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Bibliographic Details
Main Authors:	Masarotto, Valentina, Chen, Yiya
Format:	Preprint
Published:	2024
Subjects:	Applications
Online Access:	https://arxiv.org/abs/2409.01194
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A class of modular and flexible covariate-based covariance functions for nonstationary spatial modeling
by: Blasi, Federico, et al.
Published: (2024)

Design of intelligent behavior analysis software based on speaker identity classification algorithm in microgrid mode
by: Weijie Guo
Published: (2024)

Microbial correlation: a semi-parametric model for investigating microbial co-metabolism
by: Shi, Haoran, et al.
Published: (2025)

Seismic fragility curves fitting revisited: ordinal regression models and their generalization
by: Chen, Libo
Published: (2024)

Errors-in-variables regression for dependent data with estimated error covariance matrix: To prewhiten or not?
by: Qiu, Jingkun, et al.
Published: (2026)

Bayesian covariance regression for differential network analysis of zero-inflated microbiome data
by: Xu, Zichun, et al.
Published: (2026)

A novel smoothing-based goodness-of-fit test of covariance for multivariate sparse functional data
by: Ghosh, Dhrubajyoti, et al.
Published: (2025)

Roughness regularization for functional data analysis with free knots spline estimation
by: De Magistris, Anna, et al.
Published: (2024)

Bayesian analysis of restricted mean survival time adjusted for covariates using pseudo-observations
by: Orsini, Léa, et al.
Published: (2025)

SOLVAR: Fast covariance-based heterogeneity analysis with pose refinement for cryo-EM
by: Yadgar, Roey, et al.
Published: (2026)

Benchmarking covariate-adjustment strategies for randomized clinical trials
by: Shao, Yulin, et al.
Published: (2026)

Profile least squares estimation in networks with covariates
by: Chandna, Swati, et al.
Published: (2024)

Direct covariance matrix estimation with compositional data
by: Molstad, Aaron J., et al.
Published: (2022)

From color naming to color perception: Cross‐linguistic differences of the chromatic information processing in monolingual and bilingual speakers
by: Camilla Simoncelli, et al.
Published: (2024)

Spherical Double K-Means: a co-clustering approach for text data analysis
by: Bombelli, Ilaria, et al.
Published: (2025)

Modeling racial/ethnic differences in COVID-19 incidence with covariates subject to non-random missingness
by: Trangucci, Rob, et al.
Published: (2022)

Hybrid methods for missing categorical covariates in Cox model
by: Dioni, Abdoulaye, et al.
Published: (2025)

Species Sensitivity Distribution revisited: a Bayesian nonparametric approach
by: Alamichel, Louise, et al.
Published: (2026)

Still no evidence for an effect of the proportion of non-native speakers on language complexity -- A response to Kauhanen, Einhaus & Walkden (2023)
by: Koplenig, Alexander
Published: (2023)

A robust score test in g-computation for covariate adjustment in randomized clinical trials leveraging different variance estimators via influence functions
by: Zhang, Xin, et al.
Published: (2025)

Identifying Brexit voting patterns in the British House of Commons: an analysis based on Bayesian mixture models with flexible concomitant covariate effects
by: Berrettini, Marco, et al.
Published: (2021)

Information-theoretic evaluation of covariate distributions models
by: Hartung, Niklas, et al.
Published: (2024)

When Bayes goes bad: Weakly-regularized covariate adjustment leads to a biased estimate of prevalence
by: Kuh, Swen, et al.
Published: (2026)

Distributional stability of sparse inverse covariance matrix estimators
by: Chen, Renjie, et al.
Published: (2024)

A new test for assessing the covariate effect in ROC curves
by: Fanjul-Hevia, Arís, et al.
Published: (2024)

A flexible and interpretable spatial covariance model for data on graphs
by: Christensen, Michael F., et al.
Published: (2022)

Feature aware covariance estimation, with application to mixtures of chemical exposures
by: Bersson, Elizabeth, et al.
Published: (2025)

Simultaneous test of the mean vectors and covariance matrices for high-dimensional data using RMT
by: Niu, Zhenzhen, et al.
Published: (2024)

Copula-based spatio-temporal modeling of air pollutant data incorporating covariate dependencies
by: Jeon, Soyun, et al.
Published: (2025)

Analysis of spatially clustered survival data with unobserved covariates using SBART
by: Ghosh, Durbadal, et al.
Published: (2024)

On the minimum strength of (unobserved) covariates to overturn an insignificant result
by: Tsao, Danielle, et al.
Published: (2024)

Bias reduction in g-computation for covariate adjustment in randomized clinical trials
by: Zhang, Xin, et al.
Published: (2025)

Model-based indicators for co-clustered environments and species communities
by: Scherting, Braden, et al.
Published: (2025)

Doubly regularized generalized linear models for spatial observations with high-dimensional covariates
by: Sondhi, Arjun, et al.
Published: (2024)

cosimmr: an R package for fast fitting of Stable Isotope Mixing Models with covariates
by: Govan, Emma, et al.
Published: (2024)

Tree models for covariate-dependent method agreement with repeated measurements in clinical research
by: Karapetyan, Siranush, et al.
Published: (2026)

Identifying the demographic pathways linking environmental covariates to population dynamics in an avian migrant
by: Ellen C. Martin, et al.
Published: (2026)

ROC curve analysis for functional markers
by: Bianco, Ana M., et al.
Published: (2024)

The Skellam Distribution revisited -Estimating the unobserved incoming and outgoing ICU COVID-19 patients on a regional level in Germany
by: Rave, Martje, et al.
Published: (2023)

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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