Exploratory Data Analysis for Banking and Finance: Unveiling Insights and Patterns

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Agarwal, Ankur, Prabha, Shashi, Yadav, Raghav
Format:	Preprint
Publié:	2024
Sujets:	Computers and Society
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Rule based Complex Event Processing for an Air Quality Monitoring System in Smart City
par: Kumar, Shashi Shekhar, et autres
Publié: (2024)

Business Utility of Large Language Models as Exploratory Data Analysis Agents
par: Łabędzki, Rafał, et autres
Publié: (2026)

Predicting Male Domestic Violence Using Explainable Ensemble Learning and Exploratory Data Analysis
par: Jahin, Md Abrar, et autres
Publié: (2024)

An Exploratory Case Study on Data Breach Journalism
par: Ruohonen, Jukka, et autres
Publié: (2024)

Banking 2.0: The Stablecoin Banking Revolution -- How Digital Assets Are Reshaping Global Finance
par: McNamara, Kevin, et autres
Publié: (2025)

Pothole Detection and Analysis System (PoDAS) for Real Time Data Using Sensor Networks
par: Mehta, Jinesh, et autres
Publié: (2025)

From Incidents to Insights: Patterns of Responsibility following AI Harms
par: Richards, Isabel, et autres
Publié: (2025)

Unveiling Urban Mobility Patterns: A Data-Driven Analysis of Public Transit
par: Yusuf, Oluwaleke, et autres
Publié: (2024)

A Survey of LLM-Based Applications in Programming Education: Balancing Automation and Human Oversight
par: Pitts, Griffin, et autres
Publié: (2025)

Insights from Farmer-Managed Decentralized Solar Irrigation Systems
par: Choudhury, Arnab Paul, et autres
Publié: (2026)

Incorporating AI incident reporting into telecommunications law and policy: Insights from India
par: Agarwal, Avinash, et autres
Publié: (2025)

Power Consumption Patterns Using Telemetry Data
par: Cheon, Harry, et autres
Publié: (2026)

Spatial Computing Opportunities in Biomedical Decision Support: The Atlas-EHR Vision
par: Farhadloo, Majid, et autres
Publié: (2023)

The AI Regulatory Readiness Index ARRI: Assessing Cross-Jurisdictional Legal Preparedness for AI in Telecommunications
par: Agarwal, Avinash, et autres
Publié: (2025)

Functional Consistency across Retail Central Bank Digital Currency and Commercial Bank Money
par: Braine, Lee, et autres
Publié: (2023)

Examining The CoVCues Dataset: Supporting COVID Infodemic Research Through A Novel User Assessment Study
par: Poudel, Shreetika, et autres
Publié: (2026)

The Effect of Covid-19 Lockdown on Human Behaviour Using Analytical Hierarchy Process
par: Jain, Rashi, et autres
Publié: (2025)

Navigating Knowledge: Patterns and Insights from Wikipedia Consumption
par: Piccardi, Tiziano, et autres
Publié: (2025)

Rideshare Transparency: Translating Gig Worker Insights on AI Platform Design to Policy
par: Rao, Varun Nagaraj, et autres
Publié: (2024)

Mindsets and Management: AI and Gender (In)Equitable Access to Finance
par: Smith, Genevieve
Publié: (2025)

Adoption of AI-Driven Fraud Detection System in the Nigerian Banking Sector: An Analysis of Cost, Compliance, and Competency
par: John, Stephen Alaba, et autres
Publié: (2025)

Finance as Extended Biology: Reciprocity as the Cognitive Substrate of Financial Behavior
par: Diau, Egil
Publié: (2025)

Comparative Analysis of Human Mobility Patterns: Utilizing Taxi and Mobile (SafeGraph) Data to Investigate Neighborhood-Scale Mobility in New York City
par: Jiang, Yuqin, et autres
Publié: (2024)

Gendered Digital Financing Adoption and Women's Financial Inclusion in Pakistan
par: Asim, Abdul Wadood, et autres
Publié: (2026)

Harnessing LLMs for Automated Video Content Analysis: An Exploratory Workflow of Short Videos on Depression
par: Liu, Jiaying Lizzy, et autres
Publié: (2024)

Illustrative Industry Architecture to Mitigate Potential Fragmentation across a Central Bank Digital Currency and Commercial Bank Money
par: Braine, Lee, et autres
Publié: (2022)

Investigation of the Privacy Concerns in AI Systems for Young Digital Citizens: A Comparative Stakeholder Analysis
par: Campbell, Molly, et autres
Publié: (2025)

You See It, They Don't: An Exploratory Study of User-to-User Variation in Instagram Comments
par: Nutakki, Brahmani, et autres
Publié: (2026)

mopri - An Analysis Framework for Unveiling Privacy Violations in Mobile Apps
par: Ziepel, Cornell, et autres
Publié: (2026)

DECASTE: Unveiling Caste Stereotypes in Large Language Models through Multi-Dimensional Bias Analysis
par: Vijayaraghavan, Prashanth, et autres
Publié: (2025)

States of Disarray: Cleaning Data for Gerrymandering Analysis
par: Agarwal, Ananya, et autres
Publié: (2025)

Linguistic Complexity and Socio-cultural Patterns in Hip-Hop Lyrics
par: Bansal, Aayam, et autres
Publié: (2025)

Patterns and Purposes: A Cross-Journal Analysis of AI Tool Usage in Academic Writing
par: Xu, Ziyang
Publié: (2025)

Approaching Emergent Risks: An Exploratory Study into Artificial Intelligence Risk Management within Financial Organisations
par: McGee, Finlay
Publié: (2024)

Retail Central Bank Digital Currency: Motivations, Opportunities, and Mistakes
par: Goodell, Geoffrey, et autres
Publié: (2024)

An Exploratory Analysis of COVID Bot vs Human Disinformation Dissemination stemming from the Disinformation Dozen on Telegram
par: Ng, Lynnette Hui Xian, et autres
Publié: (2024)

In Times of Crisis: An Exploratory Study of Media and Political Discourse on YouTube During the 2024 French Elections
par: Sosnovik, Vera, et autres
Publié: (2025)

Privacy Ethics Alignment in AI: A Stakeholder-Centric Framework for Ethical AI
par: Barthwal, Ankur, et autres
Publié: (2025)

Mitigating Gender Bias via Fostering Exploratory Thinking in LLMs
par: Wei, Kangda, et autres
Publié: (2025)

Multi-Modal Framing Analysis of News
par: Arora, Arnav, et autres
Publié: (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
VUFIND_SESSION	"e4257bc30115d3e1329f8c8f37de1cec"
ui	"standard"
language	"fr"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790887893.8342 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "e4257bc30115d3e1329f8c8f37de1cec" ]`]
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	"VUFIND_SESSION=e4257bc30115d3e1329f8c8f37de1cec; ui=standard; language=fr"
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	"216.73.217.142"
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	"12246"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2407_11976/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2407_11976/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790887893.8288
REQUEST_TIME	1790887893

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler