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Approximations Reference

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9 documents available in our comprehensive collection of Approximations Reference resources. Find practical guides, tutorials, and documentation to enhance your knowledge.

Preview of Stochastic Planning Inference
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Stochastic Planning Inference (wu22a.pdf)

548 KBEN 12 pages
Stochastic planning is reduced to probabilistic inference in large discrete graphical models, requiring approximation schemes due to hardness of inference.
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Preview of Distortion Estimates
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Distortion Estimates (496_main_paper.pdf)

760 KBEN 10 pages
Distortion estimates for approximate Bayesian inference are crucial for evaluating posterior approximation schemes. A "distortion map" is estimated to adjust univariate marginals of the approximate posterior. This approach provides graphical diagnostics at the observed data.
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Preview of AD7416 Datasheet
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AD7416 Datasheet (AD7417.pdf)

523 KBAnalog Devices, Inc.EN 24 pages
The AD7416, AD7417, and AD7418 are 10-bit digital temperature sensors and ADCs with on-chip temperature sensors, operating from a 2.7V to 5.5V power supply,...
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Preview of MAX1165.pdf
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MAX1165.pdf (MAX1165.pdf)

177 KBKaren HeaneyEN 15 pages
The MAX1165/MAX1166 are 16-bit, low-power, successive-approximation analog-to-digital converters (ADCs) with automatic power-down, factory-trimmed internal...
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Preview of Technical Report
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Technical Report (Kappes2015a.pdf)

1.1 MBEN 12 pages
Researchers propose a probabilistic correlation clustering approach using perturbed multicuts, enabling the representation of uncertainty in image partitions...
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Preview of RStan Package
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RStan Package (rstan.pdf)

330 KBJiqiang Guo; Jonah Gabry; Ben Goodrich; Andrew Johnson; Sebastian Weber; Hamada S. BadrEN 82 pages
R package 'rstan' provides interface to Stan, a probabilistic programming language. It enables Bayesian statistical inference via Markov Chain Monte Carlo and other methods. Version 2.32.7 is available.
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Preview of Outil MK9SST pour Pose de Colliers Métalliques en Milieux Extrêmes
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Outil MK9SST pour Pose de Colliers Métalliques en Milieux Extrêmes (HT_Catalogue_2021_6_2_563-563_FR.pdf)

60 KBHellermannTytonFR 1 page
L'outil manuel de pose MK9SST est conçu pour une performance optimale dans la pose de colliers métalliques jusqu'à 16 mm, idéal pour des environnements extrêmes comme l'industrie navale et pétrolière. Il est ergonomique, léger, robuste avec un corps en polyester renforcé en...
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Preview of FY2022 Research Results(PDF 1.81MB)
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FY2022 Research Results(PDF 1.81MB) (20230328symposium_10_poster.pdf)

1.77 MBhtakagiEN 1 page
The Approximate Bayesian Inference Team, led by Mohammad Emtiyaz Khan, aims to develop AI systems that can learn and improve continually throughout their...
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Preview of Proving Bounds
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Proving Bounds (IRIT-RR-2014-09-FR.pdf)

310 KBEN 32 pages
Proving tight bounds on univariate expressions in Coq. A tactic for the Coq proof assistant is presented to automatically prove bounds. Formal proof of numerical bounds on approximation errors is achieved.
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