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Bibliographic Details
Main Authors:	Rimella, Lorenzo, Jewell, Chris, Fearnhead, Paul
Format:	Preprint
Published:	2023
Subjects:	Methodology
Online Access:	https://arxiv.org/abs/2310.10761
Tags:	Add Tag No Tags, Be the first to tag this record!

Scalable calibration of individual-based epidemic models through categorical approximations
by: Rimella, Lorenzo, et al.
Published: (2025)

MCMC for State Space models
by: Fearnhead, Paul, et al.
Published: (2025)

Improving Power by Conditioning on Less in Post-selection Inference for Changepoints
by: Carrington, Rachel, et al.
Published: (2023)

Post-selection inference for quantifying uncertainty in changes in variance
by: Carrington, Rachel, et al.
Published: (2024)

Scalable Monte Carlo for Bayesian Learning
by: Fearnhead, Paul, et al.
Published: (2024)

The Multiple Change-in-Gaussian-Mean Problem
by: Fearnhead, Paul, et al.
Published: (2024)

A communication-efficient, online changepoint detection method for monitoring distributed sensor networks
by: Yang, Ziyang, et al.
Published: (2024)

A Log-Linear Non-Parametric Online Changepoint Detection Algorithm based on Functional Pruning
by: Romano, Gaetano, et al.
Published: (2023)

Automatic Change-Point Detection in Time Series via Deep Learning
by: Li, Jie, et al.
Published: (2022)

Non-centred Bayesian inference for discrete-valued state-transition models: the Rippler algorithm
by: Neill, James, et al.
Published: (2026)

Misspecification-robust Sequential Neural Likelihood for Simulation-based Inference
by: Kelly, Ryan P., et al.
Published: (2023)

Generalized Bayesian Likelihood-Free Inference
by: Pacchiardi, Lorenzo, et al.
Published: (2021)

When Composite Likelihood Meets Stochastic Approximation
by: Alfonzetti, Giuseppe, et al.
Published: (2023)

Test-Negative Designs with Multiple Testing Sources
by: Yu, Mengxin, et al.
Published: (2025)

Robust Simulation Based Inference
by: Tomaselli, Lorenzo, et al.
Published: (2025)

Non-centering for discrete-valued state transition models: an application to ESBL-producing E. coli transmission in Malawi
by: Neill, James, et al.
Published: (2025)

Don't Disregard the Data for Lack of a Likelihood: Bayesian Synthetic Likelihood for Enhanced Multilevel Network Meta-Regression
by: Campbell, Harlan, et al.
Published: (2026)

Consistent and Scalable Composite Likelihood Estimation of Probit Models with Crossed Random Effects
by: Bellio, Ruggero, et al.
Published: (2023)

Doubly Robust Machine Learning for Population Size Estimation with Missing Covariates: Application to Gaza Conflict Mortality
by: Rubio, Mateo Dulce, et al.
Published: (2026)

Quantifying uncertainty in spikes estimated from calcium imaging data
by: Chen, Yiqun T., et al.
Published: (2021)

Efficient Nested Simulation Experiment Design via the Likelihood Ratio Method
by: Feng, Mingbin Ben, et al.
Published: (2020)

On Nonparanormal Likelihoods
by: Hothorn, Torsten
Published: (2024)

Likelihood-Based Ergodicity Transformations in Time Series Analysis
by: Britto, Anthony
Published: (2026)

Efficient Gibbs Sampling in Cox Regression Models Using Composite Partial Likelihood and Pólya-Gamma Augmentation
by: Tamano, Shu, et al.
Published: (2025)

Approximate Likelihood-Based Inference for Spatial Generalized Linear Mixed Models
by: Watson, Samuel I., et al.
Published: (2026)

Hazard-Based Targeted Maximum Likelihood Estimation for Survival in Resampling Designs
by: Landsiedel, Kirsten E., et al.
Published: (2025)

Likelihood-ratio inference on differences in quantiles
by: Miller, Evan
Published: (2023)

Neural Likelihood Surfaces for Spatial Processes with Computationally Intensive or Intractable Likelihoods
by: Walchessen, Julia, et al.
Published: (2023)

Likelihood-Based Regression for Weibull Accelerated Life Testing Model Under Censored Data
by: Konar, Rahul, et al.
Published: (2026)

Simulation-based Inference for High-dimensional Data using Surjective Sequential Neural Likelihood Estimation
by: Dirmeier, Simon, et al.
Published: (2023)

Pseudo-Empirical Likelihood Methods for Causal Inference
by: Huang, Jingyue, et al.
Published: (2024)

Revisiting Penalized Likelihood Estimation for Gaussian Processes
by: Mutoh, Ayumi, et al.
Published: (2025)

Sample Empirical Likelihood Methods for Causal Inference
by: Huang, Jingyue, et al.
Published: (2024)

Primed Priors for Simulation-Based Validation of Bayesian Models
by: Fazio, Luna, et al.
Published: (2024)

Empirical Likelihood for Nonsmooth Functionals
by: Namkoong, Hongseok
Published: (2026)

Bayesian Nonparametric Quasi Likelihood
by: Linero, Antonio R.
Published: (2024)

Empirical Likelihood with Generative AI
by: Li, Jiguang, et al.
Published: (2026)

Regularized Exponentially Tilted Empirical Likelihood for Bayesian Inference
by: Kim, Eunseop, et al.
Published: (2023)

Likelihood-based inference for the Gompertz model with Poisson errors
by: Onorati, Paolo, et al.
Published: (2025)

if (filemtime($filename) + $maxlifetime < time()) { unlink($filename); $count++; } } return $count; } /** * A function that is called internally when session data is to be saved. * * @param string $sessId The current session ID * @param string $data The session data to write * * @return bool */ protected function saveSession($sessId, $data): bool { $sessFile = $this->path . '/sess_' . $sessId; if ($handle = fopen($sessFile, 'w')) { $return = false; // Lock the file for exclusive access to avoid issues with multiple // processes writing session simultaneously: if (flock($handle, LOCK_EX)) { $return = fwrite($handle, $data); // Make sure that there's no trailing data by truncating the file to // the correct length: ftruncate($handle, strlen($data)); fflush($handle); flock($handle, LOCK_UN); } fclose($handle); if ($return !== false) { return true; } } // If we got this far, something went wrong with the file output... // It is tempting to throw an exception here, but this code is called // outside of the context of exception handling, so all we can do is // echo a message.

// 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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