Post on 10-Jul-2020
KNOWMe
1stInternationalWorkshoponKnowledgeDiscoveryfromMobilityandTransportationSystems
22/09/2017- SKOPJE
WelcomefromOrganizers
LuisMoreira-Matias
NEC Labs Europe, Germany
KDD Lab ISTI-CNR Pisa, Italy
RobertoTrasarti
IBM ResearchIreland
RahulNair
22/09/2017- SKOPJEKNOWMe - 1stInternationalWorkshoponKnowledgeDiscovery
fromMobilityandTransportationSystems
MissionandScope
22/09/2017- SKOPJEKNOWMe - 1stInternationalWorkshoponKnowledgeDiscovery
fromMobilityandTransportationSystems
Practitioners (inapplicationfields)oftenknowwhichresearchquestionsarerelevanttoask……butnotreallythebestwaytoanswerthemfromaML/DMpointofview.
ComputerScientists oftenknowhowtosolvecomplexML/DMproblems……butnotreallythemostimportantresearchquestionsforagivenapplication.
aims to bring together both transdisciplinary researchers and practitioners from theareas of Machine Learning, Artificial Intelligence, Data Mining, Transportation andTelecommunicationswith interest in using real-world data to solveMobility Problems.KNOWMe
• Differenttransportationmodes(road,rail,airandwater-based);
• Mobilitycontrolandplanning;• Trajectorymining;
• Preventivemaintenance;• DemandAnalysisandPrediction;• Travelerinformationsystems;• TransportreliabilityEvaluation;
• Humanmobilityminingandpervasivenessapplications;
• Privacy-awaremobilitydatamining;• Transitassignment;
Submissionstatistics
• 21submissions,7accepted(acceptancerate33.3%)• 77reviewsintotal• 1paperwith2reviews• 7paperswith3reviews• 11paperswith4reviews• 2paperswith5reviews
• 12externalreviewers
22/09/2017- SKOPJEKNOWMe - 1stInternationalWorkshoponKnowledgeDiscovery
fromMobilityandTransportationSystems
Submission Spatial Analytics
22/09/2017- SKOPJEKNOWMe - 1stInternationalWorkshoponKnowledgeDiscovery
fromMobilityandTransportationSystems
Europe76%Asia14%NorthAmerica10%
SubmissionKeywordAnalytics
22/09/2017- SKOPJEKNOWMe - 1stInternationalWorkshoponKnowledgeDiscovery
fromMobilityandTransportationSystems
0% 10% 20% 30% 40% 50% 60% 70% 80%
DataMining
MachineLearning
Unsupervised Learning
SupervisedLearning
Clustering
Regression
Numerical Optimization
Classification
Reinforcement Learning
State-SpaceModels
Dimensionality Reduction
0% 10% 20% 30% 40% 50%
Planning
DemandAnalysis
Evaluation
AnomalyDetection
TrajectoryMining
VisualAnalytics
Multi-AgentSystems
Privacy-Preserving
Control
Bus FCD MobilePhoneData
Taxi Train Ship
SocialNetworks
PerML/DMTopics
PerApplication
UsedDataSources
SpecialIssue ofTransactions onIntelligent Transportation Systems
KnowledgeDiscoveryfromMobilityDataforIntelligentTransportationSystems
Importantdates:• FirstSubmissionDeadline: 30thNovember2017• NotificationofFirstDecision:28thFebruary2018• NotificationofFinaldecision:30thApril2018• CameraReadyDeadline:31stMay,2018
https://www.ieee-itss.org/
22/09/2017- SKOPJEKNOWMe - 1stInternationalWorkshoponKnowledgeDiscovery
fromMobilityandTransportationSystems
Thenextiterationoftheworkshop
• WeplantoissueaCFPtoECML/PKDD2018forthemesattheintersectionofmobilityandmachinelearning/datamining• Checkfortheannouncementmid-Maywithpapersduetowardstheend-June
SeeyouinDublin!
22/09/2017- SKOPJEKNOWMe - 1stInternationalWorkshoponKnowledgeDiscovery
fromMobilityandTransportationSystems