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Talking to Linked Data:
Comparing voice interfaces for
general-purpose data
Rianne Nieland
Supervisor: Victor de Boer
Vrije Universiteit Amsterdam
Context & Problem Statement
• Web = big information space
o Contains useful information for people in developing countries
• Like governmental and medical information, and information about
plants and trees on Wikipedia
• People in developing countries:
o No internet access
o Often low literate
o Do have mobile phones
• Solution: Voice-based access to Web data using
GSM network
• Research: Develop voice
interfaces for general-purpose
datasets
Wikipedia vs DBpedia
• Natural language text
• And structured
information, like infobox,
images and links to other
pages
• Extracts structured
information of Wikipedia
• DBpedia ontology:
classes and properties
• Data interlinked with
other data sources
• Very lightweight way to
share, re-use and
integrate datasets
Research Questions
How can information from Wikipedia efficiently
be made available using voice interfaces for GSM?
1. What are the requirements of a good voice
interface for Wikipedia and DBpedia concepts?
2. What are good methods for converting Wikipedia
and DBpedia concepts to voice interfaces?
3. How do users perform on the Wikipedia and
DBpedia voice interface in terms of speed, error
rate and usability?
Approach
Experiment
Developing conversion algorithms (Process)
Developing voice user interface (Output)
Requirements elicitation
Literature study
Requirements elicitation
• Input requirements
o Dual-Tone Multi-Frequency input
o Local phone line
• Process requirements
o Overview of page
o Eliminate repetitions
o Feedback
o Error recovery
• Output requirements
o System’s voice: female + text to speech
o Nonverbal sounds
Voice user interface
• Basic call flow structure:
1. Welcome message + page menu
2. Section menu
3. Subsection menu
4. Reads chosen (sub)section to user
• Voice interfaces have same basic call flow structure
• But different input sources
Process of voice interfaces
Input:
Wikipedia
/DBpedia
? Output:
Call flow
Process of voice interfaces
Input:
Wikipedia
/DBpedia
Proces:
Conversion
Output:
Call flow
Conversion steps
• DOMXPATH queries
• Section menu:
o Elements with class mw-
headline, except h3 and h4
• Subsection menu:
o h3 elements
• Read (sub)section
o p en li elements
• SPARQL queries
• Section menu:
o Abstract
o Nutritional values
o Biological classification
o Associated food, persons and
organizations
• Subsection menu &
Read (sub)section
o SPARQL queries
Experiment
• 16 participants
• Domain crops
• Each participant tests both voice interfaces by
answering questions with the voice interfaces
• 2 question sets of each 3 questions
• Divided participants into 4 groups:
o First Wikipedia (W) with question set 1 and then DBpedia (D) with question
set 2 (W1D2)
o W2D1
o D1W2
o D2W1
Experiment
1. Verbal explanation
2. General questionnaire (gender, age, purposes of
mobile phone usage and usage of voice
interfaces)
3. Test first voice interface by answering questions
4. Fill in IBM’s usability satisfaction questionnaire
5. Test second voice interface by answering questions
6. Fill in IBM’s usability satisfaction questionnaire
Results: Speed
• Wikipedia voice interface average time 2:53
minutes
• DBpedia voice interface average time 2:22 minutes
• No significant difference  Both voice interfaces
equally fast
• Also no learning curve found
Results: Error rate
• In general both voice interface have significantly
the same error rate
• For question 2 of question set 1 Wikipedia has a
significantly lower error rate
Results: Usability
• Usability is divided into 4 scores:
o Overall satisfaction
o System usefulness
o Information quality
o Interface quality
• In general no significant difference between
Wikipedia and DBpedia voice interface for all
scores
• When voice interfaces are tested first:
o Wikipedia scores higher on overall satisfaction and information quality
Discussion
• WiFi connection sometimes did not work
• DBpedia was offline a number of times
o DBpedia backup voice interface
• Participants are used to access textual version of
Web
• DBpedia contains very little information
• DBpedia voice interface is domain specific
Conclusion
• To make information from Wikipedia efficiently
available using voice interfaces for GSM:
o Requirements should be met
o Conversion methods used in this research should be considered, because
they work efficiently
o Both normal Web data, Wikipedia, or Linked Data, Dbpedia, can be used
Future work
• Can be used in developing countries
o Should use local languages
o Local phone number
o Should be tested there outside a lab
o Investigate what information these people need
• Broaden scope to whole Wikipedia and DBpedia

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Rianne Nieland's final presentation

  • 1. Talking to Linked Data: Comparing voice interfaces for general-purpose data Rianne Nieland Supervisor: Victor de Boer Vrije Universiteit Amsterdam
  • 2. Context & Problem Statement • Web = big information space o Contains useful information for people in developing countries • Like governmental and medical information, and information about plants and trees on Wikipedia • People in developing countries: o No internet access o Often low literate o Do have mobile phones • Solution: Voice-based access to Web data using GSM network • Research: Develop voice interfaces for general-purpose datasets
  • 3. Wikipedia vs DBpedia • Natural language text • And structured information, like infobox, images and links to other pages • Extracts structured information of Wikipedia • DBpedia ontology: classes and properties • Data interlinked with other data sources • Very lightweight way to share, re-use and integrate datasets
  • 4. Research Questions How can information from Wikipedia efficiently be made available using voice interfaces for GSM? 1. What are the requirements of a good voice interface for Wikipedia and DBpedia concepts? 2. What are good methods for converting Wikipedia and DBpedia concepts to voice interfaces? 3. How do users perform on the Wikipedia and DBpedia voice interface in terms of speed, error rate and usability?
  • 5. Approach Experiment Developing conversion algorithms (Process) Developing voice user interface (Output) Requirements elicitation Literature study
  • 6. Requirements elicitation • Input requirements o Dual-Tone Multi-Frequency input o Local phone line • Process requirements o Overview of page o Eliminate repetitions o Feedback o Error recovery • Output requirements o System’s voice: female + text to speech o Nonverbal sounds
  • 7. Voice user interface • Basic call flow structure: 1. Welcome message + page menu 2. Section menu 3. Subsection menu 4. Reads chosen (sub)section to user • Voice interfaces have same basic call flow structure • But different input sources
  • 8. Process of voice interfaces Input: Wikipedia /DBpedia ? Output: Call flow
  • 9. Process of voice interfaces Input: Wikipedia /DBpedia Proces: Conversion Output: Call flow
  • 10. Conversion steps • DOMXPATH queries • Section menu: o Elements with class mw- headline, except h3 and h4 • Subsection menu: o h3 elements • Read (sub)section o p en li elements • SPARQL queries • Section menu: o Abstract o Nutritional values o Biological classification o Associated food, persons and organizations • Subsection menu & Read (sub)section o SPARQL queries
  • 11. Experiment • 16 participants • Domain crops • Each participant tests both voice interfaces by answering questions with the voice interfaces • 2 question sets of each 3 questions • Divided participants into 4 groups: o First Wikipedia (W) with question set 1 and then DBpedia (D) with question set 2 (W1D2) o W2D1 o D1W2 o D2W1
  • 12. Experiment 1. Verbal explanation 2. General questionnaire (gender, age, purposes of mobile phone usage and usage of voice interfaces) 3. Test first voice interface by answering questions 4. Fill in IBM’s usability satisfaction questionnaire 5. Test second voice interface by answering questions 6. Fill in IBM’s usability satisfaction questionnaire
  • 13. Results: Speed • Wikipedia voice interface average time 2:53 minutes • DBpedia voice interface average time 2:22 minutes • No significant difference  Both voice interfaces equally fast • Also no learning curve found
  • 14. Results: Error rate • In general both voice interface have significantly the same error rate • For question 2 of question set 1 Wikipedia has a significantly lower error rate
  • 15. Results: Usability • Usability is divided into 4 scores: o Overall satisfaction o System usefulness o Information quality o Interface quality • In general no significant difference between Wikipedia and DBpedia voice interface for all scores • When voice interfaces are tested first: o Wikipedia scores higher on overall satisfaction and information quality
  • 16. Discussion • WiFi connection sometimes did not work • DBpedia was offline a number of times o DBpedia backup voice interface • Participants are used to access textual version of Web • DBpedia contains very little information • DBpedia voice interface is domain specific
  • 17. Conclusion • To make information from Wikipedia efficiently available using voice interfaces for GSM: o Requirements should be met o Conversion methods used in this research should be considered, because they work efficiently o Both normal Web data, Wikipedia, or Linked Data, Dbpedia, can be used
  • 18. Future work • Can be used in developing countries o Should use local languages o Local phone number o Should be tested there outside a lab o Investigate what information these people need • Broaden scope to whole Wikipedia and DBpedia

Editor's Notes

  1. NOT FOR DEVELOPING COUNTRIES Voice interface like when calling dokter
  2. In this project we will make two voice interfaces one for normal web data, Wikipedia, and one for Linked Data, DBpedia.
  3. Call flow = diagram of navigational structure of voice interface
  4. DBpedia: Abstract  abstract property (= domain independent) Nutritional values  mg in property label of datatype gram Biological classification  object properties with English label Associated food, persons and organizations  domain Food, Person or Organisation