Výsledky vyhledávání - Exact inference algorithm

Using Survey Sampling Algorithms For Exact Inference in Logistic Regression Autor Rivest, Louis‐Paul, Gaye, Serigne Abib

“…Summary Several exact inference procedures for logistic regression require the simulation of a 0…”
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An efficient numerical algorithm for exact inference in meta analysis Autor Wang, Yan, Tian, Lu

“… The algorithm is much faster than the naive method and may greatly facilitate the use of the more appropriate exact inference procedure in meta analysis. Numerical studies and real data examples are used to illustrate the advantage of the proposed method…”
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Efficient Algorithms for Exact Inference in Sequence Labeling SVMs Autor Bauer, Alexander, Gornitz, Nico, Biegler, Franziska, Muller, Klaus-Robert, Kloft, Marius

“… The latter is believed to be more accurate and easier to handle. Nevertheless, it is not popular due to the lack of known efficient inference algorithms…”
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Exact Algorithms for MRE Inference Autor Zhu, Xiaoyuan, Yuan, Changhe

“…). No exact MRE algorithm has been developed previously except exhaustive search. This paper fills the void by introducing two Breadth-First Branch-and-Bound (BFBnB…”
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An exact algorithm for time-dependent variational inference for the dynamic stochastic block model Autor Bartolucci, Francesco, Pandolfi, Silvia

“…•We propose an exact algorithm for the variational version of the log-likelihood of dynamic SBM…”
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Exact and efficient hybrid Monte Carlo algorithm for accelerated Bayesian inference of gene expression models from snapshots of single-cell transcripts Autor Lin, Yen Ting, Buchler, Nicolas E

“… expression from single cell data. A Bayesian approach to statistical inference is the most suitable method for model selection and uncertainty quantification of kinetic parameters using small data sets…”
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A Channel-based Exact Inference Algorithm for Bayesian Networks Autor Jacobs, Bart

“…This paper describes a new algorithm for exact Bayesian inference that is based on a recently proposed compositional semantics of Bayesian networks in terms of channels…”
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Efficient and scalable exact inference algorithms for bayesian networks Autor Sandiford, John G

“… In this text we explore novel techniques for performing exact inference with Bayesian networks, in an efficient stable and scalable manner…”
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Efficient Exact Inference With Loss Augmented Objective in Structured Learning Autor Bauer, Alexander, Nakajima, Shinichi, Muller, Klaus-Robert

“… the most violating configuration. In this paper, we propose an exact inference algorithm for maximizing nondecomposable objectives due to special type of a high-order potential having a decomposable internal structure…”
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Hill-climbing and branch-and-bound algorithms for exact and approximate inference in credal networks Autor Cano, Andrés, Gómez, Manuel, Moral, Serafín, Abellán, Joaquín

“…This paper proposes two new algorithms for inference in credal networks. These algorithms enable probability intervals to be obtained for the states of a given query variable…”
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The Probabilistic Convolution Tree: Efficient Exact Bayesian Inference for Faster LC-MS/MS Protein Inference Autor Serang, Oliver

“…Exact Bayesian inference can sometimes be performed efficiently for special cases where a function has commutative and associative symmetry of its inputs…”
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Tractable Inference and Observation Likelihood Evaluation in Latent Structure Influence Models Autor Karimi, Sajjad, Shamsollahi, Mohammad Bagher

“… Nevertheless, the exact inference in LSIMs requires exponential complexity. We propose a new recursive formulation to compute marginal forward and backward parameters…”
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A parallel algorithm for exact Bayesian network inference Autor Nikolova, O., Zola, J., Aluru, S.

“… In this paper, we present a parallel algorithm for exact Bayesian inference that is work-optimal and communication-efficient…”
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Data Structures & Algorithms for Exact Inference in Hierarchical Clustering Autor Greenberg, Craig S, Macaluso, Sebastian, Monath, Nicholas, Lee, Ji-Ah, Flaherty, Patrick, Cranmer, Kyle, McGregor, Andrew, McCallum, Andrew

“… In contrast to existing methods, we present novel dynamic-programming algorithms for \emph{exact} inference in hierarchical clustering based on a novel trellis data…”
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Win-Stay, Lose-Sample: A simple sequential algorithm for approximating Bayesian inference Autor Bonawitz, Elizabeth, Denison, Stephanie, Gopnik, Alison, Griffiths, Thomas L.

“…•In certain tasks, people can produce Bayesian-consistent behavior.•However, performing exact Bayesian inference is computationally challenging…”
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Faster-BNI: Fast Parallel Exact Inference on Bayesian Networks Autor Jiang, Jiantong, Wen, Zeyi, Mansoor, Atif, Mian, Ajmal

“… Faster-BNI enhances the efficiency of a well-known BN exact inference algorithm, namely the junction tree algorithm, through hybrid parallelism that tightly integrates coarse- and fine-grained parallelism…”
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An extended depth-first search algorithm for optimal triangulation of Bayesian networks Autor Li, Chao, Ueno, Maomi

“…The junction tree algorithm is currently the most popular algorithm for exact inference on Bayesian networks…”
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Hill-climbing and branch-and-bound algorithms for exact and approximate inference in credal networks: Reasoning with imprecise probabilities Autor CANO, Andrés, GOMEZ, Manuel, MORAL, Serafin, ABELLAN, Joaquin

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Universal Exact Algorithm for Globally Augmented Map Inference in Structured Prediction Autor Bauer, Alexander

“… However, it relies on the availability of efficient inference algorithms — the state-of-the-art training algorithms repeatedly perform inference either to compute a subgradient or to find the most violating configuration…”
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Discrete Markov image modeling and inference on the quadtree Autor Laferte, J.-M., Perez, P., Heitz, F.

“… The quadtree induces causality properties which enable the design of exact, noniterative inference algorithms, similar to those used in the context of Markov chain models…”
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