]
  • statistics in R. Current applications include exact inference in log-linear models for contingency table...
  • neural-tangents

  • Referenced in 5 articles [sw39529]
  • networks can be trained analytically using exact Bayesian inference or using gradient descent...