Enhancing Transparency in Transport Mode Detection: An Interpretable Ensemble Model Classifier

A Aziz, NK Youkee, FS Ahmed… - … on Advances in …, 2024 - ieeexplore.ieee.org
Transport Mode Detection (TMD) is a crucial component in the field of Intelligent
Transportation Systems (ITS), taking advantage of current advancements in Artificial …

Machine Learning for Data-Centric Transport Mode Detection: A Systematic Review

N Yang, C Al Haddad, I Yamnenko… - Available at SSRN … - papers.ssrn.com
Ubiquitous and diverse sensors have enriched the transportation field with a multitude of
data types and substantial semantic knowledge, significantly advancing the development of …

A multi-scale attributes attention model for transport mode identification

G Jiang, SK Lam, P He, C Ou… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Transport mode identification (TMI), which infers the travel modes of user trajectories, is
essential to facilitate an understanding of urban mobility patterns and passengers' choice …

Machine Learning in Smart Transportation Systems for Mode Detection

S Roy, YP Singh, U Biswas, DS Gurjar… - 2021 IEEE 18th India …, 2021 - ieeexplore.ieee.org
The transportation system is the backbone of nation's economy and plays a vital role in the
environmental changes in the region. In order to make the transportation system more …

TeLeGaIT: Transfer Learning on Fog for Generalizable and Real-Time Transport Mode Detection

M Kamalian, A Taherkordi… - 2024 9th International …, 2024 - ieeexplore.ieee.org
The knowledge of users' transport modes, eg, cars or buses, enables innovative
transportation services, such as automatic ticketing and navigation. A promising approach …

The devil is in the details: An efficient convolutional neural network for transport mode detection

H Moreau, A Vassilev, L Chen - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Transport mode detection is a classification problem aiming to design an algorithm that can
infer the transport mode of a user given multimodal signals (GPS and/or inertial sensors). It …

Transportation mode detection by embedded sensors based on ensemble learning

B Alotaibi - IEEE Access, 2020 - ieeexplore.ieee.org
Context-aware computing has become a certainty due to the widespread use of smartphone
devices equipped with sensors. A wide range of services, such as vehicular traffic …

Transportation mode detection using machine learning techniques on mobile phone sensor data

I Drosouli, A Voulodimos, G Miaoulis - Proceedings of the 13th ACM …, 2020 - dl.acm.org
The everyday use of means of transportation by millions of people combined with the
continuous spreading of smartphones which are now equipped with various sensors, imply …

An Interpretable Detection of Transportation Mode Considering GPS, Spatial, and Contextual Data Based on Ensemble Machine Learning

S Sowlati, RA Abbaspour… - … Artificial Intelligence for …, 2024 - taylorfrancis.com
Constructing and developing intelligent transportation is one of the requirements for smart
cities. Transportation mode detection is a prerequisite for many transportation structures and …

Review of transportation mode detection techniques

J Biancat, C Brighenti, A Brighenti - EAI Endorsed Transactions on Ambient …, 2014 - eudl.eu
This paper reviews the works found in the literature in the field of Transportation Mode
Detection (TMD) which is a subfield of Activity Recognition aiming at indentifying (ie …