CONTACT coordinator: Prof. Dimitrios Gunopulos email: [email protected] THE URBAN DATA LANDSCAPE web: www.vavel-project.eu Urban environments are awash with data PARTNERS twitter: @VaVeL _Project from fixed or mobile sensors and monitoring infrastructures. Making such data useful HANDLING THE MULTIPLICITY OF URBAN SENSORS would enable developing novel big data applications to benefit the citizens of Europe HELLENIC REPUBLIC National and Kapodistrian University of Athens in areas such as transportation, infrastructures, and crime prevention. Urban data is heterogeneous, noisy, and unlabeled, which severely reduces its usability. The goal of the VaVeL project is to radically advance our ability to use urban data in applications that can identify and address citizen needs and improve urban life. This project will develop a general purpose framework for managing and mining multiple The project is funded by the European Union Horizon 2020 Programme heterogeneous urban data streams more ( Horizon2020 / 2014 - 2020 ), under grant efficient, productive and resilient. agreement n° 688380 VARIETY, VERACITY, VALUE CHALLENGES DATA KNOTS OBJECTIVES (data enrichment and event sequence mining) Diversity, Multi- Modality Functionality Urban streams are diverse and heterogeneous not only in content, but also in format and degree of granularity, with different scales in space and time, and from sources with different levels of trust. Address the most critical issues of current ( big) data management and stream frameworks in coping with emerging urban sensor data. Complementarity Make European urban data more accessible and easier to utilize by providing a set of black box components that provide access and analyze urban data. Accessibility Different data sources, provide a different view of events or aspects of the urban environment. Lack of Labels and Noise Machine learning and data mining algorithms can be hindered by the lack of ground truth knowledge which makes understanding of the data difficult. VISUAL ANALYTICS (evolution of traffic jams along a selected route) Constraints and Cost Urban streams are oftentimes constrained, meaning that access to them might be limited. www.vavel-project.eu Value Exploit knowledge emerging from the project by disseminating it among European industries involved in Big Data management and analytics to assist them in tackling current critical issues.
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