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Big Data Onderzoek
Inventarisatie
Just van den Broecke
just@justobjects.nl
versie 1 - 10.okt.2013
1
Big Data Onderzoek
Agenda
•Big Data
•Big Geo Data
•Onderzoeksvragen
2
Big Data Onderzoek
Not JustVolume
3
Big Data Onderzoek
Wat is Big Data?
4
Big data is the term for a collection of
data sets so large and complex that it
becomes difficult to process using
on-hand database management tools
or traditional data processing
applications. http://en.wikipedia.org/wiki/Big_data
Big Data Onderzoek
Uitdagingen
•inwinnen
•beheren
•opslag
•zoeken
5
•delen
•transfereren
•analyse
•visualisatie
en meer...
Big Data Onderzoek
Opportunity or Threat?
6
The opportunity of big data is also its challenge. We are drowning
in data, and tweets, posts and video are not the structured data
that fits well into relational databases for traditional querying. As
a result, big data simply requires a new way of thinking about
how to store and analyze data to accommodate these new
realities and turn insights into actionable decisions.
http://www.greenbookblog.org/2012/03/21/big-data-opportunity-or-threat-for-market-research
Big Data Onderzoek
Gartner 2012 - 3V’s
7
Big data is high volume, high velocity,
and/or high variety information assets that
require new forms of processing to enable
enhanced decision making, insight
discovery and process optimization.
Big Data Onderzoek
Actually 4thV...
8
Veracity: Professional managers are wary of
unverified data. Since much of the data deluge
comes from anonymous and unverified sources, it
is necessary to establish and flag the quality of the
data before it is included in any ensemble.
www.geospatialworld.net
Big Data Onderzoek
Gartner 2013 - Not Just 3V’s
1. 3Vs
Volume, Velocity, Variety
2. Cost-Effective, Innovative Forms of Information Processing
viz. technologies for storing, linking and analysis
3. Enhanced Insight and Decision Making
“...the ultimate goal. Business value is in the insights, which were not available before...”
9
http://www.forbes.com/sites/gartnergroup/2013/03/27/gartners-big-data-definition-consists-of-three-parts-not-to-be-confused-with-three-vs
Three Parts
Big Data Onderzoek
Some Facts
10http://visual.ly/what-big-data
Big Data Onderzoek
Some Facts
11http://visual.ly/what-big-data
Some Facts
http://visual.ly/what-big-data
Big Data Onderzoek12
Big Data Onderzoek
Use Cases
13
http://www-01.ibm.com/software/data/bigdata/use-cases.html
Big Data Onderzoek
Case - Obama Re-election
14
http://rasiej.com/news/2013/1/15/big-data-helped-obama-win-the-election
Big Data Onderzoek15
Inside the Secret World of the Data Crunchers Who Helped Obama Win
http://swampland.time.com/2012/11/07/inside-the-secret-world-of-quants-and-data-crunchers-who-helped-obama-win/
Big Data Onderzoek16
Big Data Onderzoek
Amazon 2x
17
Big Data Onderzoek
Amazon - Case 1
18
Amazon pioneered the use of big data analytics in
e-commerce, web personalization, multivariate
testing of product offerings, and inference engines
to predict consumer preferences.
http://www.citeworld.com/business/22263/bezos-post-big-data
Big Data Onderzoek
Amazon - Case 1 + others
19
http://www.business2community.com/infographics/amazon-netflix-and-twitter-put-big-data-to-good-use-0574652
Big Data Onderzoek20
Big Data Onderzoek21
Big Data Onderzoek
2. Big Geo Data
22
Big Data Onderzoek
New?
23
Geospatial Data has always been Big
Data. Now Big Data Analytics for
geospatial data is available to allow
users to analyze massive volumes of
geospatial data.
http://www.opengeospatial.org/blog/1866
Big Data Onderzoek
Big Data in Geographic Information Science Panel 2012
24
Big Data is not only big because it involves a huge amount of
data, but also because of the high-dimensionality and inter-
linkage of the involved data sets. The on-the-fly integration of
heterogeneous data from various sources has been named
one of the frontiers of Digital Earth research, Bioinformatics, the
Digital Humanities, and other emerging research visions.
http://stko.geog.ucsb.edu/bigdatagiscience2012
Big Data Onderzoek
Lidar
25
Big Data Onderzoek26
Meteorology
Big Data Onderzoek
Amsterdam Realtime 2002
27
http://realtime.waag.org
Big Data Onderzoek
Amsterdam RealtimeVideo
28
▶ Amsterdam Realtime -YouTube
Big Data Onderzoek29
Big Data Onderzoek30
Big Data Onderzoek
UK Linked Data
31
http://data.gov.uk/linked-data
Big Data Onderzoek
Geonovum LOD Pilot
32
www.pilod.nl
Big Data Onderzoek
3. Big Data Kadaster
33
Big Data Onderzoek
Beware of Labeling
34
Big Data Onderzoek
Mogelijkheden
35
•Data Analyse op Kadaster diensten/kanalen
kadaster.nl
KLIC
PDOK
•Basisregistraties
• koppelen (linken, navigeren)
• ontsluiten (WFS)
• real-time
• multi-diminsioneel (2d,3d,4d,...)
• visualisaties
Big Data Onderzoek36
http://www.geonovum.nl/onderwerpen/informatiemodellen/nieuws/surfen-door-het-stelsel-van-basisregistraties
Big Data Onderzoek
Vragen ?
37

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