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Probabilistic Reference

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

Preview of Slides
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Slides (baydin-2019-neurips-slides.pdf)

7.65 MBEN 67 pages
Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model, involving probabilistic programming, deep learning, and neural networks,
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
Preview of Deprojection Recovery
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Deprojection Recovery (1909.00475.pdf)

2.07 MBEN 10 pages
We introduce visual deprojection, recovering an image or video collapsed along a dimension, and propose a probabilistic model and variational inference
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RTE Proceedings (D15-1185.pdf)

304 KBLei Sha ; Sujian Li ; Baobao Chang ; Zhifang Sui ; Tingsong JiangEN 6 pages
Recognizing Textual Entailment Using Probabilistic Inference: The authors propose a method to recognize textual entailment (RTE) using predicate-argument
Preview of Loss as Model Inconsistency
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Loss as Model Inconsistency (richardson22b.pdf)

717 KBEN 30 pages
Richardson argues that loss function choice in probabilistic dependency graphs (PDGs) should align with the model, not personal preference
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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
Preview of Machine Learning
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Machine Learning (L11.1-prob-models.pdf)

1002 KBEN 45 pages
Machine learning and data mining involve probabilistic modeling to handle uncertain inferences from data
Preview of UTexas: Probabilistic Hypothesis Generation for TAC SM-KBP Task 3
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UTexas: Probabilistic Hypothesis Generation for TAC SM-KBP Task 3 (TAC2018.UTexas.proceedings.pdf)

106 KBEN 5 pages
Generates coherent hypotheses probabilistically
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PDF (Machine Learning_ A Probabilistic Perspective Murphy 2012-08-24.pdf)

25.69 MBEN 1098 pages
A Probabilistic Perspective by Kevin P
Preview of Vorontsov, Konstantin, and Anna Potapenko. 2014. "Tutorial on Probabilistic Topic Modeling: Additive Regularization for Stochast
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Vorontsov, Konstantin, and Anna Potapenko. 2014. "Tutorial on Probabilistic Topic Modeling: Additive Regularization for Stochast (Voron14aist.pdf)

460 KBEN 18 pages
Konstantin Vorontsov and Anna Potapenko present a tutorial on probabilistic topic modeling, introducing a novel non-Bayesian approach called Additive
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Presentation Slides (Slides-Johan-Ugander.pdf)

13.58 MBEN 40 pages
Johan Ugander discusses learning preferences with irrelevant alternatives, focusing on choice systems as mathematical objects, and explores discrete choice,
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https://files.emailmeform.com/2071943/GbrsaMWo/16.pdf (16.pdf)

43 KBЕкатеринаEN 1 page
one proposes a probabilistic model for machine code learning, allowing for learning code that cannot be learned by traditional models, and the other presents a
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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
Preview of Probabilistic Multimodal Modeling for Human-Robot Interaction Tasks
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Probabilistic Multimodal Modeling for Human-Robot Interaction Tasks (p47.pdf)

4.51 MBEN 9 pages
Probabilistic Multimodal Modeling for Human-Robot Interaction Tasks: This work introduces a reformulation of Interaction Primitives, called ensemble Bayesian
Preview of Machine Learning
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Machine Learning (L11.2-prob-models-em.pdf)

945 KBEN 20 pages
The content covers machine learning and data mining, including unsupervised and supervised learning, probabilistic modeling, and expectation maximization
Preview of Macroeconomic Forecasts: NBP Survey Results (Sep 2023)
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Macroeconomic Forecasts: NBP Survey Results (Sep 2023) (Opis-wynikow-rundy-Ankiety-Makroekonomicznej-NBP-z-wrzesnia-2023-r.pdf)

623 KBPT 18 pages
Prognozy makroekonomiczne profesjonalnych prognostów. Wyniki Ankiety Makroekonomicznej NBP, Runda: wrzesień 2023 r. Synteza: prognozy probabilistyczne dla inflacji CPI, tempo wzrostu PKB i stopy referencyjnej NBP w latach 2023-2025.
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Course Syllabus (syllabusss23.pdf)

27 KBEN 2 pages
Theory and Practice II" covers the probabilistic and statistical foundations of forecasting, with a focus on maximizing the sharpness of predictive
Preview of Forecasting IBOVESPA Index with Fuzzy Logic
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Forecasting IBOVESPA Index with Fuzzy Logic (Newton-e-Outros.pdf)

221 KBEN 17 pages
This research applies fuzzy logic to predict the direction of price changes for the São Paulo Stock Exchange Index (IBOVESPA), utilizing 2,000 daily data points from January onwards. It offers a novel method for stock market forecasting.
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[PDF] (pronobis2017icml-padl.pdf)

1.04 MBAndrzej Pronobis, Avinash Ranganath, Rajesh P. N. RaoEN 9 pages
LibSPN is a Python library for learning and inference with Sum-Product Networks (SPNs) and TensorFlow, aiming to become a platform for the machine learning...
Preview of electronic edition @ stanford.edu (open access)
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electronic edition @ stanford.edu (open access) (intro-innovative.pdf)

553 KBTiffany MurrayEN 3 pages
The increasing use of Whole Genome Sequencing (WGS) and Whole Exome Sequencing (WES) in clinical settings has made it difficult to determine the causal variant...
Preview of Pesquisas Eleitorais
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Pesquisas Eleitorais (pesquisacotas1.pdf)

583 KBLUIZ CARLOSPT 4 pages
A pesquisa eleitoral no Brasil utiliza a amostra por cota, um tipo de amostragem não aleatória, para estimar o porcentual de votos.
Preview of Hawkes Edge Model
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Hawkes Edge Model (201_main_paper.pdf)

684 KBEN 10 pages
The Hawkes Edge Partition Model analyzes continuous-time event-based temporal networks. It infers community structure and interaction dynamics among entities using mutually-exciting Hawkes processes. The model modulates interaction dynamics based on latent representations.
Preview of Pragmatic Reasoning
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Pragmatic Reasoning (2005.06641.pdf)

1.04 MBEN 12 pages
The Rational Speech Act (RSA) framework formulates pragmatic reasoning as probabilistic speakers and listeners reasoning about each other

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