spider maps for location based services improvement
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Spider Maps For Loca/on-‐Based Services Improvement
Research Team: João Mourinho
Teresa Galvão Dias
João Falcão e Cunha
15 February, Geneve IESS’11
Night buses from city of London
Point Posi/oning Enhancement Strategies
Background Related Work
Spider Maps Conclusions
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Spider Maps for Loca/on-‐Based Services Improvement
Background 1
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• Industrial Revolu/on -‐ Changes in economy, society -‐ Large Urban Areas -‐ Complex Transporta/on systems
• People are concentra/ng in big ci/es -‐ 80% of the world popula/on lives in urban areas -‐ 60% of the European popula/on lives in urban areas
• Public transporta/on is crucial | Sustainability and efficiency in mobility | High quality of urban life
Spider Maps For Loca/on-‐Based Services Improvement
Background 1
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• Problem -‐ People do not use Public Transporta/on to its full poten/al | Time and Money
• Some services are not efficient -‐ Trip planning in public transporta/on (PT) currently offered through the use of paper maps at transporta/on network hubs and stops
• Tradi/onal Maps are produced manually | High Cost • They do not reflect user context | Inflexibility
Spider Maps For Loca/on-‐Based Services Improvement
Background 1
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Objec/ve:
·∙ Develop a new kind of map | “Spider Map”
·∙ Spider Map -‐ Is a special kind of Schema/c Map -‐ Is an abstrac/on and simplifica/on of reality -‐ May be automa/cally produced by computer
·∙ We have researched how they can be used to improve quality of LBS and PT ridership
Spider Maps For Loca/on-‐Based Services Improvement
Point Posi/oning Enhancement Strategies
Background Related Work
Spider Maps Conclusions
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Spider Maps for Loca/on-‐Based Services Improvement
Spider Maps For Loca/on-‐Based Services Improvement
Related Work 2
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Loca/on Based Services -‐ Informa/on Systems, Accessible with mobile devices through a network -‐ Make use of the loca/on of the mobile device -‐ Are an intersec/on of technologies
Spider Maps For Loca/on-‐Based Services Improvement
• Two way communica/on and interac/on | user tells the system his actual context, inten/on and preferences (or they are obtained in a pervasive way), and the service provider delivers informa/on tailored to that context
Related Work 2
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• LBS Components -‐ Mobile Device -‐ Communica/on Network -‐ Posi/oning Component -‐ Service and Applica/on Provider -‐ Data and Content Provider
• LBS User Ac/ons -‐ Loca/ng -‐ Searching -‐ Naviga/ng -‐ Iden/fying -‐ Checking
Spider Maps For Loca/on-‐Based Services Improvement
Related Work 2
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• LBS | Importance of Context -‐ All the five user ac/ons depend on the context
• Context types -‐ Spa/al Context | where the user is -‐ Time Context | when he is using the service -‐ User Context | what is he using the service for
Spider Maps For Loca/on-‐Based Services Improvement
Related Work 2
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• There are some types of mobile services which are not effec/vely grasping their users | Public Transporta/on
• Different dimensions of informa/on quality affect consumer’s sa/sfac/on towards mobile services and their acceptance (Chae et al, 2002)
Spider Maps For Loca/on-‐Based Services Improvement
Connec/on Quality
Interac/on Quality
Content Quality
Contextual Quality
User Sa/sfac/on Inten/on to use
Related Work 2
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Schema/c Maps
Famous Schema/c Map -‐ London Underground Diagram (Beck, 1933)
• Innova/ve | Line Orienta/on and Distor/on • Controversial.. But successful!
Related Work 2
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Automa/on of the Schema/za/on Process:
Input Map/Sketch Phase I -‐ Align to Grid Phase II -‐ Op/miza/on Output Schema/c Map
Spider Maps For Loca/on-‐Based Services Improvement
Schema/za/on Process -‐ Reduces unimportant details through abstrac/on -‐ May use distor/on and other visual techniques -‐ Nowadays executed by a handful of skilled designers and cartographers
Related Work 2
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Challenges -‐ Algorithms | Mul/criteria combinatorial op/miza/on problem, ooen with conflic/ng variables -‐ There is some research but considering only isolated parts of the problem -‐ A true mul/disciplinary approach is needed | Informa/on Systems | Transporta/on Services | Opera/ons Research | Human Computer Interac/on | Cogni/ve Psychology | Arts
Current main issues -‐ Algorithm Performance | Real /me for complex maps not achieved yet -‐ Visual Presenta/on | Aesthe/cs | Labeling | Node Conflicts in dense maps
Point Posi/oning Enhancement Strategies
Background Related Work
Spider Maps Conclusions
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Spider Maps for Loca/on-‐Based Services Improvement
Automated Schema/c Maps Point Posi/oning Enhancement Strategies
Spider Maps 3
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Defini/on -‐ Are a special type of Schema/c Map -‐ As with Schema/c Maps, stops and lines correspond to ver/ces and edges
Enhancements -‐ Spider architecture -‐ Pay special aqen/on to context
Spider Maps For Loca/on-‐Based Services Improvement
Spider Maps 3
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Example | Porto São João Hospital Area Spider Map
Spider Maps For Loca/on-‐Based Services Improvement
Spider Maps 3
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Electronic Spider Maps
-‐ Spider Map advantages can only be fully materialized if they are automa/cally generated
-‐ An electronic map can be regenerated much faster than a paper map | Fit to different contexts
-‐ Context variables could be obtained pervasively (sensors) and influence the genera/on of electronic spider maps
Spider Maps For Loca/on-‐Based Services Improvement
Spider Maps 3
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Our team designed a sooware framework
• Generates spider Maps automa/cally, In real /me
• It is a research lab for our Algorithms
• Can be used as an engine to power LBS
• Already in use with Success!
Spider Maps For Loca/on-‐Based Services Improvement
Spider Maps 3
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Algorithms Researched:
-‐ Fisheye algorithm | Done -‐ GRASP (Greedy Randomized Adapta/ve Search | Done, in use -‐ “HPPO – Heuris/c Point Posi/oning Op/miza/on”) has already shown promising results in the Framework tests -‐ Enhanced Tabu Search| Is being finished
Innova/on -‐ Spider Maps generated through our framework are already being used in Porto and Lisbon since the end of 2010
Spider Maps 3
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How can Spider Maps enhance LBS and increase PT ridership?
-‐ Quality of informa/on has a direct effect on user sa/sfac/on on mobile services
-‐ Spider Maps present enhanced features which improve informa/on quality in all its four dimensions
Spider Maps For Loca/on-‐Based Services Improvement
Spider Maps 3
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Improving Context Quality
-‐ Spider map, due to its innova/ve design and features, is well suited to include context informa/on | Where am I and where can I go to?
-‐ The hub intui/vely depicts the space context where the user is at the present /me with higher detail | Replaces the “you are here” tag used in tradi/onal maps
-‐ The lines flowing from the hub only represent the lines available from the user’s current loca/on, not the en/re network | Reduces informa/on overload and learning /me
Spider Maps For Loca/on-‐Based Services Improvement
Spider Maps 3
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Improving Context Quality
-‐ If produced automa/cally, it can change its presenta/on in seconds to accommodate different /me contexts (ex: special event, unpredicted disrup/on of service at one line)
-‐ Can be tailored to specific users in real /me (ex: colorblind people, children, etc)
Spider Maps For Loca/on-‐Based Services Improvement
Spider Maps 3
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Improving Content Quality
-‐ Spider maps allow the user to locate (through the hub), to search (improve searching by elimina/ng superfluous informa/on), to navigate (user can easily know how to go to one des/na/on through its simplified layout)
-‐ Spider maps can be extended to allow iden/fying and checking (although those are not the main objec/ves of PT)
Spider Maps For Loca/on-‐Based Services Improvement
Spider Maps 3
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Improving Interac/on Quality
-‐ The spider architecture mimics the graphic organizer spider maps | used in K-‐12 schools in United States to improve learning
-‐ Spider architecture represents knowledge in a similar way human brain does | Maps easier to use, require less learning /me and cause less user errors and frustra/on
Improving Connec/on Quality
-‐ Spider maps do not have an effect here | But being produced in real /me decreases wai/ng!
Spider Maps For Loca/on-‐Based Services Improvement
Spider Maps 3
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As Koivumaki studies show (Koivumaki et al, 2008) -‐ there is a posi/ve rela/onship between the four
informa/on quality dimensions and user sa/sfac/on and between user sa/sfac/on and the inten/on to use the service
As Spider Maps improve all the informa/on quality dimensions, they will improve user sa/sfac/on and consequently increase the inten/on to use the service.
Spider Maps For Loca/on-‐Based Services Improvement
Conclusions 4
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• Spider Maps are a highly adequate vehicle to communicate transport network informa/on in mobile services | higher informa/on quality in comparison with normal or schema/c maps
• Their automated produc/on in soo real /me makes them capable of responding in real /me to changes in context suppor/ng adapta9ve services.
• Future work needs to be directed to test spider maps in real LBS of a PT service, to support the evidence that spider maps increase inten/on to use LBS and PT ridership.
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Thank you! | Ques/ons ?
Spider Maps For Loca/on-‐Based Services Improvement