vivid: An R package for Variable Importance and Variable Interactions Displays for Machine Learning Models

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Inglis, Alan, Parnell, Andrew, Hurley, Catherine
Formato:	Preprint
Publicado:	2022
Materias:	Computation
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Machine Learning Applied to the Detection of Mycotoxin in Food: A Review
por: Inglis, Alan, et al.
Publicado: (2024)

A Tidy Data Structure and Visualisations for Multiple Variable Correlations and Other Pairwise Scores
por: Chinwan, Amit, et al.
Publicado: (2024)

wdiexplorer: An R package Designed for Exploratory Analysis of World Development Indicators (WDI) Data
por: Akinfenwa, Oluwayomi, et al.
Publicado: (2025)

PieGlyph: An R package for creating axis invariant pie-glyphs for 2d plots
por: Vishwakarma, Rishabh, et al.
Publicado: (2025)

reslr: An R package for relative sea level modelling
por: Upton, Maeve, et al.
Publicado: (2023)

Mathematical Theory of Collinearity Effects on Machine Learning Variable Importance Measures
por: Bladen, Kelvyn K., et al.
Publicado: (2025)

Targeted Learning for Variable Importance
por: Wang, Xiaohan, et al.
Publicado: (2024)

Targeted Learning on Variable Importance Measure for Heterogeneous Treatment Effect
por: Li, Haodong, et al.
Publicado: (2023)

Perception of Visual Variables on Virtual Wall-Sized Tiled Displays in Immersive Environments
por: Han, Dongyun, et al.
Publicado: (2025)

Multi-source Stable Variable Importance Measure via Adversarial Machine Learning
por: Wang, Zitao, et al.
Publicado: (2024)

Advanced simulations with PLUMED: OPES and Machine Learning Collective Variables
por: Trizio, Enrico, et al.
Publicado: (2024)

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

Enhancing Variable Importance in Random Forests: A Novel Application of Global Sensitivity Analysis
por: Vannucci, Giulia, et al.
Publicado: (2024)

Offsetting Perceptual Bias in Visual Clustering: The Role of Point Size Adjustment in Variable Display Sizes
por: Yang, Taehyun, et al.
Publicado: (2024)

LocalCop: An R package for local likelihood inference for conditional copulas
por: Acar, Elif F., et al.
Publicado: (2024)

BRBVS: An R Package for Bivariate Variable selection in Copula Survival Model(s) domain
por: Petti, Danilo, et al.
Publicado: (2025)

Challenges of Interaction in Optimizing Mixed Categorical-Continuous Variables
por: Akimoto, Youhei, et al.
Publicado: (2025)

Rashomon effect in Educational Research: Why More is Better Than One for Measuring the Importance of the Variables?
por: Kuzilek, Jakub, et al.
Publicado: (2024)

Relative Importance of Learning Variables on L2 Performance
por: Gabriela Olivares-Cuhat
Publicado: (2010)

piCurve: an R package for modeling photosynthesis-irradiance curves
por: Amirian, Mohammad M., et al.
Publicado: (2025)

A Mini-Review on Mobile Manipulators with Variable Autonomy
por: Contreras, Cesar Alan, et al.
Publicado: (2024)

trajmsm: An R package for Trajectory Analysis and Causal Modeling
por: Diop, Awa, et al.
Publicado: (2024)

Prioritizing Variables for Observational Study Design using the Joint Variable Importance Plot
por: Liao, Lauren D., et al.
Publicado: (2023)

The Rashomon Importance Distribution: Getting RID of Unstable, Single Model-based Variable Importance
por: Donnelly, Jon, et al.
Publicado: (2023)

How Your Location Relates to Health: Variable Importance and Interpretable Machine Learning for Environmental and Sociodemographic Data
por: Maitra, Ishaan, et al.
Publicado: (2025)

Introducing the vfunc R package
por: Hankin, Robin K. S.
Publicado: (2026)

Learning Latent Variable Models via Jarzynski-adjusted Langevin Algorithm
por: Cuin, James, et al.
Publicado: (2025)

On the Importance of Expert‐Informed Variable Selection in Species Distribution Modelling
por: Giordano Mancini, et al.
Publicado: (2025)

Importance of Electronic Entropy for Machine Learning Interatomic Potentials
por: Petersen, Martin Hoffmann, et al.
Publicado: (2026)

Monitoring data in R with the lumberjack package
por: van der Loo, Mark P. J.
Publicado: (2020)

An introduction to R package `mvs`
por: van Loon, Wouter
Publicado: (2025)

Detecting Machine-Generated Long-Form Content with Latent-Space Variables
por: Tian, Yufei, et al.
Publicado: (2024)

Social media marketing communication: effect of interactivity and vividness on user engagement
por: João Coelho Soares
Publicado: (2019)

A Latent-Variable Model for Intrinsic Probing
por: Stańczak, Karolina, et al.
Publicado: (2022)

Fast Variational Boosting for Latent Variable Models
por: Gunawan, David, et al.
Publicado: (2025)

fkbma: An R Package for Detecting Tailoring Variables with Free-Knot B-Splines and Bayesian Model Averaging
por: Maleyeff, Lara, et al.
Publicado: (2025)

Describe, Transform, Machine Learning: Feature Engineering for Grain Boundaries and Other Variable-Sized Atom Clusters
por: Owens, C. Braxton, et al.
Publicado: (2024)

A principled approach for comparing Variable Importance
por: Reyero-Lobo, Angel, et al.
Publicado: (2025)

Challenges in Variable Importance Ranking Under Correlation
por: Liang, Annie, et al.
Publicado: (2024)

Variable Selection Using Relative Importance Rankings
por: Chang, Tien-En, et al.
Publicado: (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'

Environment & details:

GET Data empty

POST Data empty

Files empty

Key	Value
ui	"standard"
language	"es"
VUFIND_SESSION	"2d78db941e90c22ca322bd60c2a2e979"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790854450.4161 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "2d78db941e90c22ca322bd60c2a2e979" ]`]
SessionState	Laminas\Stdlib\ArrayObject {#938}
FlashMessenger	Laminas\Stdlib\ArrayObject {#1433}
SessionHelper	Laminas\Stdlib\ArrayObject {#1759}

Server/Request Data

Key	Value
REDIRECT_VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
REDIRECT_HTTPS	"on"
REDIRECT_SSL_TLS_SNI	"info.umar.mx"
REDIRECT_STATUS	"200"
VUFIND_LOCAL_DIR	"/usr/local/vufind/local"
HTTPS	"on"
SSL_TLS_SNI	"info.umar.mx"
HTTP_ACCEPT	"/"
HTTP_USER_AGENT	"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_COOKIE	"ui=standard; language=es; VUFIND_SESSION=2d78db941e90c22ca322bd60c2a2e979"
HTTP_ACCEPT_ENCODING	"gzip, br, zstd, deflate"
HTTP_HOST	"info.umar.mx"
PATH	"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/snap/bin"
SERVER_SIGNATURE	"<address>Apache/2.4.66 (Ubuntu) Server at info.umar.mx Port 443</address>\n"
SERVER_SOFTWARE	"Apache/2.4.66 (Ubuntu)"
SERVER_NAME	"info.umar.mx"
SERVER_ADDR	"200.23.222.19"
SERVER_PORT	"443"
REMOTE_ADDR	"216.73.216.147"
DOCUMENT_ROOT	"/usr/local/vufind/public"
REQUEST_SCHEME	"https"
CONTEXT_PREFIX	""
CONTEXT_DOCUMENT_ROOT	"/usr/local/vufind/public"
SERVER_ADMIN	"admin@localhost"
SCRIPT_FILENAME	"/usr/local/vufind/public/index.php"
REMOTE_PORT	"18139"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2210_11391/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2210_11391/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790854450.3997
REQUEST_TIME	1790854450

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler