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Main Authors:	Hansen, Blake, Zorzetto, Dafne, Edefonti, Valeria, De Vito, Roberta
Format:	Preprint
Published:	2025
Subjects:	Methodology Applications
Online Access:	https://arxiv.org/abs/2510.07518
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A Bayesian Nonparametric Method to Adjust for Unmeasured Confounding with Negative Controls
by: Hu, Jie Kate, et al.
Published: (2023)

Sparse Bayesian Factor Models with Mass-Nonlocal Factor Scores
by: Huang, Yingjie, et al.
Published: (2024)

Characterizing the Effects of Environmental Exposures on Social Mobility: Bayesian Semi-parametrics for Principal Stratification
by: Zorzetto, Dafne, et al.
Published: (2024)

Multivariate Causal Effects: a Bayesian Causal Regression Factor Model
by: Zorzetto, Dafne, et al.
Published: (2025)

Bayesian Nonparametric Causal Inference for High-Dimensional Nutritional Data via Factor-Based Exposure Mapping
by: Zorzetto, Dafne, et al.
Published: (2026)

Causal Inference for Latent Outcomes Learned with Factor Models
by: Landy, Jenna M., et al.
Published: (2025)

Bayes Factor of Zero Inflated Models under Jeffereys Prior
by: Pramanik, Paramahansa, et al.
Published: (2024)

A Bayesian Semiparametric Mixture Model for Clustering Zero-Inflated Microbiome Data
by: Korsurat, Suppapat, et al.
Published: (2025)

Modeling Zero-Inflated Correlated Dental Data through Gaussian Copulas and Approximate Bayesian Computation
by: Mukherjee, Anish, et al.
Published: (2024)

Modeling Zero-Inflated Longitudinal Circular Data Using Bayesian Methods: Application to Ophthalmology
by: Bhuyan, Prajamitra, et al.
Published: (2026)

A Bayesian Functional Concurrent Zero-Inflated Dirichlet-Multinomial Regression Model with Application to Infant Microbiome
by: Erlandson, Brody, et al.
Published: (2026)

Model-based Clustering of Multi-Dimensional Zero-Inflated Counts via the EM Algorithm
by: AghahosseinaliShirazi, Zahra, et al.
Published: (2024)

A Bayesian Adaptive Latent Mixture Model for Zero-Inflated Weighted Brain Connectome Analysis
by: Huang, Hsin-Hsiung, et al.
Published: (2026)

Bayesian Joint Modeling of Zero-Inflated Longitudinal Data and Survival with a Cure Fraction: Application to AIDS Data
by: Baghfalaki, Taban, et al.
Published: (2025)

A Comparison of Zero-Inflated Models for Modern Biomedical Data
by: Beveridge, Max, et al.
Published: (2024)

A Semiparametric Quantile Single-Index Model for Zero-Inflated Outcomes
by: Wang, Zirui, et al.
Published: (2025)

A Zero-Inflated Poisson Latent Position Cluster Model
by: Lu, Chaoyi, et al.
Published: (2025)

Fast Variational Inference for Bayesian Factor Analysis in Single and Multi-Study Settings
by: Hansen, Blake, et al.
Published: (2023)

A Zero-Inflated Spatio-Temporal Model for Integrating Fishery-Dependent and Independent Data under Preferential Sampling
by: Silva, Daniela, et al.
Published: (2025)

Bayesian Matrix Factor Models for Demographic Analysis Across Age and Time
by: Zens, Gregor
Published: (2025)

Hurdle Network Model With Latent Dynamic Shrinkage For Enhanced Edge Prediction in Zero-Inflated Directed Network Time Series
by: Pramanik, Sandipan, et al.
Published: (2025)

A Quasi-Regression Method for the Mediation Analysis of Zero-Inflated Single-Cell Data
by: Ahn, Seungjun, et al.
Published: (2026)

A Zero-Inflated Beta Mixture Model for Marginal Mediation Analysis with Compositional Microbiome Mediators
by: Ahn, Seungjun, et al.
Published: (2026)

A Statistical Framework for Co-Mediators of Zero-Inflated Single-Cell RNA-Seq Data
by: Ahn, Seungjun, et al.
Published: (2025)

Bayesian integrative factor analysis methods, with application in nutrition and genomics data
by: Liang, Mavis, et al.
Published: (2025)

Estimation of An Infinite Dimensional Transition Probability Matrix Using a Generalized Hierarchical Stick-Breaking Process
by: Saha, Agamani, et al.
Published: (2025)

Flexible Estimation of the Heterogeneous Non-Parametric Component in a Relative Survival Cure Model
by: Di Mari, Fabrizio, et al.
Published: (2025)

A Latent Class Bayesian Model for Multivariate Longitudinal Outcomes with Excess Zeros
by: Chakraborty, Chitradipa, et al.
Published: (2025)

Bayesian Power and Sample Size Calculations for Bayes Factors in the Binomial Setting
by: Kelter, Riko, et al.
Published: (2025)

Regularized Fingerprinting in Detection and Attribution of Climate Change with Weight Matrix Optimizing the Efficiency in Scaling Factor Estimation
by: Li, Yan, et al.
Published: (2020)

Bayesian clustering of multiple zero-inflated outcomes
by: Franzolini, Beatrice, et al.
Published: (2022)

A Bayesian Hybrid Design with Borrowing from Historical Study
by: Lu, Zhaohua, et al.
Published: (2024)

Scalable Bayesian Semiparametric Additive Regression Models For Microbiome Studies
by: Chen, Tinghua, et al.
Published: (2024)

Accelerating Bayesian Inference via Multi-Fidelity Transport Map Coupling
by: Muchandimath, Sanjan C., et al.
Published: (2025)

Bayesian Network Propensity Score to Evaluate Treatment Effects in Observational Studies
by: Di Serio, Clelia, et al.
Published: (2025)

Monitoring Adverse Events Through Bayesian Nonparametric Clustering Across Studies
by: Yuan, Shijie, et al.
Published: (2025)

Bayesian Nonparametric Risk Assessment in Developmental Toxicity Studies with Ordinal Responses
by: Kang, Jizhou, et al.
Published: (2024)

Bayesian Non-Homogeneous Hidden Markov Model with Variable Selection for Investigating Drivers of Seizure Risk Cycling
by: Wang, Emily T., et al.
Published: (2022)

A Bayesian Method for Adverse Effects Estimation in Observational Studies with Truncation by Death
by: Sisti, Anthony, et al.
Published: (2024)

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// Anecdotal testing Today and Yesterday seems to indicate destroy() // is called by the garbage collector and everything is good. // Something to keep in mind though. return 0; } /** * Write function that is called when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ public function write($sessId, $data): bool { if ($this->writesDisabled) { return true; } return $this->saveSession($sessId, $data); } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ abstract protected function saveSession($sessId, $data): bool; }

* * @return void */ public function writeClose() { // The assumption is that we're using PHP's ext/session. // session_write_close() will actually overwrite $_SESSION with an // empty array on completion -- which leads to a mismatch between what // is in the storage object and $_SESSION. To get around this, we // temporarily reset $_SESSION to an array, and then re-link it to // the storage object. // // Additionally, while you _can_ write to $_SESSION following a // session_write_close() operation, no changes made to it will be // flushed to the session handler. As such, we now mark the storage // object isImmutable. $storage = $this->getStorage(); if (! $storage->isImmutable()) { $_SESSION = $storage->toArray(true); session_write_close(); $storage->fromArray($_SESSION); $storage->markImmutable(); } } /** * Attempt to set the session name * * If the session has already been started, or if the name provided fails * validation, an exception will be raised. * * @param string $name * @return SessionManager * @throws Exception\InvalidArgumentException */ public function setName($name) { if ($this->sessionExists()) { throw new Exception\InvalidArgumentException( 'Cannot set session name after a session has already started'

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