ARIMA_PLUS: Large-scale, Accurate, Automatic and Interpretable In-Database Time Series Forecasting and Anomaly Detection in Google BigQuery

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Cheng, Xi, Shen, Weijie, Chen, Haoming, Shen, Chaoyi, Ortega, Jean, Liu, Jiashang, Thomas, Steve, Zheng, Honglin, Wu, Haoyun, Li, Yuxiang, Lichtendahl, Casey, Ortiz, Jenny, Liu, Gang, Qi, Haiyang, Fatemieh, Omid, Fry, Chris, Long, Jing Jing
Formato:	Preprint
Publicado:	2025
Materias:	Distributed, Parallel, and Cluster Computing Machine Learning
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

Comparative Analysis of Data Warehousing Solutions: AWS Redshift vs. Snowflake vs. Google BigQuery
por: Naga Surya Teja Thallam
Publicado: (2020)

Machine Learning for Everyone: Simplifying Healthcare Analytics with BigQuery ML
por: Salari, Mohammad Amir, et al.
Publicado: (2025)

NHANES-GCP: Leveraging the Google Cloud Platform and BigQuery ML for reproducible machine learning with data from the National Health and Nutrition Examination Survey
por: Katz, B. Ross, et al.
Publicado: (2024)

Three‐Armed Polycaprolactone‐Based Polyurethane for High‐Performance Composite Solid‐State Electrolytes
por: Zitong Shen, et al.
Publicado: (2025)

Natural Language Query Engine for Relational Databases using Generative AI
por: Fotso, Steve Tueno
Publicado: (2024)

Safety Certificate against Latent Variables with Partially Unidentifiable Dynamics
por: Jing, Haoming, et al.
Publicado: (2025)

Convex Chance-Constrained Programs with Wasserstein Ambiguity
por: Shen, Haoming, et al.
Publicado: (2021)

A Control Perspective on Training PINNs
por: Barreau, Matthieu, et al.
Publicado: (2025)

Energy-Efficient Approximate Full Adders Applying Memristive Serial IMPLY Logic For Image Processing
por: Fatemieh, Seyed Erfan, et al.
Publicado: (2024)

Energy‐Efficient Approximate Full Adders Applying Memristive Serial IMPLY Logic for Image Processing
por: Seyed Erfan Fatemieh, et al.
Publicado: (2026)

ARIMA
Publicado: (2024)

Flipping the Classroom for Information Literacy Instruction: Considerations towards Personalisation and Collaborative Learning
por: Jing Shen
Publicado: (2018)

CHASE: A Native Relational Database for Hybrid Queries on Structured and Unstructured Data
por: Ma, Rui, et al.
Publicado: (2025)

M3-BENCH: Process-Aware Evaluation of LLM Agents' Social Behaviors in Mixed-Motive Games
por: Xie, Sixiong, et al.
Publicado: (2026)

Real-Valued Vector Modified Korteweg--de Vries Equation: Solitons Featuring Multiple Poles
por: Yang, Zhenzhen, et al.
Publicado: (2025)

Federated Representation Learning in the Under-Parameterized Regime
por: Liu, Renpu, et al.
Publicado: (2024)

Riemann–Hilbert method to the Ablowitz–Ladik equation: Higher‐order cases
por: Huan Liu, et al.
Publicado: (2024)

Multiple higher-order poles solutions in spinor Bose-Einstein condensates
por: Liu, Huan, et al.
Publicado: (2024)

Riemann--Hilbert method to the Ablowitz--Ladik equation: higher-order case
por: Liu, Huan, et al.
Publicado: (2024)

Big Data, Big Decisions Choosing the Right Database
por: Hassan, Mohamed
Publicado: (2024)

The S-PLUS Ultra-Short Survey: Photometric Re-calibration with the BEst STar Database
por: Li, Xiaolu, et al.
Publicado: (2025)

Synthesizing Document Database Queries using Collection Abstractions
por: Liu, Qikang, et al.
Publicado: (2024)

Design of Memristive Lightweight Encryption For In-Memory Image Steganography
por: Fatemieh, Seyed Erfan, et al.
Publicado: (2026)

Fast and low energy approximate full adder based on FELIX logic
por: Fatemieh, Seyed Erfan, et al.
Publicado: (2025)

Energy-Efficient and Fast Memristor-based Serial Multipliers Applicable in Image Processing
por: Fatemieh, Seyed Erfan, et al.
Publicado: (2024)

Sequential Quadratic Optimization for Solving Expectation Equality Constrained Stochastic Optimization Problems
por: Shen, Haoming, et al.
Publicado: (2025)

Spatiotemporal Dynamics and Future Projections of Crop Production Water Footprint Integrated With SWAP‐WOFOST and ARIMA Models
por: Zhao Chen, et al.
Publicado: (2025)

Visualized Geometric Phase of Caustic Geometric Beams
por: Li, Haiyang, et al.
Publicado: (2025)

A Quantum-based Database Query Scheme for Privacy Preservation in Cloud Environment
por: Liu, Wenjie, et al.
Publicado: (2020)

Querying Databases with Function Calling
por: Shorten, Connor, et al.
Publicado: (2025)

Ranked Enumeration for Database Queries
por: Tziavelis, Nikolaos, et al.
Publicado: (2024)

The Importance of Parameters in Database Queries
por: Gilad, Amir, et al.
Publicado: (2024)

Optimization of Energy Consumption Forecasting in Puno using Parallel Computing and ARIMA Models: An Innovative Approach to Big Data Processing
por: Vilca-Tinta, Cliver W., et al.
Publicado: (2024)

Anti‐Photoaging Effects and Potential Molecular Mechanisms of Ergothioneine‐Derived‐ Ganoderma lucidum on UVB‐Irradiated Skin
por: Zihao Zong, et al.
Publicado: (2026)

Deamination‐ or N‐Nitrosation‐Based Methods for m6A Profiling
por: Weiguo Shen, et al.
Publicado: (2024)

Enhanced Digital Twin for Human-Centric and Integrated Lighting Asset Management in Public Libraries: From Corrective to Predictive Maintenance
por: Lin, Jing, et al.
Publicado: (2024)

A Novel Adaptive Low-Rank Matrix Approximation Method for Image Compression and Reconstruction
por: Xu, Weiwei, et al.
Publicado: (2025)

Database Design Using Computer-Assisted Software Packages.
por: Shen, Stewart N. T.
Publicado: (1989)

Enhancing semi-resolved CFD-DEM for dilute to dense particle-fluid systems: A point cloud based, two-step mapping strategy via coarse graining
por: Liu, Yuxiang, et al.
Publicado: (2025)

Multiple Database Access: More Users, More Considerations.
por: Hardin, Steve
Publicado: (1991)

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	"a5738a277746488b1f7aefb35f6d1152"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790843641.56 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "a5738a277746488b1f7aefb35f6d1152" ]`]
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=a5738a277746488b1f7aefb35f6d1152"
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	"6179"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2510_24452/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2510_24452/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790843641.5447
REQUEST_TIME	1790843641

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler