ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really...

30
Knowledge from Text

Transcript of ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really...

Page 1: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Knowledge from Text

Page 2: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Context &

Common Sense

Page 3: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Page 4: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Confiden'al      Luminoso      h1p://lumino.so    

Page 5: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Confiden'al      Luminoso      h1p://lumino.so    

Page 6: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Unknown unknowns

Page 7: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Confiden'al      Luminoso      h1p://lumino.so    

Page 8: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    Language is Creative!

Confiden'al      Luminoso      h1p://lumino.so    

It was really stuffy.

Smelled really musty. Reminds me of a dusty closet.

Was like a wet dog.

It was like it had been shut away for a long time.

Smells like an old house.

Really stale.

It smelled terrible.

Page 9: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    “He allowed me to look at my CAT scan, which was

good, but he didn’t answer each of my

questions.”

Page 10: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

I  went  to  the  grocery  store.  

Page 11: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Concepts

Page 12: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Concept-based analytics has…!

•  Shown how reaction to product scent changes with price point.

•  Determined the impact of viral videos •  Discovered if customers noticed an

unannounced in-store policy change •  Matched those who should connect at a

large enterprise software company’s user conference.

Page 13: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Luminoso boils down text into actionable, justifiable insights.!

Page 14: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Luminoso boils down text into actionable, justifiable insights.!

…In  every  language  

Page 15: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Luminoso boils down text into actionable, justifiable insights.!

…In  every  language  

(except  Turkish,  Finnish,  and  Indonesian)  

Page 16: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Page 17: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    Common Sense Computing!

Page 18: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    A Multilingual Project!

Page 19: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    ConceptNet (Liu et al 2004, Havasi et al 2007)!

Page 20: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

buy groceries

money

MIT Media Lab!

Page 21: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

buy groceries

money

wallet

cook

bank

MIT Media Lab!

Page 22: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

buy  groceries  

money  

wallet  

cook  

bank  

supermarket  

groceries  

buy  

has  verb  

requires  

spend  

takes  o

bject  

produce  

food  part  of  

pocket  

loca'o

n  

building  

person  

expense  

doesn’t  w

ant  

has  

cashier  

company  

has  

is  for  

Page 23: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

MIT Media Lab!

E14-474 - Digital Intuition!conceptnet5.media.mit.edu!

With  Rob  Speer  

Page 24: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    Understand Concepts!

Confiden'al      Luminoso      h1p://lumino.so    

Page 25: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Digital Intuition

Page 26: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Luminoso learns new concepts like you do!

•  Luminoso understands context as well as the words in each comment or review

•  The Insight Engine thinks of the world like a person does – understanding emotions, goals, and desires

•  Luminoso can learn new words or company jargon by seeing how new words are used in context – like you!

Page 27: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

27

Case study: Impact of Color!

Page 28: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    Sports news!

Page 29: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

demo

Page 30: ˆˆ · ˆˆ "" Language is Creative! Confiden’al***Luminoso*** hp://lumino.so It was really stuffy. Smelled really musty. Reminds me of a dusty closet. Was like a wet dog. It

ˆˆ    

Digital Intuition

[email protected]


˘ ˇ ˆ ˙ ˝ˆ§ão_VOL_1.pdf · ˆ˙˝ ˆˆ˛ˆˆ ˚ ˝ ˝˛˜ˆ ˛!˛" ˛ ˚ ˆ˜ # $ $ # %$ & ’ $ ( & & ) & $ ’ # * + ’ $ , & ’ $ ˘ ˘ˇ˘ ˝˛˛- .’ "˛˛’/ $ 01

˘ ˇ ˆ ˙ ˝ˆ§ão_VOL_1.pdf · ˆ˙˝ ˆˆ˛ˆˆ ˚ ˝ ˝˛˜ˆ ˛!˛" ˛ ˚ ˆ˜ # $ $ # %$ & ’ $ ( & & ) & $ ’ # * + ’ $ , & ’ $ ˘ ˘ˇ˘ ˝˛˛- .’ "˛˛’/ $ 01

454-- · 2016. 2. 22. · ˙ ˆ ˙ ˆ ( b!c$! ! ˆˆ ˆ ˜ ˆ ˙ ˆ ˆ ( ˙% ˙ ˛ ˇ ˙˙ ˛ ˆˆˆ ˛ ˆ ˘ˆ ˘ d-˙ ˙ % ˝˝ ˆ! ˝ ˚ ˆˆˆ ; ˆˆ ˚ ˆˆ

454-- · 2016. 2. 22. · ˙ ˆ ˙ ˆ ( b!c$! ! ˆˆ ˆ ˜ ˆ ˙ ˆ ˆ ( ˙% ˙ ˛ ˇ ˙˙ ˛ ˆˆˆ ˛ ˆ ˘ˆ ˘ d-˙ ˙ % ˝˝ ˆ! ˝ ˚ ˆˆˆ ; ˆˆ ˚ ˆˆ

FRAME SCAFFOLDING CATALO G · ff˚˛˝ ˙ˆˇ˘ ˙ ˛ ˘˛ ˆ ˆ ˚ ˆ ˚˚ ˆ ˆˆˇ˚ ˚ˆˆ ˆˆ•† ˘ ˆ“ ˆˇ˚‘ˆ’ ˚‘ˆˆš € ˆˆ€ ˘˙ˆ’€‘ ˙˚€ˆˆ

FRAME SCAFFOLDING CATALO G · ff˚˛˝ ˙ˆˇ˘ ˙ ˛ ˘˛ ˆ ˆ ˚ ˆ ˚˚ ˆ ˆˆˇ˚ ˚ˆˆ ˆˆ•† ˘ ˆ“ ˆˇ˚‘ˆ’ ˚‘ˆˆš € ˆˆ€ ˘˙ˆ’€‘ ˙˚€ˆˆ

Design - allowe.comallowe.com/gamedesign/Larry5 Design.pdf · 6 ˘ ˇˆ ˙ 27 ;˝ 3˛ 3 ˆˆ . ˛; 6 2 #( ˆˆ#ˆ& (ˆ 9 e 6 67 #( ˆˆ#ˆ& (ˆ 9 e 6 6 (ˆ 9 62;˝ ˆˆ% ˆ˜ ;99%

Design - allowe.comallowe.com/gamedesign/Larry5 Design.pdf · 6 ˘ ˇˆ ˙ 27 ;˝ 3˛ 3 ˆˆ . ˛; 6 2 #( ˆˆ#ˆ& (ˆ 9 e 6 67 #( ˆˆ#ˆ& (ˆ 9 e 6 6 (ˆ 9 62;˝ ˆˆ% ˆ˜ ;99%

˚ˆˆ ˚˜ˇ˙ - Sona

˚ˆˆ ˚˜ˇ˙ - Sona

ˆ˛) * ˜ , + ˆ˛) * ˜ ,+ ˆ - asl102.to.it vaccinazioni dei bambini.pdf · 17 % #˛ * ˆˆ˛ ’ ˆ ˆ’˛ * ˆˆ˛’˛ * ˆˆ˛’˛ * ˆˆ˛

ˆ˛) * ˜ , + ˆ˛) * ˜ ,+ ˆ - asl102.to.it vaccinazioni dei bambini.pdf · 17 % #˛ * ˆˆ˛ ’ ˆ ˆ’˛ * ˆˆ˛’˛ * ˆˆ˛’˛ * ˆˆ˛

The Friends of Aberdeen University Library · b $˝˝ %ˇ & ˜ ˙ ˘ ˚ 9 8 8 ˚ˆ ˜ ˘ ˆˆ ˘ ˘ ˚˚ ˘ ˆˆ c ˆˆ ˇˆ ˚ ˆ

The Friends of Aberdeen University Library · b $˝˝ %ˇ & ˜ ˙ ˘ ˚ 9 8 8 ˚ˆ ˜ ˘ ˆˆ ˘ ˘ ˚˚ ˘ ˆˆ c ˆˆ ˇˆ ˚ ˆ

‡d ˘ (5( " "0# ˚ˆˆ#& *?" ’"&% #* * /(** #* ˙˚ 6,ˆ( #˙!"&"!˚!+˚& " &(/ 5ˆ#**˚ˆ#+ ˆ 5#ˆ( " &9 "& #ˆˆ˚5 " &; ˆ. ˘ (5( " "0# ˚ˆˆ#& *?" ’"&% #* * ...

‡d ˘ (5( " "0# ˚ˆˆ#& *?" ’"&% #* * /(** #* ˙˚ 6,ˆ( #˙!"&"!˚!+˚& " &(/ 5ˆ#**˚ˆ#+ ˆ 5#ˆ( " &9 "& #ˆˆ˚5 " &; ˆ. ˘ (5( " "0# ˚ˆˆ#& *?" ’"&% #* * ...

brochure.pdf · ˝˝ @a / ˆˇ ˆˆ / ˛ ˆ, # # ˜ ˇ #:75˙333 ˛ / ˆˇ ˆˆˇ ˆ ˆ)ˆ ˇ # -# ˛ ˆ, 2 ˇ $ :3 & %ˇ( ˛ / ˆˇ ˆˆ * ˆˆ ˙

brochure.pdf · ˝˝ @a / ˆˇ ˆˆ / ˛ ˆ, # # ˜ ˇ #:75˙333 ˛ / ˆˇ ˆˆˇ ˆ ˆ)ˆ ˇ # -# ˛ ˆ, 2 ˇ $ :3 & %ˇ( ˛ / ˆˇ ˆˆ * ˆˆ ˙

NigerianEntertainmentConference2016 · Confidential: Strategy & Business Development Group Confiden’al* 1 Presented(By(JohnUgbe MD,*Mul’Choice*Nigeria % NigerianEntertainmentConference2016

NigerianEntertainmentConference2016 · Confidential: Strategy & Business Development Group Confiden’al* 1 Presented(By(JohnUgbe MD,*Mul’Choice*Nigeria % NigerianEntertainmentConference2016

John Dee Necronomicon - Classic Edition Fantasy …grey-elf.com/Dee-Necronomicon.pdf’*+*:’˚ ˆˆ / ˇˆ ˘ ˇ / ˚ ˆˆ ˇ, / ˚ ˆˆ # / ,, / ˆˆ< ˚ , , ˆ ˆ ˚ ˆˆ/ # *

John Dee Necronomicon - Classic Edition Fantasy …grey-elf.com/Dee-Necronomicon.pdf’*+*:’˚ ˆˆ / ˇˆ ˘ ˇ / ˚ ˆˆ ˇ, / ˚ ˆˆ # / ,, / ˆˆ< ˚ , , ˆ ˆ ˚ ˆˆ/ # *

˘ˇˆ ˙ ˙ˆ - TUTtaivalsa/kurssit/WOSD2006/wosd_0512_jython.pdf#˘ˆˆ $ ˜ % % ** ˙ % ˜% ˛ ˛% %% ˘ %. %*%˘ ’%+% %˛ ’˘ ’ %%$%*% ˘ % ˙˛’ 0"˛ ˜%˘ ˜% %˙ˆˆ

˘ˇˆ ˙ ˙ˆ - TUTtaivalsa/kurssit/WOSD2006/wosd_0512_jython.pdf#˘ˆˆ $ ˜ % % ** ˙ % ˜% ˛ ˛% %% ˘ %. %*%˘ ’%+% %˛ ’˘ ’ %%$%*% ˘ % ˙˛’ 0"˛ ˜%˘ ˜% %˙ˆˆ

ˇ ˆˆ˘ - · PDF file˘˘ˇ ˆˆ˘ ˙ ˆˆ˘ ˝ ˛ ˚˚˚˜ ˜ ˜! - ˝ 0˘ˆh ˘+, m2 o 0˘ˆh ,,ˆˆ m2 9 o 0˘ˆh = ˘ˆˆ m =- k= o 0˘ˆˆh =e ˘ˆˆ m =,(q(* k=

ˇ ˆˆ˘ - · PDF file˘˘ˇ ˆˆ˘ ˙ ˆˆ˘ ˝ ˛ ˚˚˚˜ ˜ ˜! - ˝ 0˘ˆh ˘+, m2 o 0˘ˆh ,,ˆˆ m2 9 o 0˘ˆh = ˘ˆˆ m =- k= o 0˘ˆˆh =e ˘ˆˆ m =,(q(* k=

0 - DS Medica · 2 ˘ˇˆ˙˝˛˚ ˜˘ ˙ ˘!" ˘ ˇ ˆ˙ ˝ˆˆ˛˚ ˇ ˆ˙ ˝ˆˆ˛˚ ˜˝ ˝ ˛ ˆ ! ˙ " # ˆ$ %!

0 - DS Medica · 2 ˘ˇˆ˙˝˛˚ ˜˘ ˙ ˘!" ˘ ˇ ˆ˙ ˝ˆˆ˛˚ ˇ ˆ˙ ˝ˆˆ˛˚ ˜˝ ˝ ˛ ˆ ! ˙ " # ˆ$ %!

teensturninggreenturninggreen.org/wp-content/uploads/2016/08/Sustainability_101.pdf · Infographic Body Pinterest Board s ˜˚˛˝˙ˆˇ˘ ˛ˆˆ ˘ˆˆ ˘ ˛ ˛ˆˆ ˝˛ 2. Food

teensturninggreenturninggreen.org/wp-content/uploads/2016/08/Sustainability_101.pdf · Infographic Body Pinterest Board s ˜˚˛˝˙ˆˇ˘ ˛ˆˆ ˘ˆˆ ˘ ˛ ˛ˆˆ ˝˛ 2. Food

venesaannot - Kotisivukone · ˆˆ ˆˆ ˆ ˜ ˆˇ ˆˆ #!"˙ ˇ ˜ ˙ ˆˆ + ˇ ’ ˜ ˜˜ ˆˇ ˆˆ*!"˙ ˜ ˆ ˆˆ ˆ ˙ ˛ , ˘ ˆ˜ ˆ ...

venesaannot - Kotisivukone · ˆˆ ˆˆ ˆ ˜ ˆˇ ˆˆ #!"˙ ˇ ˜ ˙ ˆˆ + ˇ ’ ˜ ˜˜ ˆˇ ˆˆ*!"˙ ˜ ˆ ˆˆ ˆ ˙ ˛ , ˘ ˆ˜ ˆ ...

ˆ ˚˘ )thesis.swu.ac.th/swuthesis/Man/Jiraporn_B.pdfGJGJH ,˜ 1 GJGJHJG +˛ ˘’ 8 ˙ ’ " . " P J˘J5 GJGJHJ< ˆˆ PJ˘JˇJ GJGJHJH ˆˆ + GJGJHJ> ˆˆ! 8 ˇ0 ˘’ GJGJ>

ˆ ˚˘ )thesis.swu.ac.th/swuthesis/Man/Jiraporn_B.pdfGJGJH ,˜ 1 GJGJHJG +˛ ˘’ 8 ˙ ’ " . " P J˘J5 GJGJHJ< ˆˆ PJ˘JˇJ GJGJHJH ˆˆ + GJGJHJ> ˆˆ! 8 ˇ0 ˘’ GJGJ>

 · ’ ˙ 787 2˘ ˘ˆ ˘ˇ˘ ˆˆ ˙˙ ˝˛˚˛ ˜ ˛!˛ ˙˙ ˝ˆ ˚˛ ˜ " ˘ˇ˘ ˆˆ ˙˙ ˝˛˚˛ ˜ ˛! ˙˙ ˝ ˜ ˇ ˘ˇ˘ ˛

 · ’ ˙ 787 2˘ ˘ˆ ˘ˇ˘ ˆˆ ˙˙ ˝˛˚˛ ˜ ˛!˛ ˙˙ ˝ˆ ˚˛ ˜ " ˘ˇ˘ ˆˆ ˙˙ ˝˛˚˛ ˜ ˛! ˙˙ ˝ ˜ ˇ ˘ˇ˘ ˛

6 78 6 78 9 - Dhaka Chamber of Commerce & Industry · 1 ˘: ˆ˙ ˝ ˛˚ˆˆ ˜ / ˛" #$% ˆ"˛& '( ) )) ) , ,,, ,,,,+ , + , + , ---- ˆ˙ˆˆ˙˙ˆ˙- --- ., ., .,////ˆ"˛ˆˆ""˛˛ˆ"˛&&&&।।।।----

6 78 6 78 9 - Dhaka Chamber of Commerce & Industry · 1 ˘: ˆ˙ ˝ ˛˚ˆˆ ˜ / ˛" #$% ˆ"˛& '( ) )) ) , ,,, ,,,,+ , + , + , ---- ˆ˙ˆˆ˙˙ˆ˙- --- ., ., .,////ˆ"˛ˆˆ""˛˛ˆ"˛&&&&।।।।----

CAT# MSP-5 - All Electronics · 2018. 6. 27. · CAT# MSP-5 Y ˘˘˙": " ˆ ˙ˆˆ ˜ ˜˙ ˝˙" ˛ ˚ ˙ˆˆ ˜ Y ˘˘˙" ˝˘ ˙ ˜˝ ˜ O˛ ˆ : " ˆ ˙ˆˆ ˜ ˜˙ ˝˙" ˛ Title:

CAT# MSP-5 - All Electronics · 2018. 6. 27. · CAT# MSP-5 Y ˘˘˙": " ˆ ˙ˆˆ ˜ ˜˙ ˝˙" ˛ ˚ ˙ˆˆ ˜ Y ˘˘˙" ˝˘ ˙ ˜˝ ˜ O˛ ˆ : " ˆ ˙ˆˆ ˜ ˜˙ ˝˙" ˛ Title: