Travel-time prediction with support vector regression

CH Wu, JM Ho, DT Lee - IEEE transactions on intelligent …, 2004 - ieeexplore.ieee.org
Travel time is a fundamental measure in transportation. Accurate travel-time prediction also
is crucial to the development of intelligent transportation systems and advanced traveler …

Bus travel time prediction using a time-space discretization approach

BA Kumar, L Vanajakshi, SC Subramanian - Transportation Research Part …, 2017 - Elsevier
The accuracy of travel time information given to passengers plays a key role in the success
of any Advanced Public Transportation Systems (APTS) application. In order to improve the …

Traveler-oriented advanced traveler information system based on dynamic discovery of resources: potentials and challenges

O Kem, F Balbo, A Zimmermann - Transportation research procedia, 2017 - Elsevier
An Advanced Traveler Information System (ATIS) aims at providing travelers with multi-
modal trip planning, route guidance services and advisory functions. Most ATIS's provide …

Analysis of global positioning system based bus travel time data and its use for advanced public transportation system applications

A Khadhir, B Anil Kumar… - Journal of Intelligent …, 2021 - Taylor & Francis
The rapid advancements in sensor technologies has resulted in the increased use of
Automatic Vehicle Location (AVL) systems for traffic data collection. Global Position System …

HTTP: A new framework for bus travel time prediction based on historical trajectories

WC Lee, W Si, LJ Chen, MC Chen - Proceedings of the 20th International …, 2012 - dl.acm.org
In this paper, we develop a new bus travel time prediction framework, called H istorical T
rajectory based Travel/Arrival T ime P rediction (HTTP) for real-time prediction of travel time …

Harvesting real time traffic information from twitter

R Kosala, E Adi - Procedia Engineering, 2012 - safetylit.org
The flow of information on Twitter holds a wealth of information that can be extracted for
specific uses. This study attempted to extract road traffic information from Twitter timelines for …

A hybrid model based method for bus travel time estimation

BA Kumar, L Vanajakshi… - Journal of Intelligent …, 2018 - Taylor & Francis
Providing accurate information about bus arrival time to passengers can make the public
transport system more attractive. Such information helps the passengers by reducing the …

Bus travel time prediction under high variability conditions

KK Reddy, BA Kumar, L Vanajakshi - Current Science, 2016 - JSTOR
Bus travel times are prone to high variability, especially in countries that lack lane discipline
and have heterogeneous vehicle profiles. This leads to negative impacts such as bus …

Deep learning–just data or domain related knowledge adds value?: bus travel time prediction as a case study

MA Nithishwer, BA Kumar, L Vanajakshi - Transportation Letters, 2022 - Taylor & Francis
In recent years, deep learning models proved their ability to solve complex problems in the
areas such as computer vision and natural language processing, and are receiving a lot of …

[PDF][PDF] Pattern-based bus travel time prediction under heterogeneous traffic conditions

BA Kumar, L Vanajakshi… - … Council, Washington, DC, 2013 - researchgate.net
In recent times, congestion levels have been increasing in Indian cities due to rapid changes
in urbanization, which will lead to several negative impacts such as delays and pollution …