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Mining Complaints for Traffic-Jam Estimation
2015
Proceedings of the 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining 2015 - ASONAM '15
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Mining these reactions through online social sensors offers a fast and low cost way to understand what is happening in the physical world. ...
We propose a novel traffic-congestion estimation model that utilizes the volume of messages and complaints in online social media, based on when they happen. ...
We propose a novel model to estimate traffic jams using social sensors, that utilizes three linear submodels, one for each shift of the day (AM, NOON, PM) and social posting from car drivers. ...
doi:10.1145/2808797.2809404
dblp:conf/asunam/GeorgiouAYG15
fatcat:mq2o5wnn4reajdgoboge2kwike
Sensing Urban Transportation Events from Multi-Channel Social Signals with the Word2vec Fusion Model
2018
Sensors
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., Sina Weibo and News, as multi-channel social signals, then we propose a word2vec-based event fusion (WBEF) model for sensing, detecting, representing, linking and fusing urban traffic incidents. ...
Social sensors perceive the real world through social media and online web services, which have the advantages of low cost and large coverage over traditional physical sensors. ...
The authors also would like to thank NSFC for supporting this research. Finally, the authors would like to thank the editor and anonymous reviewers for their suggestions that improved the work. ...
doi:10.3390/s18124093
pmid:30467276
fatcat:tv75lytpqnh3xkhtivj2ashvlm
Effectiveness of Social Media in Road Traffic Congestion Management in Cities
2017
International Journal of Science and Research (IJSR)
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Social platforms unite users in a communication network where up-to-date traffic congestion information is propagated rapidly. ...
Social media has become an integral part of peoples' lives in solving problems. This paper assesses its influence in traffic congestion management in cities. ...
For instance, [15] reported that in India traffic police were able to guide motorists from messages and photos received from a WhatsApp helpline launched for public to report traffic jams and incidences ...
doi:10.21275/art20163783
fatcat:xq3nok2fzrgr7nbwx6wgh66qym
Geospatial Visual Analytics of Traffic and Weather Data for Better Winter Road Management
[chapter]
2013
Data Mining for Geoinformatics
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This means that winter road management is very important for sustaining economic and social activities during the winter. ...
Sapporo is a city with two million citizens that gets six meters of snow per year. ...
Acknowledgements This research has been supported by JST (Japanese Science and Technology Agency) in 2012 as a feasibility study on open smart federation of cyber physical data, and the application to ...
doi:10.1007/978-1-4614-7669-6_6
fatcat:aqyve4qw5rhs3cc7lxkp6kfwee
Cyber–Physical–Social Frameworks for Urban Big Data Systems: A Survey
2017
Applied Sciences
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We define a conceptual framework for a data-oriented CPSS and detail the various solutions for building human-machine intelligence. ...
Alongside this, the growing use of social networks offers near real-time citizen sensing capabilities as a complementary information source. ...
is a collaborative project supported by the European Horizon 2020 program, contract number: 688061. ...
doi:10.3390/app7101017
fatcat:xzuyyu6ainbijnv54h3ryt3nqi
Framework for fusing traffic information from social and physical transportation data
2018
PLoS ONE
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Here, we develop a data fusion framework to identify social media messages reporting non-recurring traffic events by connecting the traffic events with traffic states inferred from taxi global positioning ...
Tremendous volumes of messages on social media platforms provide supplementary traffic information and encapsulate crowd wisdom for solving transportation problems. ...
We can also see that the reasons for traffic jams are often provided in social media messages, and are helpful for deploying effective countermeasure. ...
doi:10.1371/journal.pone.0201531
pmid:30071064
pmcid:PMC6072031
fatcat:5apqxd3pdvcgthgowgf7mssfya
How Can "Big Data" Be Harnessed to Enhance Congestion Management
2021
International Journal of Transportation Engineering and Technology
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Traffic congestion is a key issue facing transport planners and managers around the world with many now asking if there are any promising technologies offering new solutions. ...
In the US, the cost of congestion was $121 billion in 2012 and in 2015 alone Australia's capital cities were estimated to have a combined congestion cost of $16 billion, expected increase to $37 billion ...
software is active) to be aggregated to provide estimates of traffic travel times. ...
doi:10.11648/j.ijtet.20210703.11
fatcat:wg6isyjulncnvgs7xycrcujvwq
Big Data Meet Cyber-Physical Systems: A Panoramic Survey
[article]
2018
arXiv
pre-print
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The world is witnessing an unprecedented growth of cyber-physical systems (CPS), which are foreseen to revolutionize our world via creating new services and applications in a variety of sectors such as ...
The information and communication technology (ICT) sector is experiencing a significant growth in data traffic, driven by the widespread usage of smartphones, tablets and video streaming, along with the ...
Noise pollution levels can be predicted via collecting four data sources: complaint data, social media, points of interests, and road network data [279] . ...
arXiv:1810.12399v1
fatcat:2diydpforraofhyhhkfs3fnjtu
Big Data Meet Cyber-Physical Systems: A Panoramic Survey
2018
IEEE Access
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growth of sensors deployments that are anticipated in the near future. ...
The world is witnessing an unprecedented growth of cyber-physical systems (CPS), which are foreseen to revolutionize our world via creating new services and applications in a variety of sectors, such as ...
Noise pollution levels can be predicted via collecting four data sources: complaint data, social media, points of interests, and road network data [279] . ...
doi:10.1109/access.2018.2878681
fatcat:czfu37subng6bl3sgd3a243vn4
Urban Computing
2014
ACM Transactions on Intelligent Systems and Technology
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This calls for an integration of instant data-mining techniques into a visualization framework, which is still missing in urban computing. 3. ...
data from both worlds (e.g., combining traffic with social media). ...
The first fold of technologies collects data through installing sensors dedicated to some applications, for example, burying loop sensors in roads for detecting traffic volume on road surfaces. ...
doi:10.1145/2629592
fatcat:no5gcshbmrdfphv6ewm6wdoewq
A Tutorial on Event Detection using Social Media Data Analysis: Applications, Challenges, and Open Problems
[article]
2022
arXiv
pre-print
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In this paper, a survey on the potential benefits and applications of event detection with social media data analysis will be presented. ...
In recent years, social media has become one of the most popular platforms for communication. ...
Therefore, research about this topic concentrates on anomaly detection and mining relationships between traffic jams and Twitter posts. ...
arXiv:2207.03997v2
fatcat:nzymdx4l7veofdq33u7ugmnjfq
On the Feasibility of Social Network-based Pollution Sensing in ITSs
[article]
2014
arXiv
pre-print
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A post that tells, for example, how a person feels about pollution at a given time in a given location, could be put to good use by an environment aware ITS aiming at minimizing contaminant emissions in ...
Intense vehicular traffic is recognized as a global societal problem, with a multifaceted influence on the quality of life of a person. ...
given road), systems that exploit different type of technologies (e.g., cellular, sensor and vehicular ad hoc network data) to estimate traffic flows in real-time. ...
arXiv:1411.6573v2
fatcat:bs5yw44csbacvmlxwrlltvg5ly
Social life networks
2013
Proceedings of the 21st ACM international conference on Multimedia - MM '13
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We conceive of a world observatory called the Social Life Network (SLN) that connects together people and things and monitors for people's needs as their life situations evolve. ...
Connecting people to the resources they need is a fundamental task for any society. ...
designates the onset of a traffic jam, and perhaps an accident situation. ...
doi:10.1145/2502081.2502279
dblp:conf/mm/GuptaJ13
fatcat:b7oivbcepbbqnfqwl2rnkjc3hm
Real-time Road Traffic Information Detection Through Social Media
[article]
2018
arXiv
pre-print
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That is, wherever there is a user there is a potential for data. ...
Furthermore, this data is used for various kinds of spatial and temporal analysis. A mechanism to calculate level of traffic congestion, safety, and traffic perception for cities in U.S. is proposed. ...
Michael Hunter for helping me in changing my home unit to Transportation Systems Engineering and also for providing an opportunity to pursue research in the domain which I am passionate about. ...
arXiv:1801.05088v1
fatcat:lsyxe3buznhqbhw6unrhkqnnpe
An Architecture for Facilitating Two-Way G2C Relationships in Public Service Delivery
2018
International Journal on Advanced Science, Engineering and Information Technology
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We propose an e-government application architecture that provides a structured way of accommodating specific and temporary needs out of standard service. ...
It allows a particular user request to be made during a normal service, acknowledges it as an intervention that needs specific attention from the service provider, and processes accordingly. ...
citizen complaint applications). ...
doi:10.18517/ijaseit.8.4.6515
fatcat:fq6bn6oqj5b6na3cphjtkoarqa
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