Slides intro KnowMe - Knowledge Discovery and Data Mining ... · KNOWMe 1st International Workshop...

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KNOWMe 1st International Workshop on Knowledge Discovery from Mobility and Transportation Systems 22/09/2017 - SKOPJE

Transcript of Slides intro KnowMe - Knowledge Discovery and Data Mining ... · KNOWMe 1st International Workshop...

Page 1: Slides intro KnowMe - Knowledge Discovery and Data Mining ... · KNOWMe 1st International Workshop on Knowledge Discovery from Mobility and Transportation Systems 22/09/2017 -SKOPJE

KNOWMe

1stInternationalWorkshoponKnowledgeDiscoveryfromMobilityandTransportationSystems

22/09/2017- SKOPJE

Page 2: Slides intro KnowMe - Knowledge Discovery and Data Mining ... · KNOWMe 1st International Workshop on Knowledge Discovery from Mobility and Transportation Systems 22/09/2017 -SKOPJE

WelcomefromOrganizers

LuisMoreira-Matias

NEC Labs Europe, Germany

KDD Lab ISTI-CNR Pisa, Italy

RobertoTrasarti

IBM ResearchIreland

RahulNair

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Page 3: Slides intro KnowMe - Knowledge Discovery and Data Mining ... · KNOWMe 1st International Workshop on Knowledge Discovery from Mobility and Transportation Systems 22/09/2017 -SKOPJE

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;

Page 4: Slides intro KnowMe - Knowledge Discovery and Data Mining ... · KNOWMe 1st International Workshop on Knowledge Discovery from Mobility and Transportation Systems 22/09/2017 -SKOPJE

Submissionstatistics

• 21submissions,7accepted(acceptancerate33.3%)• 77reviewsintotal• 1paperwith2reviews• 7paperswith3reviews• 11paperswith4reviews• 2paperswith5reviews

• 12externalreviewers

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Page 5: Slides intro KnowMe - Knowledge Discovery and Data Mining ... · KNOWMe 1st International Workshop on Knowledge Discovery from Mobility and Transportation Systems 22/09/2017 -SKOPJE

Submission Spatial Analytics

22/09/2017- SKOPJEKNOWMe - 1stInternationalWorkshoponKnowledgeDiscovery

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Europe76%Asia14%NorthAmerica10%

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SubmissionKeywordAnalytics

22/09/2017- SKOPJEKNOWMe - 1stInternationalWorkshoponKnowledgeDiscovery

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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

Page 7: Slides intro KnowMe - Knowledge Discovery and Data Mining ... · KNOWMe 1st International Workshop on Knowledge Discovery from Mobility and Transportation Systems 22/09/2017 -SKOPJE

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

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Page 8: Slides intro KnowMe - Knowledge Discovery and Data Mining ... · KNOWMe 1st International Workshop on Knowledge Discovery from Mobility and Transportation Systems 22/09/2017 -SKOPJE

Thenextiterationoftheworkshop

• WeplantoissueaCFPtoECML/PKDD2018forthemesattheintersectionofmobilityandmachinelearning/datamining• Checkfortheannouncementmid-Maywithpapersduetowardstheend-June

SeeyouinDublin!

22/09/2017- SKOPJEKNOWMe - 1stInternationalWorkshoponKnowledgeDiscovery

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