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BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning...

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BIG DATA STATE OF THE ART
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Page 1: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

BIG DATA STATE OF THE ART

Page 2: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

Sr. Daniele Quercia

Head of Social Dynamics

Nokia Bell Labswww.bell-labs.com/connect/global-

locations/cambridge-uk

@danielequercia

Page 3: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

I-Optimussensory perceptions to the rescue

Page 4: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

GoodCityLife.org

Page 5: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

60% environmental20% genetics20% healthcare

Health determinants

Page 6: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

1 perceptions of beauty

Page 7: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,
Page 8: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

A B

Page 9: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,
Page 10: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

most

beautiful

least

beautiful

Page 11: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

victorian & red-brick gardens

Page 12: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

victorian & red-brick gardens

Cars

Isolated buildings

Page 13: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,
Page 14: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

SHORTEST

QUIET

HAPPY

BEAUTY

Page 15: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

2 perceptions of odors

Page 16: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

Humans Can Discriminate More than 1 Trillion Olfactory StimuliScience, March 2014

Page 17: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

Yet, city planning can discriminate only a few bad odors

Page 18: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

How do we measure odors?

Page 19: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

smell walksAmsterdam, Pamplona, Glasgow, Edinburgh, Newport, Paris, New York.

Page 20: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

Match collected words to social mediaLondon & Barcelona

17M 436K 1.7M

Page 21: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

violet

rose50

33

42

14

23

23

831

12

7

Page 22: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

NatureAnimals

Emissions

Page 23: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,
Page 24: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

Both positive and negative smells

Page 25: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,
Page 26: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

VALIDATION(air quality)

Page 27: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

0,47

-0,33

-0,40

-0,20

0,00

0,20

0,40

0,60

NO2 PM10 PM2,5

AIR POLLUTION vs SMELL in LONDON

Emissions Natureco

rrel

atio

n

Page 28: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

r(smell, sentiment)

Which smells are associated with positive emotions?

Page 29: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

r(smell, sentiment)

Which smells are associated with positive emotions?

Page 30: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,
Page 31: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

SIGHT

SMELL

LWIC

EMOLEX

SOUNDS

E

N

S

E

S

EMOTIONS

WELL-BEING

Page 32: BIG DATA STATE OF THE ARTcdn.bdigital.org/PDF/BIGDATACONGRESS2016/23.NOKIA... · Yet, city planning can discriminate only a few bad odors . How do we measure odors? smell walks Amsterdam,

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