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9/25/12	
            1	
  
An	
  Elephant	
  and	
  Six	
  Blind	
  Men	
  
An	
  Elephant	
  is	
  NOT	
  
•    Wall	
  
•    Rope	
  
•    Snake	
  
•    Spear	
  
•    Tree	
  
•    Fan	
  
An	
  Elephant	
  is	
  …	
  
  an	
  Elephant	
  
Mobile	
  Social	
  Search	
  (MSS)	
  

         is	
  NOT	
  Mobile	
  	
  
          is	
  NOT	
  Social	
  	
  
         is	
  NOT	
  Search	
  

   Is	
  Mobile	
  Social	
  Search	
  
Changing	
  Times	
  in	
  Search	
  
Mobile	
  Social	
  Search:	
  	
  Search	
  ‘inside’	
  
problem	
  solving	
  in	
  real	
  ;me.	
  

                         Problem	
  Solving	
  
                                 	
  
                                 	
  
                               Search	
  

                                  	
  
MSS:	
  A	
  Problem	
  of	
  Riches	
  

   When	
  we	
  were	
  (data)	
  poor	
  –	
  
   we	
  searched.	
  
   	
  


      Now	
  that	
  we	
  are	
  (data)	
  rich	
  –	
  
      we	
  need	
  mobile	
  social	
  
      search.	
  
      	
  
Search


Connecting
Then




       Now
Then



       Now
•  What	
  is	
  an	
  Italian	
  Restaurant?	
  
    –  List	
  Italian	
  Restaurants	
  in	
  Brussels.	
  
•  Show	
  me	
  Italian	
  Restaurants?	
  
    –  Use	
  Yelp	
  (or	
  any	
  other	
  social	
  approach)	
  and	
  distance	
  
       from	
  me	
  to	
  rank	
  them.	
  
•  Where	
  should	
  I	
  go	
  to	
  eat	
  Italian	
  food	
  NOW?	
  
    –  Consider	
  Tme	
  taken,	
  current	
  ambiance,	
  and	
  quality	
  
       of	
  food	
  into	
  consideraTon.	
  
•  What	
  are	
  symptoms	
  of	
  Swine	
  Flu?	
  
•  Is	
  there	
  a	
  major	
  Swine	
  Flu	
  outbreak	
  in	
  my	
  area?	
  
•  You	
  are	
  likely	
  to	
  be	
  very	
  sick	
  with	
  extreme	
  case	
  
   of	
  Swine	
  Flu	
  soon,	
  your	
  doctor	
  is	
  ready	
  with	
  the	
  
   set	
  up.	
  
Social	
  Networks	
  	
  



Connecting
  People
Social	
  Life	
  Networks	
  


                   Connecting            Information
                        	
         	
  
                             People
                   Aggregation Situation    Alerts
                      and      Detection
                   CompositionAnd
                                           Queries
                   Resources



9/25/12	
                                              14	
  
Concept	
  recogni;on	
  from	
  data	
  




                                                                                              Heterogeneous	
  Media	
  
                                                                 Heterogeneous	
  Media	
  
       LocaTon	
      Scenes	
  




                                                                                                  Single	
  Media	
  
                     Environm                 Trajectories	
  
                                               SituaTons	
  
        aware	
        ents	
   K	
  
                         3.4	
  




                                                                     Single	
  Media	
  
       LocaTon	
       Visual	
  
                     Real	
  world	
            Visual	
  
                        360	
  K	
              11.4K	
  
                                               AcTviTes	
  
       unaware	
      Objects	
  
                      Objects	
                  Events	
  

                       StaTc	
                 Dynamic	
  
        SPACE	
  
                                   TIME	
  



                                                                                                                           15	
  
Proprietary	
  and	
  ConfidenTal,	
  Not	
  For	
  
9/25/12	
                                                           16	
  
                              DistribuTon	
  
•  SituaTon:	
  An	
  acTonable	
  abstracTon	
  of	
  
   observed	
  spaTo-­‐temporal	
  characterisTcs.	
  
•  Allow	
  users	
  to	
  define	
  their	
  own	
  spaTo-­‐
   temporal	
  features	
  and	
  create	
  the	
  situaTon	
  
   detecTon	
  filters.	
  

	
  

9/25/12	
                                                         17	
  
Swine	
  flu:	
  Situa;on	
  Segmenta;on	
  
              into	
  ‘high’	
  and	
  ‘low	
  ’ac;vity	
  zones.	
  




                              Proprietary	
  and	
  ConfidenTal,	
  Not	
  For	
  
9/25/12	
                                                                           18	
  
                                              DistribuTon	
  
(a) Pollen levels (Source: Visual)           (b) Census data (Source: text file)           (c) Reports on ‘Hurricanes’ (source: Twitter stream)	
  




d) Cloud cover (Source: Satellite imagery)    (e) Predicted hurricane path (source: KML)   (f) Open shelters coverage(Source: KML)	
  




         Representa;on	
  for	
  different	
  data	
  sources	
  into	
  a	
  common	
  
                           spa;o-­‐temporal	
  format.	
  	
  
Level	
  0:	
  Raw	
  data	
  streams	
  	
  
e.g.	
  tweets,	
  cameras,	
  traffic,	
  weather,	
  …	
  




                                                                                             …	
  
                          Level	
  1:	
  Unified	
  
                          representaTon	
                    ProperTes
                            (STT	
  Data)	
  
                                                                         STT	
  Stream	
  


                              Level	
  2:	
  
                            AggregaTon	
                     ProperTes    Emage	
  
                             (Emage)	
  
                   	
  

                              Level	
  3:	
  
                           Symbolic	
  rep.	
                ProperTes   SituaTon	
  
                            (SituaTons)	
  
Billions	
  of	
  data	
  sources.	
  
	
  
Selec;ng	
  and	
  combining	
  appropriate	
  sources	
  to	
  detect	
  
situa;ons.	
  
	
  
Interac;ons	
  with	
  different	
  types	
  of	
  Users	
  
                                                 	
  Decision	
  Makers	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  Individuals	
  
	
  


 9/25/12	
                                                                    21	
  
Front	
  End	
  GUI


               New         New                          E-­‐mage                             Alert
               Data        Query                        Stream                              Request
              Source

                                    Back	
  End	
  Controller
                                                        E-­‐mage	
  Stream


                                                                                     Personalized	
  
                  Registered       Stream	
  Query	
  Processor
                   Queries                                                            Alert	
  Unit


                                                        E-­‐mage	
  Stream                    User	
  Info

              Registered
                Data                     Data	
  Ingestor                              Raw	
  Data
                                                                                        Storage
               Sources



                                         API	
  Calls           Raw	
  Spatial	
  
                                                                Data	
  Stream

                                          Data	
  Cloud
9/25/12	
                                                                                                    22	
  
9/25/12	
     23	
  
S.	
  No	
   Operator	
                              Input	
                           Output	
  
1	
                   Selection	
  σ	
               Temporal	
  	
                    Temporal	
  	
  
                                                     E-­‐mage	
  Set	
                 E-­‐mage	
  Set	
  
2	
                   Arithmetic	
  	
  &	
          K*Temporal	
  E-­‐mage	
          Temporal	
  E-­‐mage	
  Set	
  
                      Logical⊕	
                     Set	
  
3	
                   Aggregation	
  α	
             Temporal	
  E-­‐mage	
  set	
   Temporal	
  E-­‐mage	
  Set	
  
4	
                   Grouping	
  γ	
                Temporal	
  E-­‐mage	
  Set	
   Temporal	
  E-­‐mage	
  Set	
  
5	
                   Characterization	
  :	
  
                      • Spatial	
  φ	
               • Temporal	
  E-­‐mage	
  Set	
   • Temporal	
  Pixel	
  Set	
  
                      • Temporal	
  τ	
              • Temporal	
  Pixel	
  Set	
      • Temporal	
  Pixel	
  Set	
  
6	
                   Pattern	
  Matching	
  ψ	
  
                      • Spatial	
  φ	
               • Temporal	
  E-­‐mage	
  Set	
   • Temporal	
  Pixel	
  Set	
  
                      • Temporal	
  τ	
              • Temporal	
  Pixel	
  Set	
      • Temporal	
  Pixel	
  Set	
  
        9/25/12	
                                                                                                  24	
  
Personal	
  SituaTon	
  




                   Proprietary	
  and	
  ConfidenTal,	
  Not	
  For	
  
9/25/12	
                                                                25	
  
                                   DistribuTon	
  
Macro	
  situa;on	
  

                                                                             Alert	
  Level=High	
  



                                           Date=12/09/10	
  


   Micro	
  event	
                    Situa;onal	
  controller	
                    Control	
  Ac;on	
  
  e.g.	
  “Arrgggh,	
  I	
                           	
                                “Please	
  visit	
  
have	
  a	
  sore	
  throat”	
        • Goal	
  	
                                     nearest	
  CDC	
  
 (Loc=New	
  York,	
                  • Macro	
  SituaTon	
  	
                      center	
  at	
  4th	
  St	
  
 Date=12/09/10)	
                     • Rules	
                                       immediately”	
  

   Level	
  1	
  personal	
  threat	
  +	
  Level	
  3	
  Macro	
  threat	
  -­‐>	
  Immediate	
  ac;on	
  	
  
     9/25/12	
                                                                                             26	
  
Planetary	
                             1)	
  Macro	
  	
  	
  	
  	
  
scale	
  sensing	
                        situaTon	
  
Social	
  sensors	
  

Device	
  sensors	
  

Macro	
  sensors	
  


                                                                                   2)	
  Personalized	
  
                                                                                              	
  
                                                                                          situaTon	
  
                                                                                              	
  
                               Personal	
                                                          	
  
                               context	
                                                           	
  
                        Personal	
  life	
  streams	
                                              	
  
                                                                                                   	
  
                                                                                                   	
  
                                Profile/	
                                                          	
  
                              Preferences	
                                             e.g.	
  High	
  Flu	
  risk	
     3)	
  Recommend	
  	
  	
  	
  	
  	
  	
  	
  	
  
                                                                                                   	
                            AcTons	
  
                                                                                                   	
  
                                                                                                   	
  

                                                                                                       Available	
  
                                                                                                       resources	
  
                                                                            Resource	
  data	
  
Classify (Flood level - Shelter
                                      Flood         Shelter)


                Twitter


              Flood Level
                Shelter




9/25/12	
                                                      28	
  
Taking	
  personalized	
  acTons	
  




9/25/12	
                                            29	
  
•  Was	
  for	
  Archived	
  data	
  and	
  mostly	
  for	
  
   researchers	
  (using	
  Desktop).	
  
•  Currently:	
  Mobile	
  clients,	
  Local	
  data,	
  and	
  
   Social	
  Graph	
  (SoMoLo).	
  
•  Immediate	
  Future:	
  SituaTons	
  from	
  Real	
  Time	
  
   data	
  and	
  RecommendaTons.	
  
•  Future:	
  PredicTve	
  control	
  of	
  emerging	
  
   situaTons.	
  
Thanks	
  for	
  your	
  Tme	
  and	
  alenTon.	
  




     For	
  quesTons:	
  jain@ics.uci.edu	
  
Applica;on	
  scenarios	
  

  ¨          Business	
  decision	
  making:	
  Demand-­‐supply	
  analysis,	
  
              opening	
  a	
  new	
  store,	
  offer,…	
  
  ¨          Medical	
  :	
  Epidemic	
  monitoring,	
  Asthma,	
  polluTon	
  
              effect	
  miTgaTon	
  
  ¨          Disaster	
  relief:	
  (hurricane,	
  flood,	
  fire)	
  direcTng	
  
              people	
  to	
  appropriate	
  resources.	
  
  ¨          Traffic:	
  SuggesTng	
  best	
  routes	
  
  	
  
  	
  

9/25/12	
                                                                      32	
  

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  • 2. An  Elephant  and  Six  Blind  Men  
  • 3. An  Elephant  is  NOT   •  Wall   •  Rope   •  Snake   •  Spear   •  Tree   •  Fan  
  • 4. An  Elephant  is  …   an  Elephant  
  • 5. Mobile  Social  Search  (MSS)   is  NOT  Mobile     is  NOT  Social     is  NOT  Search   Is  Mobile  Social  Search  
  • 6. Changing  Times  in  Search   Mobile  Social  Search:    Search  ‘inside’   problem  solving  in  real  ;me.   Problem  Solving       Search    
  • 7. MSS:  A  Problem  of  Riches   When  we  were  (data)  poor  –   we  searched.     Now  that  we  are  (data)  rich  –   we  need  mobile  social   search.    
  • 9. Then Now
  • 10. Then Now
  • 11. •  What  is  an  Italian  Restaurant?   –  List  Italian  Restaurants  in  Brussels.   •  Show  me  Italian  Restaurants?   –  Use  Yelp  (or  any  other  social  approach)  and  distance   from  me  to  rank  them.   •  Where  should  I  go  to  eat  Italian  food  NOW?   –  Consider  Tme  taken,  current  ambiance,  and  quality   of  food  into  consideraTon.  
  • 12. •  What  are  symptoms  of  Swine  Flu?   •  Is  there  a  major  Swine  Flu  outbreak  in  my  area?   •  You  are  likely  to  be  very  sick  with  extreme  case   of  Swine  Flu  soon,  your  doctor  is  ready  with  the   set  up.  
  • 13. Social  Networks     Connecting People
  • 14. Social  Life  Networks   Connecting Information     People Aggregation Situation Alerts and Detection CompositionAnd Queries Resources 9/25/12   14  
  • 15. Concept  recogni;on  from  data   Heterogeneous  Media   Heterogeneous  Media   LocaTon   Scenes   Single  Media   Environm Trajectories   SituaTons   aware   ents   K   3.4   Single  Media   LocaTon   Visual   Real  world   Visual   360  K   11.4K   AcTviTes   unaware   Objects   Objects   Events   StaTc   Dynamic   SPACE   TIME   15  
  • 16. Proprietary  and  ConfidenTal,  Not  For   9/25/12   16   DistribuTon  
  • 17. •  SituaTon:  An  acTonable  abstracTon  of   observed  spaTo-­‐temporal  characterisTcs.   •  Allow  users  to  define  their  own  spaTo-­‐ temporal  features  and  create  the  situaTon   detecTon  filters.     9/25/12   17  
  • 18. Swine  flu:  Situa;on  Segmenta;on   into  ‘high’  and  ‘low  ’ac;vity  zones.   Proprietary  and  ConfidenTal,  Not  For   9/25/12   18   DistribuTon  
  • 19. (a) Pollen levels (Source: Visual) (b) Census data (Source: text file) (c) Reports on ‘Hurricanes’ (source: Twitter stream)   d) Cloud cover (Source: Satellite imagery) (e) Predicted hurricane path (source: KML) (f) Open shelters coverage(Source: KML)   Representa;on  for  different  data  sources  into  a  common   spa;o-­‐temporal  format.    
  • 20. Level  0:  Raw  data  streams     e.g.  tweets,  cameras,  traffic,  weather,  …   …   Level  1:  Unified   representaTon   ProperTes (STT  Data)   STT  Stream   Level  2:   AggregaTon   ProperTes Emage   (Emage)     Level  3:   Symbolic  rep.   ProperTes SituaTon   (SituaTons)  
  • 21. Billions  of  data  sources.     Selec;ng  and  combining  appropriate  sources  to  detect   situa;ons.     Interac;ons  with  different  types  of  Users    Decision  Makers                            Individuals     9/25/12   21  
  • 22. Front  End  GUI New New E-­‐mage Alert Data Query Stream Request Source Back  End  Controller E-­‐mage  Stream Personalized   Registered Stream  Query  Processor Queries Alert  Unit E-­‐mage  Stream User  Info Registered Data Data  Ingestor Raw  Data Storage Sources API  Calls Raw  Spatial   Data  Stream Data  Cloud 9/25/12   22  
  • 23. 9/25/12   23  
  • 24. S.  No   Operator   Input   Output   1   Selection  σ   Temporal     Temporal     E-­‐mage  Set   E-­‐mage  Set   2   Arithmetic    &   K*Temporal  E-­‐mage   Temporal  E-­‐mage  Set   Logical⊕   Set   3   Aggregation  α   Temporal  E-­‐mage  set   Temporal  E-­‐mage  Set   4   Grouping  γ   Temporal  E-­‐mage  Set   Temporal  E-­‐mage  Set   5   Characterization  :   • Spatial  φ   • Temporal  E-­‐mage  Set   • Temporal  Pixel  Set   • Temporal  τ   • Temporal  Pixel  Set   • Temporal  Pixel  Set   6   Pattern  Matching  ψ   • Spatial  φ   • Temporal  E-­‐mage  Set   • Temporal  Pixel  Set   • Temporal  τ   • Temporal  Pixel  Set   • Temporal  Pixel  Set   9/25/12   24  
  • 25. Personal  SituaTon   Proprietary  and  ConfidenTal,  Not  For   9/25/12   25   DistribuTon  
  • 26. Macro  situa;on   Alert  Level=High   Date=12/09/10   Micro  event   Situa;onal  controller   Control  Ac;on   e.g.  “Arrgggh,  I     “Please  visit   have  a  sore  throat”   • Goal     nearest  CDC   (Loc=New  York,   • Macro  SituaTon     center  at  4th  St   Date=12/09/10)   • Rules   immediately”   Level  1  personal  threat  +  Level  3  Macro  threat  -­‐>  Immediate  ac;on     9/25/12   26  
  • 27. Planetary   1)  Macro           scale  sensing   situaTon   Social  sensors   Device  sensors   Macro  sensors   2)  Personalized     situaTon     Personal     context     Personal  life  streams         Profile/     Preferences   e.g.  High  Flu  risk   3)  Recommend                     AcTons       Available   resources   Resource  data  
  • 28. Classify (Flood level - Shelter Flood Shelter) Twitter Flood Level Shelter 9/25/12   28  
  • 29. Taking  personalized  acTons   9/25/12   29  
  • 30. •  Was  for  Archived  data  and  mostly  for   researchers  (using  Desktop).   •  Currently:  Mobile  clients,  Local  data,  and   Social  Graph  (SoMoLo).   •  Immediate  Future:  SituaTons  from  Real  Time   data  and  RecommendaTons.   •  Future:  PredicTve  control  of  emerging   situaTons.  
  • 31. Thanks  for  your  Tme  and  alenTon.   For  quesTons:  jain@ics.uci.edu  
  • 32. Applica;on  scenarios   ¨  Business  decision  making:  Demand-­‐supply  analysis,   opening  a  new  store,  offer,…   ¨  Medical  :  Epidemic  monitoring,  Asthma,  polluTon   effect  miTgaTon   ¨  Disaster  relief:  (hurricane,  flood,  fire)  direcTng   people  to  appropriate  resources.   ¨  Traffic:  SuggesTng  best  routes       9/25/12   32