SlideShare ist ein Scribd-Unternehmen logo
1 von 33
Downloaden Sie, um offline zu lesen
Visualization and Level-of-detail
  of Metadata for Interactive
  Exploration of Sensor Web
                Byounghyun Yoo

   Center for Environmental Sensing and Modeling
Singapore-MIT Alliance for Research and Technology
Sensor web




Illustration by Matt Heavner (2007)


                                      2
Sensor data exploration




           3
2D map mashup




      4
Goal

• Intuitive exposure of metadata for sensor resources

      Text-based                   Interactive
    query interface                exploration

     • Dynamic 3D scene of sensor information

                          5
Related work
•    Aditya 2007, Aim4GDI: Mapping and
    superimpositions of metadata summaries

•     Wood 2007, Interactive visual exploration of a
    large spatio-temporal dataset

•     Dörk 2008, VisGets: Coordinated visualization
    for Web-based information exploration

•    Sandvik 2008, Using KML for thematic mapping

                          6
VisGets




   7
3D thematic mapping
Design goal
•    Enable casual formulation of geospatial
    semantic queries

•    Summarize information collections visually

•    Use integrated dynamic visualization

•    Optimize the amount of data transmission

•     Conform to open standards for
    interoperability  9
Level-of-detail of metadata




             10
Dynamic 3D scene &
         implicit query
Sensor information                Geospatial query


                         ?




                Interactive 3D scene
                         11
Architecture




     12
X3D Geospatial Component
  •       All the benefits of X3D

      •     Open royalty-free ISO-approved Web
          standards
      •    Partnerships with OGC and W3C
      •    Choice of implementations and tools
      •    Scripting capabilities
      •    Powerful browsers

  •       Geospatial accuracy (WGS84, UTM, etc.)
                               13
Use case
•    Search and exploration of sensor
    resources

•       PWS project

    •     34,700 personal weather stations

•       Local weather stations

    •     32 micro weather stations
                         14
Metadata extraction
<location>
*<full>Sunnyside,*San*Francisco,*CA</full>
*<neighborhood>Sunnyside</neighborhood>
*<city>San*Francisco</city>
*<state>CA</state>
*<zip/>
*<latitude>37.732376</latitude>
*<longitude>B122.442902</longitude>
*<elevation>364*ft</elevation>
</location>
<station_id>KCASANFR70</station_id>
<station_type>Vantage*Pro</station_type>
<observation_time>Last*Updated*on*July*23,*11:04*PM*PDT</observation_time>
<observation_time_rfc822>Sun,*24*Jul*2011*06:04:50*GMT</observation_time_rfc822>
<weather/>
<temperature_string>56.7*F*(13.7*C)</temperature_string>
<temp_f>56.7</temp_f>
<temp_c>13.7</temp_c>
<relative_humidity>94</relative_humidity>
<wind_string>Calm</wind_string>
<wind_dir>West</wind_dir>
<wind_degrees>269</wind_degrees>
<wind_mph>0.0</wind_mph>

                                        15
World border dataset
   ID             Serial                           Unique ID
  FIPS         String (2)                   FIPS 10-4 Country Code
  ISO2         String (2)              ISO 3166-1 Alpha-2 Country Code
  ISO3         String (3)              ISO 3166-1 Alpha-3 Country Code
  UN        Short Integer (3)        ISO 3166-1 Numeric-3 Country Code
 Name          String (50)                   Name of country/area
  Area      Long Integer (7)            Land area, FAO Statistics (2002)
POP2005      Double (10, 0)          Population, World population Prospects
 Region     Short Integer (3)        Macro geographical (continental region)
Subregion   Short Integer (3)        Geographical sub-region, UN statistics
  Lon          Float (7, 3)                        Longitude
   Lat         Float (7, 3)                         Latitude
Geometry     Multi-Polygon              Country/area border as polygon
                                16
Visualization template




          17
Visualization template
Visualization template
Visualization template
X3D/XML encoding
<GeoLocation+geoCoords='".$latitude."+".$longitude."+0'
geoSystem='GDC'>
<Transform+translation='0+".($scale/4)."+0'>
<Shape>
<Cylinder+height='".($scale/2)."'+radius='".$scale."'/>
<Appearance>
<Material+diffuseColor='".$color."'+emissiveColor='1+0+0'
transparency+=+'0.4'/>
</Appearance>
</Shape>
</Transform>
</GeoLocation>




                              21
Conclusion
•    A visual exploration interface for
    metadata of sensor web

•    Dynamic geospatial query and 3D scene

•    Mashups with the X3D-based earth globe
Two-dimensional               Three-dimensional
 space with text               space with visual
  based search                 media navigation
                       22
Future work
★ Seamless dynamic exploration
 •    Extend visual representation and query
     variations

 •       X3D node specification

 •       New framework: HTML5, CSS3

     •    Include X3D elements as part of
                         23
Thank you
Content
•   Introduction

•   Previous work

•   Design of metadata visualization

•   Progress

•   Future work

                     25
Sensor resources

•   Discovery

•   Exploration

•   Sharing



                  26
Digital earth

Digital earth system should not be a single
virtual globe, but multiple globes with
interconnected infrastructure.
Each globe can be specially designed by
producers has a distinct set of needs.



                       27
3D Geo-browser
•       Google Earth

    •    Pro: KML, easy to use, broad
        acceptance

    •     Con: Limited functionality & API

•       Alternatives

    •     Other geo-browsers
                         28
Sensor data exploration




           29
Sensor data discovery


•   Ordinary text query

•   Tree-based hierarchical exploration




                     30
Standard technologies




          31
X3D Earth globe
•   X3D standard v3.2

•   Full-coverage, full-detail X3D-Earth globe




                      32
Metadata




   33

Weitere ähnliche Inhalte

Andere mochten auch

Sensor Observation Service Client for Android Mobile Phones
Sensor Observation Service Client for Android Mobile PhonesSensor Observation Service Client for Android Mobile Phones
Sensor Observation Service Client for Android Mobile PhonesCybera Inc.
 
Groundwater Information Network
Groundwater Information NetworkGroundwater Information Network
Groundwater Information NetworkCybera Inc.
 
Test Kitchen and Infrastructure as Code
Test Kitchen and Infrastructure as CodeTest Kitchen and Infrastructure as Code
Test Kitchen and Infrastructure as CodeCybera Inc.
 
Energy, Environment, Experiential Learning
Energy, Environment, Experiential LearningEnergy, Environment, Experiential Learning
Energy, Environment, Experiential LearningCybera Inc.
 
Cloud Lessons Learned: Case Studies -- Bill Appelbe, Victorian Partnership in...
Cloud Lessons Learned: Case Studies -- Bill Appelbe, Victorian Partnership in...Cloud Lessons Learned: Case Studies -- Bill Appelbe, Victorian Partnership in...
Cloud Lessons Learned: Case Studies -- Bill Appelbe, Victorian Partnership in...Cybera Inc.
 
Using the cloud for on deman media compression and delivery
Using the cloud for on deman media compression and deliveryUsing the cloud for on deman media compression and delivery
Using the cloud for on deman media compression and deliveryCybera Inc.
 
Design and implementation of a system for the improved searching and accessin...
Design and implementation of a system for the improved searching and accessin...Design and implementation of a system for the improved searching and accessin...
Design and implementation of a system for the improved searching and accessin...Cybera Inc.
 
Fast Tracking Innovation to Market
Fast Tracking Innovation to MarketFast Tracking Innovation to Market
Fast Tracking Innovation to MarketCybera Inc.
 
Jump On Flyaways
Jump On FlyawaysJump On Flyaways
Jump On FlyawaysCybera Inc.
 
Bird Studies Canada
Bird Studies CanadaBird Studies Canada
Bird Studies CanadaCybera Inc.
 
Integration of sensor networks and decision support tools for basin-scale, re...
Integration of sensor networks and decision support tools for basin-scale, re...Integration of sensor networks and decision support tools for basin-scale, re...
Integration of sensor networks and decision support tools for basin-scale, re...Cybera Inc.
 
GeoCENS Presentation
GeoCENS PresentationGeoCENS Presentation
GeoCENS PresentationCybera Inc.
 
Banff Summit 2011 Cloud Camp: OSSM Lightening Talk -- Dave Nielsen, Cloud Camp
Banff Summit 2011 Cloud Camp: OSSM Lightening Talk -- Dave Nielsen, Cloud CampBanff Summit 2011 Cloud Camp: OSSM Lightening Talk -- Dave Nielsen, Cloud Camp
Banff Summit 2011 Cloud Camp: OSSM Lightening Talk -- Dave Nielsen, Cloud CampCybera Inc.
 
The right level of detail (MediaWiki, APIs)
The right level of detail (MediaWiki, APIs)The right level of detail (MediaWiki, APIs)
The right level of detail (MediaWiki, APIs)Brianna Laugher
 
OpenStack - Security Professionals Information Exchange
OpenStack - Security Professionals Information ExchangeOpenStack - Security Professionals Information Exchange
OpenStack - Security Professionals Information ExchangeCybera Inc.
 

Andere mochten auch (20)

Sensor Observation Service Client for Android Mobile Phones
Sensor Observation Service Client for Android Mobile PhonesSensor Observation Service Client for Android Mobile Phones
Sensor Observation Service Client for Android Mobile Phones
 
Groundwater Information Network
Groundwater Information NetworkGroundwater Information Network
Groundwater Information Network
 
Test Kitchen and Infrastructure as Code
Test Kitchen and Infrastructure as CodeTest Kitchen and Infrastructure as Code
Test Kitchen and Infrastructure as Code
 
Energy, Environment, Experiential Learning
Energy, Environment, Experiential LearningEnergy, Environment, Experiential Learning
Energy, Environment, Experiential Learning
 
Cloud Lessons Learned: Case Studies -- Bill Appelbe, Victorian Partnership in...
Cloud Lessons Learned: Case Studies -- Bill Appelbe, Victorian Partnership in...Cloud Lessons Learned: Case Studies -- Bill Appelbe, Victorian Partnership in...
Cloud Lessons Learned: Case Studies -- Bill Appelbe, Victorian Partnership in...
 
Geokov
GeokovGeokov
Geokov
 
Using the cloud for on deman media compression and delivery
Using the cloud for on deman media compression and deliveryUsing the cloud for on deman media compression and delivery
Using the cloud for on deman media compression and delivery
 
Design and implementation of a system for the improved searching and accessin...
Design and implementation of a system for the improved searching and accessin...Design and implementation of a system for the improved searching and accessin...
Design and implementation of a system for the improved searching and accessin...
 
Fast Tracking Innovation to Market
Fast Tracking Innovation to MarketFast Tracking Innovation to Market
Fast Tracking Innovation to Market
 
Jump On Flyaways
Jump On FlyawaysJump On Flyaways
Jump On Flyaways
 
Bird Studies Canada
Bird Studies CanadaBird Studies Canada
Bird Studies Canada
 
Integration of sensor networks and decision support tools for basin-scale, re...
Integration of sensor networks and decision support tools for basin-scale, re...Integration of sensor networks and decision support tools for basin-scale, re...
Integration of sensor networks and decision support tools for basin-scale, re...
 
GeoCENS Presentation
GeoCENS PresentationGeoCENS Presentation
GeoCENS Presentation
 
Banff Summit 2011 Cloud Camp: OSSM Lightening Talk -- Dave Nielsen, Cloud Camp
Banff Summit 2011 Cloud Camp: OSSM Lightening Talk -- Dave Nielsen, Cloud CampBanff Summit 2011 Cloud Camp: OSSM Lightening Talk -- Dave Nielsen, Cloud Camp
Banff Summit 2011 Cloud Camp: OSSM Lightening Talk -- Dave Nielsen, Cloud Camp
 
Level ofdetail
Level ofdetailLevel ofdetail
Level ofdetail
 
The right level of detail (MediaWiki, APIs)
The right level of detail (MediaWiki, APIs)The right level of detail (MediaWiki, APIs)
The right level of detail (MediaWiki, APIs)
 
Level of detail 2
Level of detail 2Level of detail 2
Level of detail 2
 
OpenStack - Security Professionals Information Exchange
OpenStack - Security Professionals Information ExchangeOpenStack - Security Professionals Information Exchange
OpenStack - Security Professionals Information Exchange
 
Business intelligence
Business intelligenceBusiness intelligence
Business intelligence
 
Product ppt(1)
Product ppt(1)Product ppt(1)
Product ppt(1)
 

Ähnlich wie Visualization and Level-of-detail of Metadata for Interactive Exploration of Sensor Web

OpenStreetMap in 3D - current developments
OpenStreetMap in 3D - current developmentsOpenStreetMap in 3D - current developments
OpenStreetMap in 3D - current developmentsvirtualcitySYSTEMS GmbH
 
PEARC17: Visual exploration and analysis of time series earthquake data
PEARC17: Visual exploration and analysis of time series earthquake dataPEARC17: Visual exploration and analysis of time series earthquake data
PEARC17: Visual exploration and analysis of time series earthquake dataAmit Chourasia
 
Geonetwork for Spatial Data
Geonetwork for Spatial DataGeonetwork for Spatial Data
Geonetwork for Spatial DataNizam GIS
 
Crowd sourcing gis for global urban area mapping
Crowd sourcing gis for global urban area mappingCrowd sourcing gis for global urban area mapping
Crowd sourcing gis for global urban area mappingHiroyuki Miyazaki
 
LSIVIEWER 2.0-A CLIENT-ORIENTED ONLINE VISUALIZATION TOOL FOR GEOSPATIAL VECT...
LSIVIEWER 2.0-A CLIENT-ORIENTED ONLINE VISUALIZATION TOOL FOR GEOSPATIAL VECT...LSIVIEWER 2.0-A CLIENT-ORIENTED ONLINE VISUALIZATION TOOL FOR GEOSPATIAL VECT...
LSIVIEWER 2.0-A CLIENT-ORIENTED ONLINE VISUALIZATION TOOL FOR GEOSPATIAL VECT...Manikanta Kondeti
 
3D modelling of Archeological site using UAV
3D modelling of Archeological site using UAV3D modelling of Archeological site using UAV
3D modelling of Archeological site using UAVSrijit Sharma
 
Big Geo Data: Open Source and Open Standards
Big Geo Data: Open Source and Open StandardsBig Geo Data: Open Source and Open Standards
Big Geo Data: Open Source and Open StandardsGeorge Percivall
 
Elevation mapping using stereo vision enabled heterogeneous multi-agent robot...
Elevation mapping using stereo vision enabled heterogeneous multi-agent robot...Elevation mapping using stereo vision enabled heterogeneous multi-agent robot...
Elevation mapping using stereo vision enabled heterogeneous multi-agent robot...Aritra Sarkar
 
Introduction of super map gis 10i bitcc technology jayson
Introduction of super map gis 10i bitcc technology jaysonIntroduction of super map gis 10i bitcc technology jayson
Introduction of super map gis 10i bitcc technology jaysonGeoMedeelel
 
Gisruk2013 addy edit2
Gisruk2013 addy edit2Gisruk2013 addy edit2
Gisruk2013 addy edit2Addy Pope
 
Singapore 3D Map for a Smart Nation
Singapore 3D Map for a Smart NationSingapore 3D Map for a Smart Nation
Singapore 3D Map for a Smart NationMonica Moran
 
Getting Started with Geospatial Data in MongoDB
Getting Started with Geospatial Data in MongoDBGetting Started with Geospatial Data in MongoDB
Getting Started with Geospatial Data in MongoDBMongoDB
 
StevesDWESlide_exported
StevesDWESlide_exportedStevesDWESlide_exported
StevesDWESlide_exportedSteve Snow
 
mago3D: Let's integrate BIM and 3D GIS on top of FOSS4G
mago3D: Let's integrate BIM and 3D GIS on top of FOSS4Gmago3D: Let's integrate BIM and 3D GIS on top of FOSS4G
mago3D: Let's integrate BIM and 3D GIS on top of FOSS4GSANGHEE SHIN
 
Crowd-Sourcing Approach of Building Ground Truth Database for Global Urban Ar...
Crowd-Sourcing Approach of Building Ground Truth Database for Global Urban Ar...Crowd-Sourcing Approach of Building Ground Truth Database for Global Urban Ar...
Crowd-Sourcing Approach of Building Ground Truth Database for Global Urban Ar...Hiroyuki Miyazaki
 
Walking in the Cloud: A New Paradigm in Geospatial World
Walking in the Cloud: A New Paradigm in Geospatial WorldWalking in the Cloud: A New Paradigm in Geospatial World
Walking in the Cloud: A New Paradigm in Geospatial WorldICIMOD
 
Giving MongoDB a Way to Play with the GIS Community
Giving MongoDB a Way to Play with the GIS CommunityGiving MongoDB a Way to Play with the GIS Community
Giving MongoDB a Way to Play with the GIS CommunityMongoDB
 

Ähnlich wie Visualization and Level-of-detail of Metadata for Interactive Exploration of Sensor Web (20)

OpenStreetMap in 3D - current developments
OpenStreetMap in 3D - current developmentsOpenStreetMap in 3D - current developments
OpenStreetMap in 3D - current developments
 
PEARC17: Visual exploration and analysis of time series earthquake data
PEARC17: Visual exploration and analysis of time series earthquake dataPEARC17: Visual exploration and analysis of time series earthquake data
PEARC17: Visual exploration and analysis of time series earthquake data
 
Geonetwork for Spatial Data
Geonetwork for Spatial DataGeonetwork for Spatial Data
Geonetwork for Spatial Data
 
Crowd sourcing gis for global urban area mapping
Crowd sourcing gis for global urban area mappingCrowd sourcing gis for global urban area mapping
Crowd sourcing gis for global urban area mapping
 
LSIVIEWER 2.0-A CLIENT-ORIENTED ONLINE VISUALIZATION TOOL FOR GEOSPATIAL VECT...
LSIVIEWER 2.0-A CLIENT-ORIENTED ONLINE VISUALIZATION TOOL FOR GEOSPATIAL VECT...LSIVIEWER 2.0-A CLIENT-ORIENTED ONLINE VISUALIZATION TOOL FOR GEOSPATIAL VECT...
LSIVIEWER 2.0-A CLIENT-ORIENTED ONLINE VISUALIZATION TOOL FOR GEOSPATIAL VECT...
 
3D modelling of Archeological site using UAV
3D modelling of Archeological site using UAV3D modelling of Archeological site using UAV
3D modelling of Archeological site using UAV
 
Big Geo Data: Open Source and Open Standards
Big Geo Data: Open Source and Open StandardsBig Geo Data: Open Source and Open Standards
Big Geo Data: Open Source and Open Standards
 
Elevation mapping using stereo vision enabled heterogeneous multi-agent robot...
Elevation mapping using stereo vision enabled heterogeneous multi-agent robot...Elevation mapping using stereo vision enabled heterogeneous multi-agent robot...
Elevation mapping using stereo vision enabled heterogeneous multi-agent robot...
 
NSDI_ Concepts and Components
NSDI_ Concepts and ComponentsNSDI_ Concepts and Components
NSDI_ Concepts and Components
 
Maps
MapsMaps
Maps
 
Introduction of super map gis 10i bitcc technology jayson
Introduction of super map gis 10i bitcc technology jaysonIntroduction of super map gis 10i bitcc technology jayson
Introduction of super map gis 10i bitcc technology jayson
 
Gisruk2013 addy edit2
Gisruk2013 addy edit2Gisruk2013 addy edit2
Gisruk2013 addy edit2
 
Singapore 3D Map for a Smart Nation
Singapore 3D Map for a Smart NationSingapore 3D Map for a Smart Nation
Singapore 3D Map for a Smart Nation
 
Getting Started with Geospatial Data in MongoDB
Getting Started with Geospatial Data in MongoDBGetting Started with Geospatial Data in MongoDB
Getting Started with Geospatial Data in MongoDB
 
StevesDWESlide_exported
StevesDWESlide_exportedStevesDWESlide_exported
StevesDWESlide_exported
 
Multidimensional Scientific Data in ArcGIS
Multidimensional Scientific Data in ArcGISMultidimensional Scientific Data in ArcGIS
Multidimensional Scientific Data in ArcGIS
 
mago3D: Let's integrate BIM and 3D GIS on top of FOSS4G
mago3D: Let's integrate BIM and 3D GIS on top of FOSS4Gmago3D: Let's integrate BIM and 3D GIS on top of FOSS4G
mago3D: Let's integrate BIM and 3D GIS on top of FOSS4G
 
Crowd-Sourcing Approach of Building Ground Truth Database for Global Urban Ar...
Crowd-Sourcing Approach of Building Ground Truth Database for Global Urban Ar...Crowd-Sourcing Approach of Building Ground Truth Database for Global Urban Ar...
Crowd-Sourcing Approach of Building Ground Truth Database for Global Urban Ar...
 
Walking in the Cloud: A New Paradigm in Geospatial World
Walking in the Cloud: A New Paradigm in Geospatial WorldWalking in the Cloud: A New Paradigm in Geospatial World
Walking in the Cloud: A New Paradigm in Geospatial World
 
Giving MongoDB a Way to Play with the GIS Community
Giving MongoDB a Way to Play with the GIS CommunityGiving MongoDB a Way to Play with the GIS Community
Giving MongoDB a Way to Play with the GIS Community
 

Mehr von Cybera Inc.

Cyber Summit 2016: Technology, Education, and Democracy
Cyber Summit 2016: Technology, Education, and DemocracyCyber Summit 2016: Technology, Education, and Democracy
Cyber Summit 2016: Technology, Education, and DemocracyCybera Inc.
 
Cyber Summit 2016: Understanding Users' (In)Secure Behaviour
Cyber Summit 2016: Understanding Users' (In)Secure BehaviourCyber Summit 2016: Understanding Users' (In)Secure Behaviour
Cyber Summit 2016: Understanding Users' (In)Secure BehaviourCybera Inc.
 
Cyber Summit 2016: Insider Threat Indicators: Human Behaviour
Cyber Summit 2016: Insider Threat Indicators: Human BehaviourCyber Summit 2016: Insider Threat Indicators: Human Behaviour
Cyber Summit 2016: Insider Threat Indicators: Human BehaviourCybera Inc.
 
Cyber Summit 2016: Research Data and the Canadian Innovation Challenge
Cyber Summit 2016: Research Data and the Canadian Innovation ChallengeCyber Summit 2016: Research Data and the Canadian Innovation Challenge
Cyber Summit 2016: Research Data and the Canadian Innovation ChallengeCybera Inc.
 
Cyber Summit 2016: Knowing More and Understanding Less in the Age of Big Data
Cyber Summit 2016: Knowing More and Understanding Less in the Age of Big DataCyber Summit 2016: Knowing More and Understanding Less in the Age of Big Data
Cyber Summit 2016: Knowing More and Understanding Less in the Age of Big DataCybera Inc.
 
Cyber Summit 2016: Privacy Issues in Big Data Sharing and Reuse
Cyber Summit 2016: Privacy Issues in Big Data Sharing and ReuseCyber Summit 2016: Privacy Issues in Big Data Sharing and Reuse
Cyber Summit 2016: Privacy Issues in Big Data Sharing and ReuseCybera Inc.
 
Cyber Summit 2016: Establishing an Ethics Framework for Predictive Analytics ...
Cyber Summit 2016: Establishing an Ethics Framework for Predictive Analytics ...Cyber Summit 2016: Establishing an Ethics Framework for Predictive Analytics ...
Cyber Summit 2016: Establishing an Ethics Framework for Predictive Analytics ...Cybera Inc.
 
Cyber Summit 2016: The Data Tsunami vs The Network: How More Data Changes Eve...
Cyber Summit 2016: The Data Tsunami vs The Network: How More Data Changes Eve...Cyber Summit 2016: The Data Tsunami vs The Network: How More Data Changes Eve...
Cyber Summit 2016: The Data Tsunami vs The Network: How More Data Changes Eve...Cybera Inc.
 
Cyber Summit 2016: Issues and Challenges Facing Municipalities In Securing Data
Cyber Summit 2016: Issues and Challenges Facing Municipalities In Securing DataCyber Summit 2016: Issues and Challenges Facing Municipalities In Securing Data
Cyber Summit 2016: Issues and Challenges Facing Municipalities In Securing DataCybera Inc.
 
Cyber Summit 2016: Using Law Responsibly: What Happens When Law Meets Technol...
Cyber Summit 2016: Using Law Responsibly: What Happens When Law Meets Technol...Cyber Summit 2016: Using Law Responsibly: What Happens When Law Meets Technol...
Cyber Summit 2016: Using Law Responsibly: What Happens When Law Meets Technol...Cybera Inc.
 
Privacy, Security & Access to Data
Privacy, Security & Access to DataPrivacy, Security & Access to Data
Privacy, Security & Access to DataCybera Inc.
 
Do Universities Dream of Big Data
Do Universities Dream of Big DataDo Universities Dream of Big Data
Do Universities Dream of Big DataCybera Inc.
 
Predicting the Future With Microsoft Bing
Predicting the Future With Microsoft BingPredicting the Future With Microsoft Bing
Predicting the Future With Microsoft BingCybera Inc.
 
Analytics 101: How to not fail at analytics
Analytics 101: How to not fail at analyticsAnalytics 101: How to not fail at analytics
Analytics 101: How to not fail at analyticsCybera Inc.
 
Are MOOC's past their peak?
Are MOOC's past their peak?Are MOOC's past their peak?
Are MOOC's past their peak?Cybera Inc.
 
Opening the doors of the laboratory
Opening the doors of the laboratoryOpening the doors of the laboratory
Opening the doors of the laboratoryCybera Inc.
 
Open City - Edmonton
Open City - EdmontonOpen City - Edmonton
Open City - EdmontonCybera Inc.
 
Unlocking the power of healthcare data
Unlocking the power of healthcare dataUnlocking the power of healthcare data
Unlocking the power of healthcare dataCybera Inc.
 
Checking in on Healthcare Data Analytics
Checking in on Healthcare Data AnalyticsChecking in on Healthcare Data Analytics
Checking in on Healthcare Data AnalyticsCybera Inc.
 
Open access and open data: international trends and strategic context
Open access and open data: international trends and strategic contextOpen access and open data: international trends and strategic context
Open access and open data: international trends and strategic contextCybera Inc.
 

Mehr von Cybera Inc. (20)

Cyber Summit 2016: Technology, Education, and Democracy
Cyber Summit 2016: Technology, Education, and DemocracyCyber Summit 2016: Technology, Education, and Democracy
Cyber Summit 2016: Technology, Education, and Democracy
 
Cyber Summit 2016: Understanding Users' (In)Secure Behaviour
Cyber Summit 2016: Understanding Users' (In)Secure BehaviourCyber Summit 2016: Understanding Users' (In)Secure Behaviour
Cyber Summit 2016: Understanding Users' (In)Secure Behaviour
 
Cyber Summit 2016: Insider Threat Indicators: Human Behaviour
Cyber Summit 2016: Insider Threat Indicators: Human BehaviourCyber Summit 2016: Insider Threat Indicators: Human Behaviour
Cyber Summit 2016: Insider Threat Indicators: Human Behaviour
 
Cyber Summit 2016: Research Data and the Canadian Innovation Challenge
Cyber Summit 2016: Research Data and the Canadian Innovation ChallengeCyber Summit 2016: Research Data and the Canadian Innovation Challenge
Cyber Summit 2016: Research Data and the Canadian Innovation Challenge
 
Cyber Summit 2016: Knowing More and Understanding Less in the Age of Big Data
Cyber Summit 2016: Knowing More and Understanding Less in the Age of Big DataCyber Summit 2016: Knowing More and Understanding Less in the Age of Big Data
Cyber Summit 2016: Knowing More and Understanding Less in the Age of Big Data
 
Cyber Summit 2016: Privacy Issues in Big Data Sharing and Reuse
Cyber Summit 2016: Privacy Issues in Big Data Sharing and ReuseCyber Summit 2016: Privacy Issues in Big Data Sharing and Reuse
Cyber Summit 2016: Privacy Issues in Big Data Sharing and Reuse
 
Cyber Summit 2016: Establishing an Ethics Framework for Predictive Analytics ...
Cyber Summit 2016: Establishing an Ethics Framework for Predictive Analytics ...Cyber Summit 2016: Establishing an Ethics Framework for Predictive Analytics ...
Cyber Summit 2016: Establishing an Ethics Framework for Predictive Analytics ...
 
Cyber Summit 2016: The Data Tsunami vs The Network: How More Data Changes Eve...
Cyber Summit 2016: The Data Tsunami vs The Network: How More Data Changes Eve...Cyber Summit 2016: The Data Tsunami vs The Network: How More Data Changes Eve...
Cyber Summit 2016: The Data Tsunami vs The Network: How More Data Changes Eve...
 
Cyber Summit 2016: Issues and Challenges Facing Municipalities In Securing Data
Cyber Summit 2016: Issues and Challenges Facing Municipalities In Securing DataCyber Summit 2016: Issues and Challenges Facing Municipalities In Securing Data
Cyber Summit 2016: Issues and Challenges Facing Municipalities In Securing Data
 
Cyber Summit 2016: Using Law Responsibly: What Happens When Law Meets Technol...
Cyber Summit 2016: Using Law Responsibly: What Happens When Law Meets Technol...Cyber Summit 2016: Using Law Responsibly: What Happens When Law Meets Technol...
Cyber Summit 2016: Using Law Responsibly: What Happens When Law Meets Technol...
 
Privacy, Security & Access to Data
Privacy, Security & Access to DataPrivacy, Security & Access to Data
Privacy, Security & Access to Data
 
Do Universities Dream of Big Data
Do Universities Dream of Big DataDo Universities Dream of Big Data
Do Universities Dream of Big Data
 
Predicting the Future With Microsoft Bing
Predicting the Future With Microsoft BingPredicting the Future With Microsoft Bing
Predicting the Future With Microsoft Bing
 
Analytics 101: How to not fail at analytics
Analytics 101: How to not fail at analyticsAnalytics 101: How to not fail at analytics
Analytics 101: How to not fail at analytics
 
Are MOOC's past their peak?
Are MOOC's past their peak?Are MOOC's past their peak?
Are MOOC's past their peak?
 
Opening the doors of the laboratory
Opening the doors of the laboratoryOpening the doors of the laboratory
Opening the doors of the laboratory
 
Open City - Edmonton
Open City - EdmontonOpen City - Edmonton
Open City - Edmonton
 
Unlocking the power of healthcare data
Unlocking the power of healthcare dataUnlocking the power of healthcare data
Unlocking the power of healthcare data
 
Checking in on Healthcare Data Analytics
Checking in on Healthcare Data AnalyticsChecking in on Healthcare Data Analytics
Checking in on Healthcare Data Analytics
 
Open access and open data: international trends and strategic context
Open access and open data: international trends and strategic contextOpen access and open data: international trends and strategic context
Open access and open data: international trends and strategic context
 

Kürzlich hochgeladen

Organic Name Reactions for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions  for the students and aspirants of Chemistry12th.pptxOrganic Name Reactions  for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions for the students and aspirants of Chemistry12th.pptxVS Mahajan Coaching Centre
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13Steve Thomason
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformChameera Dedduwage
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Celine George
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionSafetyChain Software
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
CARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxCARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxGaneshChakor2
 
mini mental status format.docx
mini    mental       status     format.docxmini    mental       status     format.docx
mini mental status format.docxPoojaSen20
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...EduSkills OECD
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introductionMaksud Ahmed
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxheathfieldcps1
 
Arihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfArihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfchloefrazer622
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeThiyagu K
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphThiyagu K
 

Kürzlich hochgeladen (20)

Organic Name Reactions for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions  for the students and aspirants of Chemistry12th.pptxOrganic Name Reactions  for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions for the students and aspirants of Chemistry12th.pptx
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13The Most Excellent Way | 1 Corinthians 13
The Most Excellent Way | 1 Corinthians 13
 
Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1Código Creativo y Arte de Software | Unidad 1
Código Creativo y Arte de Software | Unidad 1
 
A Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy ReformA Critique of the Proposed National Education Policy Reform
A Critique of the Proposed National Education Policy Reform
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17
 
Mastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory InspectionMastering the Unannounced Regulatory Inspection
Mastering the Unannounced Regulatory Inspection
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
CARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxCARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptx
 
mini mental status format.docx
mini    mental       status     format.docxmini    mental       status     format.docx
mini mental status format.docx
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
microwave assisted reaction. General introduction
microwave assisted reaction. General introductionmicrowave assisted reaction. General introduction
microwave assisted reaction. General introduction
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Arihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdfArihant handbook biology for class 11 .pdf
Arihant handbook biology for class 11 .pdf
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Measures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and ModeMeasures of Central Tendency: Mean, Median and Mode
Measures of Central Tendency: Mean, Median and Mode
 
Z Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot GraphZ Score,T Score, Percential Rank and Box Plot Graph
Z Score,T Score, Percential Rank and Box Plot Graph
 

Visualization and Level-of-detail of Metadata for Interactive Exploration of Sensor Web