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Semantic Technology for Development:
Semantic Web without the Web?
Victor de Boer
Vrije Universiteit Amsterdam
With input from: Anna Bon, Christophe Gueret, Stephane Boyera , Nana Baah Gyan, Chris van Aart, Max
Froumentin, Aman Grewal, Mary Allen, Amadou Tangara, Etienne Barnard, Hans Akkermans, Julie
Ferguson, Marije Visscher,…
Victor de Boer
Web & Media Group, CS, VU University Amsterdam
Netherlands Institute for Sound and Vision
Web Science
Cultural Heritage and Digital History
ICT for Development
CAUTION!
DIGITAL DIVIDE AHEAD
Internet users per continent
Source: International Telecommunication Union
(ITU)
Linked Data for Development?
Can the (Semantic) Web (be made to) mean
something for knowledge sharing even under
very constraining conditions?
No internet, no computer, no electricity
Multitude of languages, levels of literacy
http://worldwidesemanticweb.org
Example: Landportal
http://landportal.info and http://landportal.sbc4d.com
Published by FAO
Example: Agrovoc/Agris
http://linked-development.org/
Example: Institute for Development Studies’
Eldis database
ELDIS Link to GeoNames
IDS: document 0002 Country:”Gambia”
Geonames:Gambia
Region: Africa
population : 1593256
N 13° 30' 0'' W 15° 30' 0'
Links to DBPedia
IDS: document 0001 Theme:”Food Security”
DBPedia:”Food Security”
Analysis of approaches to
understanding and addressing food
security issues; examination of the
structural causes of food insecurity
and different policy responses
Theme:” Food aid emergencies ”
Person:”David Pimentel”
Organisation:”FAO”
“Voedselzekerheid”@NL
IATI Sector:”Higher Education”
Organisation : UN Habitat
Activity: Multi donor fund to support civil
society in democracy related issues
Aid received (USD)
Geonames:Gambia
Worldbank:Gambia
N 13° 30' 0'' W 15° 30' 0'
Example: Linked Data for International Aid
Transparency Initiative (IATI)
Kasper Brandt
http://iati2lod.appspot.com/
4. How does violent conflict in recipient countries affect aid activities?
5. How does aid spending as registered in the IATI standard compare to World
Bank indicators?
Hm..
Information sharing should be made
1. usable on small, affordable,
hardware deployed in various
connectivity contexts;
2. accessible to individuals with
varied cultural backgrounds /
literacy levels;
3. relevant and directly useful to
the target public they aim to
empower.
Infrastructure
Interface Relevancy
Infrastructure
RelevancyInterface
https://www.flickr.com/photos/worldbank/7826373720
Mobile phones
Community radio
Low-literacy
One of the grand challenges of ICT4D
Prevalent among the rural poor
Speech: The most
natural user interface
http://www.holisticlc.com/speech-therapy/
M-agro Use Case
Context: Regreening in Africa
Tominian region
Mali
Market Data store
GSM/Voice interface
Web Interface
Text-To-Speech / ASR
Radio users
Field operative
Users
Information / Communique Services
“Slot and Filler” Text-to-Speech
English:
Bambara:
15 liters of offered by Zakari Diarra
15_ba.wav L_ba.wav Of_ba.wav
Spoken Language
Elements Repository
honey
Talking to LOD
Web applications
<VoiceXML> to SPARQL
Voice browser
RadioMarché
Linked market data
‘Allo, Linked
Data?
DBpedia
GeoNames
Agrovoc
rm:offering0001
rm:shea_butter
rm:1000
rdfs:label
rdfs:label “Amande de Karité”@fr
“Shea Nuts”@en
speakle:voicelabel_ba
rm:audio_shea_nl.wav
rm:audio_shea_ba.wav
speakle:voicelabel_nl
rdfs:label
“1000”
speakle:voicelabel_ba
rm:audio_1000_nl.wav
rm:audio_1000_ba.wav
speakle:voicelabel_nl
rm:Mazankuy_Diarra
rm:kilo
rdfs:label “kilo”@en
speakle:voicelabel_ba
rm:audio_kilo_nl.wav
rm:audio_kilo_ba.wav
speakle:voicelabel_nl
rm:has_contact
Speakle voice labels
RadioMarché leads to new questions,
new actions, new knowledge
Honey sales doubled in
Tominian since RadioMarche;
Sheabutter sales lagged
behind, despite the same
approach in RadioMarche
Source: Sahel Eco Amadou Tangara internal
Evaluation report EVP – Radio Marché
Infrastructure
Interface Relevancy
Weather Service (Ghana, Mali, Burkina Faso)
DigiVet (N-Ghana)
Radio message service (Mali)
Poultry vaccination service (Mali)
Milk service (Mali
Seed market (Mali and Burkina Faso)
Veterinary service (N-Ghana)
Knowledge base and diagnosis system
CommonKADS
Information sharing across locations
DigiVet
Mr. Meteo
Mali Milk
Linked Data’s flexible data model fits the
``downscaling’’ aspect of CS4D well
Data is locally relevant…
…but might be shared across regions…
…across locally co-developed applications…
…and aggregated to country/global level
Interface Relevancy
Infrastructure
http://www.nytimes.com/2008/12/16/health/16incubators.html?pagewanted=1&_r=3&partner=permalink&exprod=permalink
Appropriate, sustainable hardware
affordable,
low-power-consuming,
repairable,
durable,
ownable,
Total Cost of Ownership (TCO)
Example: Efficient Knowledge sharing
with SemanticXO and ERS
Christophe Guéret
ENTITY REGISTRY SYSTEM (ERS)
• Fully decentralised Linked Data publication platform
• Works under any kind of connectivity context
• Tracks back individual edits back to their authors
• Simple and versatile
• Open Source https://github.com/ers-devs
• Low resource demanding
... and open for contributions so don't
hesitate to fork it!
Voice service: Multiple solutions
SIP over Ethernet
HTTP
Officeroute
running Asterisk
Orange Emerginov Platform
GSM dongle
DOWNSCALING
Cheap, small
hardware
Foroba Blon 2.0
Kasadaka
Low-resource knowledge sharing platform
Low-power, ubiquitous, cheap hardware
FLOSS components
Rapid prototyping + deployment of (knowledge-intensive) services
User Interfaces
Voice services
SMS-based
Visual
Wifi, 3g or GSM network
RDF Data store (Linked Data) allows for
flexible data integration across applications, deployments
Kasadaka (“talking box”)
Andre Baart
Machine to machine
information exchange
GSM network
SPARQL in an SMS
Enable (Semantic) Web data exchange
over GSM networks.
Practical differences HTTP and SMS:
SMS works with phone number, HTTP works with URLs.
SMS has a size restriction, HTTP practically has none.
SMS is one-way messaging, HTTP follows request-
response.
Basic M2M communication based on
SPARQL.
Onno Valkering
SPARQL in an SMS
Converters to translate SPARQL HTTP request to SMS
message (140 or 160 chars) and vice versa
CONSTRUCT, INSERT/DELETE DATA
Challenges
Blending synchronous and asynchronous messaging
SPARQL/ RDF compression
Unpredictable query result sizes
Compression for small datasets experiments
Strategies
Different serializations: RDF/XML, N-triples, Turtle, HDT1, EXI2
Compression (zip)
Assume shared vocabularies (top 20 from prefix.cc) and
remove redundant (inferenced) triples (RDFS reasoning)
Evaluated on real-world datasets LOD Laundromat3
232,822 small datasets (1-1,000 triples)
[1] Fernández et al. “Compact Representation of Large RDF Data Sets for publishing and exchange” (ISWC 2010)
[2] Käbisch et al. “Standardized and Efficient RDF Encoding for Constrained Embedded Networks” (ESWC2015)
[3] http://lodlaundromat.org/ and Rietveld et al. “LOD Lab: Experiments at LOD Scale “ (ISWC2015)
Triples
N-triples
+gzip
RDF/
XML
RDF/XML+
Gzip Turtle
Turtle+G
zip HDT
HDT+
Gzip EXI
EXI+
Gzip
Best +
vocabulary
-based
1-10 50.7 103.8 77 102 70.3 495.5 180.1 57.5 65.9 44.2
11-20 22.5 62 27.1 50.5 24.2 122.2 47 23.3 24.9 18.9
21-30 16.2 58.2 18.5 48.7 16.3 79.5 31.1 16.5 17.5 13.6
31-40 28.3 69.1 30.9 62.1 28.6 86.5 40.7 28.2 29.1 23.5
41-50 9.8 51.2 10.2 42.3 8.6 38.1 14.8 9.3 9.7 8
51-60 17.2 59.2 17.5 50.1 15.9 50.5 22.8 15.8 16.3 8.7
61-70 11.8 58.5 12.4 42.4 10 43 17.7 11.1 11.6 6
71-80 8.8 54.8 8.5 40.9 7 31.6 11.2 7.5 7.8 6.4
81-90 6.7 52 6.3 40.6 5.1 25.4 9.1 5.8 6 4.4
91-100 8.1 54.9 7.6 40.4 6.2 26.9 9.7 6.8 7 5.7
101-200 8.8 62 8.3 39.2 6.7 24.7 10.1 7.6 7.9 5.7
201-300 4.8 50.8 3.6 39 2.8 13.4 4 3.6 3.6 2.7
301-400 4.8 51.5 3.3 37.7 2.5 11.4 3.3 3 3.1 2.5
401-500 4.4 51.5 2.9 37.4 2.2 10.4 2.7 2.6 2.7 2.2
501-600 5 53.8 3.4 38.7 2.5 8.9 3 2.9 3 2.4
601-700 4.1 51 2.5 35.9 1.7 8.5 2.2 2.3 2.4 1.7
701-800 4.5 51.1 2.7 36.2 1.9 8.1 2.1 2.4 2.4 1.9
801-900 4.4 51.1 2.6 36.4 1.8 7.9 1.9 2.3 2.3 1.8
901-1000 4.1 50.9 2.4 36.5 1.7 7.7 1.7 2.1 2.1 1.7
801-900 4.4 51.1 2.6 36.4 1.8 7.9 1.9 2.3 2.3 1.8
901-1000 4.1 50.9 2.4 36.5 1.7 7.7 1.7 2.1 2.1 1.7
For very small datasets (<40 triples), n-triples + gzip works best
For larger datasets Turtle+gzip compresses best
Removing redundancies using shared vocabularies adds additional compression
Compression experiments results
Number
of SMSes
Avg.
number
of triples
1 0
2 3
3 8
4 16
5 24
6 84
7 98
8 126
9 189
10 301
For very small datasets (<40 triples), n-triples + gzip works best
For larger datasets Turtle+gzip compresses best
Removing redundancies using shared vocabularies adds additional compression
0
10
20
30
40
50
60
70
80
Compression(percentagewrtn-triples)
Size of dataset in triples (binned)
N-triples +gzip
Turtle+Gzip
Best + vocabulary-based
Evaluation: 4 scenarios in 2 cases
Digivet and RadioMarche applications
Four scenarios / SPARQL queries in total
Results
Linked Data over
Sneakernet / Driveby wifi
Master project Fahad Ali
Semantic Web over SMS is feasible
using data compression + semantic background knowledge
economically feasible for ICT4D services for small datasets
Semantic Web without the Web is possible
cf. IOT
Radio Data System (RDS), LoRa,..
Dev. countries can leapfrog directly into the
information age,
jumping many phases of immature technologies
Img: flickr/n3v3rv0id
From ICT4D to Development Informatics
Img: flickr/n3v3rv0id
KR4D, LD4D, HCI4D, …
Test Computer Science hypotheses in
domains/environments
Thank you
@victordeboer
v.de.boer@vu.nl
http://w4ra.org
http://worldwidesemanticweb.org
One more example
Aid accountability in Nepal
Marije Visscher
Social Scientist
Aske Robenhagen
Computer Scientist
Citizens
Community frontline
associates (CFAs)
Accountability Lab
Office
Donors, Journalists
Surveys, focus groups. Collected in forms.
Reports from the field, solutions.
Aggregated reports, accountability
Example data
Citizens
Community frontline
associates (CFAs)
Accountability Lab
Office
Donors, Journalists
Smartphone - Voice System - SMS
Report1
हसकल्पनाम्यामआ
न्जिननयरहरुद्वारागाब
geo:Kavra
Report2
Knowledge graph

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Semantic Technology for Development: Semantic Web without the Web?

  • 1. Semantic Technology for Development: Semantic Web without the Web? Victor de Boer Vrije Universiteit Amsterdam With input from: Anna Bon, Christophe Gueret, Stephane Boyera , Nana Baah Gyan, Chris van Aart, Max Froumentin, Aman Grewal, Mary Allen, Amadou Tangara, Etienne Barnard, Hans Akkermans, Julie Ferguson, Marije Visscher,…
  • 2. Victor de Boer Web & Media Group, CS, VU University Amsterdam Netherlands Institute for Sound and Vision Web Science Cultural Heritage and Digital History ICT for Development
  • 3.
  • 5. Internet users per continent Source: International Telecommunication Union (ITU)
  • 6. Linked Data for Development?
  • 7. Can the (Semantic) Web (be made to) mean something for knowledge sharing even under very constraining conditions? No internet, no computer, no electricity Multitude of languages, levels of literacy http://worldwidesemanticweb.org
  • 8.
  • 10. Published by FAO Example: Agrovoc/Agris
  • 11. http://linked-development.org/ Example: Institute for Development Studies’ Eldis database
  • 12. ELDIS Link to GeoNames IDS: document 0002 Country:”Gambia” Geonames:Gambia Region: Africa population : 1593256 N 13° 30' 0'' W 15° 30' 0'
  • 13. Links to DBPedia IDS: document 0001 Theme:”Food Security” DBPedia:”Food Security” Analysis of approaches to understanding and addressing food security issues; examination of the structural causes of food insecurity and different policy responses Theme:” Food aid emergencies ” Person:”David Pimentel” Organisation:”FAO” “Voedselzekerheid”@NL
  • 14. IATI Sector:”Higher Education” Organisation : UN Habitat Activity: Multi donor fund to support civil society in democracy related issues Aid received (USD) Geonames:Gambia Worldbank:Gambia N 13° 30' 0'' W 15° 30' 0' Example: Linked Data for International Aid Transparency Initiative (IATI) Kasper Brandt
  • 15. http://iati2lod.appspot.com/ 4. How does violent conflict in recipient countries affect aid activities? 5. How does aid spending as registered in the IATI standard compare to World Bank indicators?
  • 16. Hm..
  • 17. Information sharing should be made 1. usable on small, affordable, hardware deployed in various connectivity contexts; 2. accessible to individuals with varied cultural backgrounds / literacy levels; 3. relevant and directly useful to the target public they aim to empower. Infrastructure Interface Relevancy
  • 21. Low-literacy One of the grand challenges of ICT4D Prevalent among the rural poor
  • 22. Speech: The most natural user interface http://www.holisticlc.com/speech-therapy/
  • 23.
  • 24. M-agro Use Case Context: Regreening in Africa
  • 26.
  • 27. Market Data store GSM/Voice interface Web Interface Text-To-Speech / ASR Radio users Field operative Users Information / Communique Services
  • 28. “Slot and Filler” Text-to-Speech English: Bambara: 15 liters of offered by Zakari Diarra 15_ba.wav L_ba.wav Of_ba.wav Spoken Language Elements Repository honey
  • 29. Talking to LOD Web applications <VoiceXML> to SPARQL Voice browser RadioMarché Linked market data ‘Allo, Linked Data? DBpedia GeoNames Agrovoc
  • 30. rm:offering0001 rm:shea_butter rm:1000 rdfs:label rdfs:label “Amande de Karité”@fr “Shea Nuts”@en speakle:voicelabel_ba rm:audio_shea_nl.wav rm:audio_shea_ba.wav speakle:voicelabel_nl rdfs:label “1000” speakle:voicelabel_ba rm:audio_1000_nl.wav rm:audio_1000_ba.wav speakle:voicelabel_nl rm:Mazankuy_Diarra rm:kilo rdfs:label “kilo”@en speakle:voicelabel_ba rm:audio_kilo_nl.wav rm:audio_kilo_ba.wav speakle:voicelabel_nl rm:has_contact Speakle voice labels
  • 31. RadioMarché leads to new questions, new actions, new knowledge Honey sales doubled in Tominian since RadioMarche; Sheabutter sales lagged behind, despite the same approach in RadioMarche Source: Sahel Eco Amadou Tangara internal Evaluation report EVP – Radio Marché
  • 33. Weather Service (Ghana, Mali, Burkina Faso) DigiVet (N-Ghana) Radio message service (Mali) Poultry vaccination service (Mali) Milk service (Mali Seed market (Mali and Burkina Faso)
  • 34. Veterinary service (N-Ghana) Knowledge base and diagnosis system CommonKADS Information sharing across locations DigiVet
  • 37. Linked Data’s flexible data model fits the ``downscaling’’ aspect of CS4D well Data is locally relevant… …but might be shared across regions… …across locally co-developed applications… …and aggregated to country/global level
  • 41. Example: Efficient Knowledge sharing with SemanticXO and ERS Christophe Guéret
  • 42. ENTITY REGISTRY SYSTEM (ERS) • Fully decentralised Linked Data publication platform • Works under any kind of connectivity context • Tracks back individual edits back to their authors • Simple and versatile • Open Source https://github.com/ers-devs • Low resource demanding ... and open for contributions so don't hesitate to fork it!
  • 43. Voice service: Multiple solutions SIP over Ethernet HTTP Officeroute running Asterisk Orange Emerginov Platform GSM dongle DOWNSCALING Cheap, small hardware
  • 45. Low-resource knowledge sharing platform Low-power, ubiquitous, cheap hardware FLOSS components Rapid prototyping + deployment of (knowledge-intensive) services User Interfaces Voice services SMS-based Visual Wifi, 3g or GSM network RDF Data store (Linked Data) allows for flexible data integration across applications, deployments Kasadaka (“talking box”) Andre Baart
  • 46. Machine to machine information exchange GSM network
  • 47. SPARQL in an SMS Enable (Semantic) Web data exchange over GSM networks. Practical differences HTTP and SMS: SMS works with phone number, HTTP works with URLs. SMS has a size restriction, HTTP practically has none. SMS is one-way messaging, HTTP follows request- response. Basic M2M communication based on SPARQL. Onno Valkering
  • 48. SPARQL in an SMS Converters to translate SPARQL HTTP request to SMS message (140 or 160 chars) and vice versa CONSTRUCT, INSERT/DELETE DATA Challenges Blending synchronous and asynchronous messaging SPARQL/ RDF compression Unpredictable query result sizes
  • 49. Compression for small datasets experiments Strategies Different serializations: RDF/XML, N-triples, Turtle, HDT1, EXI2 Compression (zip) Assume shared vocabularies (top 20 from prefix.cc) and remove redundant (inferenced) triples (RDFS reasoning) Evaluated on real-world datasets LOD Laundromat3 232,822 small datasets (1-1,000 triples) [1] Fernández et al. “Compact Representation of Large RDF Data Sets for publishing and exchange” (ISWC 2010) [2] Käbisch et al. “Standardized and Efficient RDF Encoding for Constrained Embedded Networks” (ESWC2015) [3] http://lodlaundromat.org/ and Rietveld et al. “LOD Lab: Experiments at LOD Scale “ (ISWC2015)
  • 50. Triples N-triples +gzip RDF/ XML RDF/XML+ Gzip Turtle Turtle+G zip HDT HDT+ Gzip EXI EXI+ Gzip Best + vocabulary -based 1-10 50.7 103.8 77 102 70.3 495.5 180.1 57.5 65.9 44.2 11-20 22.5 62 27.1 50.5 24.2 122.2 47 23.3 24.9 18.9 21-30 16.2 58.2 18.5 48.7 16.3 79.5 31.1 16.5 17.5 13.6 31-40 28.3 69.1 30.9 62.1 28.6 86.5 40.7 28.2 29.1 23.5 41-50 9.8 51.2 10.2 42.3 8.6 38.1 14.8 9.3 9.7 8 51-60 17.2 59.2 17.5 50.1 15.9 50.5 22.8 15.8 16.3 8.7 61-70 11.8 58.5 12.4 42.4 10 43 17.7 11.1 11.6 6 71-80 8.8 54.8 8.5 40.9 7 31.6 11.2 7.5 7.8 6.4 81-90 6.7 52 6.3 40.6 5.1 25.4 9.1 5.8 6 4.4 91-100 8.1 54.9 7.6 40.4 6.2 26.9 9.7 6.8 7 5.7 101-200 8.8 62 8.3 39.2 6.7 24.7 10.1 7.6 7.9 5.7 201-300 4.8 50.8 3.6 39 2.8 13.4 4 3.6 3.6 2.7 301-400 4.8 51.5 3.3 37.7 2.5 11.4 3.3 3 3.1 2.5 401-500 4.4 51.5 2.9 37.4 2.2 10.4 2.7 2.6 2.7 2.2 501-600 5 53.8 3.4 38.7 2.5 8.9 3 2.9 3 2.4 601-700 4.1 51 2.5 35.9 1.7 8.5 2.2 2.3 2.4 1.7 701-800 4.5 51.1 2.7 36.2 1.9 8.1 2.1 2.4 2.4 1.9 801-900 4.4 51.1 2.6 36.4 1.8 7.9 1.9 2.3 2.3 1.8 901-1000 4.1 50.9 2.4 36.5 1.7 7.7 1.7 2.1 2.1 1.7 801-900 4.4 51.1 2.6 36.4 1.8 7.9 1.9 2.3 2.3 1.8 901-1000 4.1 50.9 2.4 36.5 1.7 7.7 1.7 2.1 2.1 1.7 For very small datasets (<40 triples), n-triples + gzip works best For larger datasets Turtle+gzip compresses best Removing redundancies using shared vocabularies adds additional compression
  • 51. Compression experiments results Number of SMSes Avg. number of triples 1 0 2 3 3 8 4 16 5 24 6 84 7 98 8 126 9 189 10 301 For very small datasets (<40 triples), n-triples + gzip works best For larger datasets Turtle+gzip compresses best Removing redundancies using shared vocabularies adds additional compression 0 10 20 30 40 50 60 70 80 Compression(percentagewrtn-triples) Size of dataset in triples (binned) N-triples +gzip Turtle+Gzip Best + vocabulary-based
  • 52. Evaluation: 4 scenarios in 2 cases Digivet and RadioMarche applications Four scenarios / SPARQL queries in total Results
  • 53. Linked Data over Sneakernet / Driveby wifi Master project Fahad Ali
  • 54.
  • 55. Semantic Web over SMS is feasible using data compression + semantic background knowledge economically feasible for ICT4D services for small datasets Semantic Web without the Web is possible cf. IOT Radio Data System (RDS), LoRa,..
  • 56. Dev. countries can leapfrog directly into the information age, jumping many phases of immature technologies Img: flickr/n3v3rv0id
  • 57. From ICT4D to Development Informatics Img: flickr/n3v3rv0id KR4D, LD4D, HCI4D, … Test Computer Science hypotheses in domains/environments
  • 60. Aid accountability in Nepal Marije Visscher Social Scientist Aske Robenhagen Computer Scientist
  • 61. Citizens Community frontline associates (CFAs) Accountability Lab Office Donors, Journalists Surveys, focus groups. Collected in forms. Reports from the field, solutions. Aggregated reports, accountability
  • 63. Citizens Community frontline associates (CFAs) Accountability Lab Office Donors, Journalists Smartphone - Voice System - SMS Report1 हसकल्पनाम्यामआ न्जिननयरहरुद्वारागाब geo:Kavra Report2 Knowledge graph

Hinweis der Redaktion

  1. We all love the web and all of us appreciate the influence it had on our social, political and economic lives. This Empowerment through the sharing of knowledge of businesses, people and societies is reflected in the rapid growth of the Internet and the World Wide Web 4.5 Billion people are now unconnected to the web.
  2. s
  3. Donkey-image
  4. NeoNurture 40.000 vs 1000 Euros