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Alisa	
  Kongthon,	
  Ph.D.	
  
Speech	
  and	
  Audio	
  Technology	
  Laboratory	
  
National	
  Electronics	
  and	
  Computer	
  Technology	
  Center	
  
Source:	
  zocialrank.com	
  

2	
  
! 

A	
  tool	
  to	
  help	
  
companies	
  determine	
  
what	
  is	
  being	
  said	
  about	
  
their	
  brand,	
  product	
  or	
  
service	
  on	
  social	
  media	
  

Social	
  Media	
  Analysis	
  Metrics	
  

Convert	
  unstructured	
  
information	
  from	
  user	
  
generated	
  content	
  into	
  
meaningful	
  consumer	
  
understanding	
  

Number	
  of	
  comments	
  
or	
  posts	
  

Sentiment	
  
! 

Volume	
  

Overall	
  tone,	
  polarity	
  
to	
  brand,	
  product	
  

Topics	
  

Features	
  and	
  words	
  
associated	
  with	
  brand	
  	
  

Influence	
  

Ability	
  of	
  individual	
  to	
  
create	
  buzz	
  

3	
  
!  Thai	
  Natural	
  Language	
  Processing	
  
!  Word	
  segmentation	
  
!  Word	
  normalization	
  	
  

!  Text	
  Mining	
  

!  Feature	
  word	
  extraction	
  
!  Topic	
  filtering/classification	
  

!  Sentiment	
  Analysis	
  

4	
  
5	
  
Input: 
Social media, Webboard, Reviews

Analyses:
• Keyword analysis
• Intention analysis
• Sentiment analysis
• Language usage analysis

Display and Report:
• Graph, Chart or Tag Cloud
• Interactive Dashboard
• Adaptive Emoticon
6	
  
Interactive Dashboard

7	
  
Interactive Dashboard

8	
  
9	
  
10	
  
11	
  
Social	
  Media	
  for	
  Emergency	
  Response	
  
http://mashable.com/2011/02/11/social-­‐media-­‐in-­‐emergencies/	
  
13	
  
!  The	
  2011	
  flood	
  (July	
  –	
  December	
  2011)	
  has	
  been	
  

described	
  as	
  the	
  country’s	
  worst	
  disaster	
  in	
  recent	
  
history	
  
!  The	
  World	
  Bank	
  estimated	
  total	
  economic	
  damage	
  
to	
  be	
  approximately	
  $45	
  billion	
  	
  
!  The	
  National	
  Social	
  and	
  Economic	
  Development	
  
Board	
  reduced	
  Thailand’s	
  economic	
  growth	
  forecast	
  
from	
  3.5-­‐4%	
  to	
  1.5%	
  	
  

14	
  
Source:www.ZocialRank.com	
  
15	
  
16	
  
!  Retrieved	
  175,551	
  Tweets	
  (from	
  23/10/2011	
  to	
  

17/12/2011)	
  using	
  the	
  keyword	
  ‘#thaiflood’	
  
!  After	
  removing	
  “Retweets”	
  and	
  duplicates,	
  
our	
  data	
  set	
  contained	
  64,582	
  unique	
  Tweets	
  

17	
  
!  Situational	
  announcements	
  and	
  alerts	
  
!  up-­‐to-­‐date	
  situational	
  and	
  location-­‐based	
  information	
  

related	
  to	
  the	
  flood	
  such	
  as	
  water	
  levels,	
  traffic	
  
conditions	
  and	
  road	
  conditions	
  in	
  certain	
  areas.	
  In	
  
addition,	
  emergency	
  warnings	
  from	
  authorities	
  
advising	
  citizens	
  to	
  evacuate	
  areas,	
  seek	
  shelter	
  or	
  
take	
  other	
  protective	
  measures	
  are	
  also	
  included.	
  	
  

!  Support	
  announcements	
  
!  support	
  announcements	
  such	
  as	
  free	
  parking	
  

availability,	
  free	
  emergency	
  survival	
  kits	
  distribution	
  
and	
  free	
  consulting	
  services	
  for	
  home	
  repair.	
  
18	
  
!  Requests	
  for	
  assistance	
  
!  messages	
  requesting	
  any	
  types	
  of	
  assistance;	
  such	
  as	
  

food,	
  water,	
  medical	
  supplies,	
  volunteers	
  or	
  
transportation.	
  	
  

!  Requests	
  for	
  information	
  	
  
!  general	
  inquiries	
  related	
  to	
  the	
  flood	
  and	
  flood	
  relief	
  

such	
  as	
  inquiries	
  for	
  telephone	
  numbers	
  of	
  relevant	
  
authorities,	
  regarding	
  the	
  current	
  situation	
  in	
  specific	
  
locations	
  and	
  about	
  flood	
  damage	
  compensation.	
  	
  

!  Other	
  
!  all	
  other	
  messages,	
  such	
  as	
  general	
  comments;	
  

complaints	
  and	
  expressions	
  of	
  opinions.	
  	
  

19	
  
20	
  
User	
  ID	
  

#Tweets	
  

#Retweets	
  

#Followers	
  

Meenajah	
  

1394	
  

1989	
  

97	
  

BengoshiNadda	
  

939	
  

1255	
  

512	
  

Nonflood	
  

703	
  

1007	
  

581	
  

AeyEegg	
  

642	
  

859	
  

279	
  

LostFoundTh	
  

607	
  

811	
  

285	
  

sawetachai	
  

499	
  

758	
  

1194	
  

thaiflood	
  

490	
  

14272	
  

107791	
  

bkk24	
  

469	
  

1628	
  

627	
  

thaifloodUpdate	
  

440	
  

468	
  

21	
  

SiamArsa	
  

420	
  

3916	
  

34574	
  

21	
  
User	
  ID	
  

#Followers	
  

#Tweets	
  

#Retweets	
  

chocoopal	
  

314954	
  

11	
  

137	
  

suthichai	
  

232242	
  

8	
  

134	
  

Kitti3Miti	
  

209505	
  

5	
  

20	
  

js100radio	
  

191840	
  

5	
  

127	
  

jjetrin	
  

178644	
  

3	
  

27	
  

Noom_Kanchai	
  

174164	
  

1	
  

12	
  

MajorGroup	
  

139760	
  

7	
  

90	
  

ThaiPBS	
  

135618	
  

78	
  

857	
  

wongthanong	
  

134607	
  

1	
  

3	
  

paloyhorwang	
  

119119	
  

1	
  

1	
  

22	
  
User	
  ID	
  

#Followers	
  

#Tweets	
  

#Retweets	
  

thaiflood	
  

14272	
  

490	
  

107791	
  

SiamArsa	
  

3916	
  

420	
  

34574	
  

kapookdotcom	
  

1997	
  

302	
  

33403	
  

GCC_1111	
  

1544	
  

214	
  

19671	
  

ittipat_Rw	
  

1495	
  

178	
  

14572	
  

Rawangpai	
  

1339	
  

83	
  

84955	
  

Pat_ThaiPBS	
  

1137	
  

326	
  

8742	
  

KBank_Live	
  

972	
  

76	
  

63819	
  

iwhale	
  

966	
  

77	
  

34584	
  

ThaiPBS	
  

857	
  

78	
  

	
  	
  	
  	
  	
  135618	
  

23	
  
!  Ranking	
  the	
  users	
  based	
  on	
  the	
  number	
  of	
  

Retweets	
  can	
  help	
  identify	
  the	
  perceived	
  
credibility	
  of	
  the	
  influencers	
  
!  With	
  this	
  list	
  of	
  influential	
  Twitter	
  users,	
  
citizens	
  can	
  choose	
  which	
  sources	
  of	
  
information	
  they	
  would	
  follow	
  during	
  the	
  
natural	
  disaster;	
  in	
  order	
  to	
  obtain	
  the	
  most	
  
relevant,	
  up-­‐to-­‐date,	
  and	
  credible	
  
information	
  	
  
24	
  
!  Fast	
  dissemination	
  of	
  information	
  to	
  large	
  

groups	
  
!  Interactive	
  
!  Access	
  through	
  mobile	
  devices	
  
!  Growing	
  natural	
  proclivity	
  

25	
  
!  Aggregation	
  (lots	
  of	
  tiny	
  pieces!)	
  
!  Anomaly	
  detection	
  (what	
  isn’t	
  just	
  noise?)	
  
!  Accurate	
  information	
  (vs.	
  outdated,	
  

inaccurate,	
  and	
  false	
  information)	
  
!  Malicious	
  use	
  of	
  social	
  media	
  during	
  disasters	
  

26	
  
!  Language	
  Analysis	
  and	
  Text	
  Mining	
  
!  Blog	
  Analysis	
  
!  Comparison	
  detection	
  
!  Sarcasm	
  detection	
  
!  Rumor	
  detection	
  	
  

27	
  
28	
  

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S-Sence : Social Media Intelligence

  • 1. Alisa  Kongthon,  Ph.D.   Speech  and  Audio  Technology  Laboratory   National  Electronics  and  Computer  Technology  Center  
  • 3. !  A  tool  to  help   companies  determine   what  is  being  said  about   their  brand,  product  or   service  on  social  media   Social  Media  Analysis  Metrics   Convert  unstructured   information  from  user   generated  content  into   meaningful  consumer   understanding   Number  of  comments   or  posts   Sentiment   !  Volume   Overall  tone,  polarity   to  brand,  product   Topics   Features  and  words   associated  with  brand     Influence   Ability  of  individual  to   create  buzz   3  
  • 4. !  Thai  Natural  Language  Processing   !  Word  segmentation   !  Word  normalization     !  Text  Mining   !  Feature  word  extraction   !  Topic  filtering/classification   !  Sentiment  Analysis   4  
  • 6. Input: Social media, Webboard, Reviews Analyses: • Keyword analysis • Intention analysis • Sentiment analysis • Language usage analysis Display and Report: • Graph, Chart or Tag Cloud • Interactive Dashboard • Adaptive Emoticon 6  
  • 10. 10  
  • 11. 11  
  • 12.
  • 13. Social  Media  for  Emergency  Response   http://mashable.com/2011/02/11/social-­‐media-­‐in-­‐emergencies/   13  
  • 14. !  The  2011  flood  (July  –  December  2011)  has  been   described  as  the  country’s  worst  disaster  in  recent   history   !  The  World  Bank  estimated  total  economic  damage   to  be  approximately  $45  billion     !  The  National  Social  and  Economic  Development   Board  reduced  Thailand’s  economic  growth  forecast   from  3.5-­‐4%  to  1.5%     14  
  • 16. 16  
  • 17. !  Retrieved  175,551  Tweets  (from  23/10/2011  to   17/12/2011)  using  the  keyword  ‘#thaiflood’   !  After  removing  “Retweets”  and  duplicates,   our  data  set  contained  64,582  unique  Tweets   17  
  • 18. !  Situational  announcements  and  alerts   !  up-­‐to-­‐date  situational  and  location-­‐based  information   related  to  the  flood  such  as  water  levels,  traffic   conditions  and  road  conditions  in  certain  areas.  In   addition,  emergency  warnings  from  authorities   advising  citizens  to  evacuate  areas,  seek  shelter  or   take  other  protective  measures  are  also  included.     !  Support  announcements   !  support  announcements  such  as  free  parking   availability,  free  emergency  survival  kits  distribution   and  free  consulting  services  for  home  repair.   18  
  • 19. !  Requests  for  assistance   !  messages  requesting  any  types  of  assistance;  such  as   food,  water,  medical  supplies,  volunteers  or   transportation.     !  Requests  for  information     !  general  inquiries  related  to  the  flood  and  flood  relief   such  as  inquiries  for  telephone  numbers  of  relevant   authorities,  regarding  the  current  situation  in  specific   locations  and  about  flood  damage  compensation.     !  Other   !  all  other  messages,  such  as  general  comments;   complaints  and  expressions  of  opinions.     19  
  • 20. 20  
  • 21. User  ID   #Tweets   #Retweets   #Followers   Meenajah   1394   1989   97   BengoshiNadda   939   1255   512   Nonflood   703   1007   581   AeyEegg   642   859   279   LostFoundTh   607   811   285   sawetachai   499   758   1194   thaiflood   490   14272   107791   bkk24   469   1628   627   thaifloodUpdate   440   468   21   SiamArsa   420   3916   34574   21  
  • 22. User  ID   #Followers   #Tweets   #Retweets   chocoopal   314954   11   137   suthichai   232242   8   134   Kitti3Miti   209505   5   20   js100radio   191840   5   127   jjetrin   178644   3   27   Noom_Kanchai   174164   1   12   MajorGroup   139760   7   90   ThaiPBS   135618   78   857   wongthanong   134607   1   3   paloyhorwang   119119   1   1   22  
  • 23. User  ID   #Followers   #Tweets   #Retweets   thaiflood   14272   490   107791   SiamArsa   3916   420   34574   kapookdotcom   1997   302   33403   GCC_1111   1544   214   19671   ittipat_Rw   1495   178   14572   Rawangpai   1339   83   84955   Pat_ThaiPBS   1137   326   8742   KBank_Live   972   76   63819   iwhale   966   77   34584   ThaiPBS   857   78            135618   23  
  • 24. !  Ranking  the  users  based  on  the  number  of   Retweets  can  help  identify  the  perceived   credibility  of  the  influencers   !  With  this  list  of  influential  Twitter  users,   citizens  can  choose  which  sources  of   information  they  would  follow  during  the   natural  disaster;  in  order  to  obtain  the  most   relevant,  up-­‐to-­‐date,  and  credible   information     24  
  • 25. !  Fast  dissemination  of  information  to  large   groups   !  Interactive   !  Access  through  mobile  devices   !  Growing  natural  proclivity   25  
  • 26. !  Aggregation  (lots  of  tiny  pieces!)   !  Anomaly  detection  (what  isn’t  just  noise?)   !  Accurate  information  (vs.  outdated,   inaccurate,  and  false  information)   !  Malicious  use  of  social  media  during  disasters   26  
  • 27. !  Language  Analysis  and  Text  Mining   !  Blog  Analysis   !  Comparison  detection   !  Sarcasm  detection   !  Rumor  detection     27  
  • 28. 28