Search Results - "Exact inference algorithm"

A Channel-based Exact Inference Algorithm for Bayesian Networks by 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…”
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Hybrid regulatory models: a statistically tractable approach to model regulatory network dynamics by Ocone, Andrea, Millar, Andrew J., Sanguinetti, Guido

“… We derive an exact inference algorithm and an efficient variational approximation that allows scalable inference and learning of the model…”
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Hierarchical Dynamic Bayesian Network-Based Fatigue Crack Propagation Modeling Considering Initial Defects by Xu, Yang, Zhu, Bin, Zhang, Zheng, Chen, Jiahui

“…Orthotropic steel decks (OSDs) are inevitably subjected to fatigue damage caused by cycled vehicle loads in long-span bridges. This study establishes a…”
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Continuous time Bayesian network classifiers by Stella, F., Amer, Y.

“…Continuous time naïve Bayes classifier for real-time feedback to neurological patients undergoing motor rehabilitation exercises. Fabio Stella and Yeser Amer…”
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Efficient Exact Inference With Loss Augmented Objective in Structured Learning by 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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On Fast arc-reversal by Butz, Cory J., Madsen, Anders L., Oliveira, Jhonatan S.

“…Fast arc-reversal (FAR) was recently proposed as a new exact inference algorithm in discrete Bayesian networks (BNs…”
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Efficient and scalable exact inference algorithms for bayesian networks by Sandiford, John G

“…With the proliferation of data, and the increased use of Bayesian networks as a statistical modelling technique, the expectations and demands on Bayesian…”
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Dynamic Bayesian network-based system-level evaluation on fatigue reliability of orthotropic steel decks by Heng, Junlin, Zheng, Kaifeng, Kaewunruen, Sakdirat, Zhu, Jin, Baniotopoulos, Charalampos

“… The exact inference algorithm is applied in the DBN model with discrete variables. Special modifications have been made on the existing algorithm to improve…”
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Recursive prediction algorithm for non-stationary Gaussian Process by Zhang, Yulai, Luo, Guiming

“…•The original exact inference algorithm of the GP model runs very slow.•We developed a recursive inference algorithm as an improvement…”
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Rent3D: Floor-plan priors for monocular layout estimation by Chenxi Liu, Schwing, Alexander G., Kundu, Kaustav, Urtasun, Raquel, Fidler, Sanja

“…The goal of this paper is to enable a 3D "virtual-tour" of an apartment given a small set of monocular images of different rooms, as well as a 2D floor plan…”
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Interleaved Hidden Markov Processes Inference for Deinterleaving Radar Pulse Sequences by Bao, Jiadi, Zhu, Mengtao, Li, Yunjie, Wang, Shafei

“… To compute the posterior probability, we first design an exact inference algorithm. However, due to the combinatorial nature of the hidden state representation, exact inference becomes computationally intractable…”
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Faster-BNI: Fast Parallel Exact Inference on Bayesian Networks by 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 efficient branch-and-bound algorithm for optimal human pose estimation by Min Sun, Telaprolu, M., Honglak Lee, Savarese, S.

“…Human pose estimation in a static image is a challenging problem in computer vision in that body part configurations are often subject to severe deformations…”
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A Hybrid Factored Frontier Algorithm for Dynamic Bayesian Networks with a Biopathways Application by Palaniappan, Sucheendra K., Akshay, S., Bing Liu, Genest, Blaise, Thiagarajan, P. S.

“…Dynamic Bayesian Networks (DBNs) can serve as succinct probabilistic dynamic models of biochemical networks [1]. To analyze these models, one must compute the…”
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Probabilistic Inference for Datalog with Correlated Inputs by Wang, Jingbo, Halalingaiah, Shashin, Chen, Weiyi, Wang, Chao, Dillig, Işıl

“… To address scalability, we propose a more efficient δ-exact inference algorithm that leverages…”
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Network inference in the nonequilibrium steady state by Dettmer, Simon L, Nguyen, H Chau, Berg, Johannes

“… We present both an exact inference algorithm and a computationally more efficient, approximate algorithm for weak interactions based on a systematic expansion around mean…”
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Inference in alpha rhythm phase and amplitude modeled on Markov random field using belief propagation from electroencephalograms by Naruse, Yasushi, Takiyama, Ken, Okada, Masato, Murata, Tsutomu

“… By using a belief propagation technique, we construct an exact-inference algorithm that can be used to estimate instantaneous phases and amplitudes and calculate the marginal likelihood…”
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System Reliability Estimation of Divert Attitude Control System of a Launch Vehicle using Bayesian Networks by Muthukumar, S., Srivardhan, R. A., Bose, P. Subhash Chandra

“…Divert attitude and control system (DACS) is a one-shot system and provides attitude correction and translation of the Launch vehicle. DACS consists of many…”
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Parsing to Noncrossing Dependency Graphs by Kuhlmann, Marco, Jonsson, Peter

“… Our main contribution is a cubic-time exact inference algorithm for this class. We extend this algorithm into a practical parser and evaluate its performance on four linguistic data sets used in semantic dependency parsing…”
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Scalable Node-Level Computation Kernels for Parallel Exact Inference by Yinglong Xia, Prasanna, V.K.

“… We analyze the scalability of node-level primitives, computation kernels, and the exact inference algorithm using the coarse-grained multicomputer (CGM) model…”
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