Personality Trait Inference Via Mobile Phone Sensors: A Machine Learning Approach

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Sze, Wun Yung Shaney, Herrero, Maryglen Pearl, Garriga, Roger
Format:	Preprint
Publié:	2024
Sujets:	Signal Processing Machine Learning
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Electrical Load Forecasting in Smart Grid: A Personalized Federated Learning Approach
par: Rahman, Ratun, et autres
Publié: (2024)

Personality Trait Recognition using ECG Spectrograms and Deep Learning
par: Altaf, Muhammad Mohsin, et autres
Publié: (2024)

Machine Learning Strategies for Parkinson Tremor Classification Using Wearable Sensor Data
par: Paucar-Escalante, Jesus, et autres
Publié: (2025)

Advancing Personalized Federated Learning: Integrative Approaches with AI for Enhanced Privacy and Customization
par: Cooper, Kevin, et autres
Publié: (2025)

On the Intersection of Signal Processing and Machine Learning: A Use Case-Driven Analysis Approach
par: Aburakhia, Sulaiman, et autres
Publié: (2024)

LD-RPMNet: Near-Sensor Diagnosis for Railway Point Machines
par: Li, Wei, et autres
Publié: (2025)

Time-Vertex Machine Learning for Optimal Sensor Placement in Temporal Graph Signals: Applications in Structural Health Monitoring
par: Niresi, Keivan Faghih, et autres
Publié: (2025)

Movable Antenna-Equipped UAV for Data Collection in Backscatter Sensor Networks: A Deep Reinforcement Learning-based Approach
par: Bai, Yu, et autres
Publié: (2024)

Missing Data in Signal Processing and Machine Learning: Models, Methods and Modern Approaches
par: Hippert-Ferrer, Alexandre, et autres
Publié: (2025)

Decentralised Variational Inference Frameworks for Multi-object Tracking on Sensor Networks: Additional Notes
par: Li, Qing, et autres
Publié: (2024)

Purification Of Contaminated Convolutional Neural Networks Via Robust Recovery: An Approach with Theoretical Guarantee in One-Hidden-Layer Case
par: Lu, Hanxiao, et autres
Publié: (2024)

Efficient Matrix Factorization Via Householder Reflections
par: Dash, Anirudh, et autres
Publié: (2024)

Distributed Machine Learning Approach for Low-Latency Localization in Cell-Free Massive MIMO Systems
par: Kumar, Manish, et autres
Publié: (2025)

Interpretable Causal Inference for Analyzing Wearable, Sensor, and Distributional Data
par: Katta, Srikar, et autres
Publié: (2023)

Robust Filtering and Learning in State-Space Models: Skewness and Heavy Tails Via Asymmetric Laplace Distribution
par: Yu, Yifan, et autres
Publié: (2025)

SCG With Your Phone: Diagnosis of Rhythmic Spectrum Disorders in Field Conditions
par: Golenderov, Peter, et autres
Publié: (2026)

Federated Contrastive Learning for Personalized Semantic Communication
par: Wang, Yining, et autres
Publié: (2024)

Integrative Deep Learning Framework for Parkinson's Disease Early Detection using Gait Cycle Data Measured by Wearable Sensors: A CNN-GRU-GNN Approach
par: Rashnu, Alireza, et autres
Publié: (2024)

Manifold Learning for Personalized and Label-Free Detection of Cardiac Arrhythmias
par: Vazifeh, Amir Reza, et autres
Publié: (2025)

Robust Filtering -- Novel Statistical Learning and Inference Algorithms with Applications
par: Chughtai, Aamir Hussain
Publié: (2025)

Subspace Representation Learning for Sparse Linear Arrays to Localize More Sources than Sensors: A Deep Learning Methodology
par: Chen, Kuan-Lin, et autres
Publié: (2024)

Modeling of Core Loss Based on Machine Learning and Deep Learning
par: He, Junqi, et autres
Publié: (2025)

FB-NLL: A Feature-Based Approach to Tackle Noisy Labels in Personalized Federated Learning
par: Ali, Abdulmoneam, et autres
Publié: (2026)

Machine Learning in Short-Reach Optical Systems: A Comprehensive Survey
par: Shao, Chen, et autres
Publié: (2024)

A Machine Learning-Driven Wireless System for Structural Health Monitoring
par: Pop, Marius, et autres
Publié: (2024)

Ionospheric Scintillation Forecasting Using Machine Learning
par: Halawa, Sultan, et autres
Publié: (2024)

Spiking Personalized Federated Learning for Brain-Computer Interface-Enabled Immersive Communication
par: Shang, Chen, et autres
Publié: (2026)

Latent Sensor Fusion: Multimedia Learning of Physiological Signals for Resource-Constrained Devices
par: Ahmed, Abdullah, et autres
Publié: (2025)

A Beginner's Guide to Power and Energy Measurement and Estimation for Computing and Machine Learning
par: Jagannadharao, Akshaya, et autres
Publié: (2024)

mtslearn: Machine Learning in Python for Medical Time Series
par: Jiang, Zhongheng, et autres
Publié: (2026)

Graph Filters for Signal Processing and Machine Learning on Graphs
par: Isufi, Elvin, et autres
Publié: (2022)

Traffic Congestion Prediction Using Machine Learning Techniques
par: Yasir, Rafed Muhammad, et autres
Publié: (2022)

Personalization on a Budget: Minimally-Labeled Continual Learning for Resource-Efficient Seizure Detection
par: Shahbazinia, Amirhossein, et autres
Publié: (2025)

Amplitude-Independent Machine Learning for PPG through Visibility Graphs and Transfer Learning
par: Miao, Yuyang, et autres
Publié: (2023)

A Novel TSK Fuzzy System Incorporating Multi-view Collaborative Transfer Learning for Personalized Epileptic EEG Detection
par: Li, Andong, et autres
Publié: (2021)

A Multi-Modal Unsupervised Machine Learning Approach for Biomedical Signal Processing in CPR
par: Islam, Saidul, et autres
Publié: (2024)

A Machine Learning Approach for Identifying Anatomical Biomarkers of Early Mild Cognitive Impairment
par: Ahmad, Alwani Liyana, et autres
Publié: (2024)

Communication-Efficient Multi-Modal Edge Inference via Uncertainty-Aware Distributed Learning
par: Zhao, Hang, et autres
Publié: (2026)

Inter-Subject Variance Transfer Learning for EMG Pattern Classification Based on Bayesian Inference
par: Yoneda, Seitaro, et autres
Publié: (2025)

On the Design and Performance of Machine Learning Based Error Correcting Decoders
par: Yuan, Yuncheng, et autres
Publié: (2024)

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
language	"fr"
ui	"standard"
VUFIND_SESSION	"268b20ac660fcd037f2c9b2094b5a029"

Session

Key	Value
__Laminas	array:2 [`"_REQUEST_ACCESS_TIME" => 1790786324.6126 "_VALID" => array:1 [ "Laminas\Session\Validator\Id" => "268b20ac660fcd037f2c9b2094b5a029" ]`]
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	"language=fr; ui=standard; VUFIND_SESSION=268b20ac660fcd037f2c9b2094b5a029"
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	"21505"
REDIRECT_URL	""" /Record/\n arxiv_https___arxiv_org_abs_2401_10305/Similar """
GATEWAY_INTERFACE	"CGI/1.1"
SERVER_PROTOCOL	"HTTP/1.1"
REQUEST_METHOD	"GET"
QUERY_STRING	""
REQUEST_URI	"/Record/%0Aarxiv_https___arxiv_org_abs_2401_10305/Similar"
SCRIPT_NAME	"/index.php"
PHP_SELF	"/index.php"
REQUEST_TIME_FLOAT	1790786324.6075
REQUEST_TIME	1790786324

Environment Variables empty

Registered Handlers

0. Whoops\Handler\PrettyPageHandler