spider maps for location based services improvement

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Spider Maps For Loca/onBased Services Improvement Research Team: João Mourinho Teresa Galvão Dias João Falcão e Cunha 15 February, Geneve IESS’11

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Page 1: Spider maps for location based services improvement

Spider  Maps  For  Loca/on-­‐Based  Services  Improvement  

Research  Team:  João  Mourinho    

Teresa  Galvão  Dias  

João  Falcão  e  Cunha  

15  February,  Geneve  IESS’11  

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Night  buses  from  city  of  London  

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Point  Posi/oning  Enhancement  Strategies  

Background   Related  Work  

Spider  Maps   Conclusions  

Spider  Maps   For  Loca/on-­‐Based  Services  Improvement   3/28  

Spider  Maps  for  Loca/on-­‐Based  Services  Improvement  

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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  

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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  

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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  

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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  

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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  

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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  

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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  

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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  

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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!  

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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  

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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  

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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  

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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  

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Example  |  Porto  São  João  Hospital  Area  Spider  Map  

Spider  Maps   For  Loca/on-­‐Based  Services  Improvement  

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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  

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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  

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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  

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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  

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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  

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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  

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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  

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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  

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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  

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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.  

Spider  Maps   For  Loca/on-­‐Based  Services  Improvement  

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   Thank  you!    |  Ques/ons  ?  

Spider  Maps   For  Loca/on-­‐Based  Services  Improvement