big data in a small world

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BIG DATA in a small world Alessandro Panconesi Informatica

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BIG DATA in a small world. Alessandro Panconesi Informatica. THE STARS. PEOPLE. The INTERNET is an observatory on Crowds. A Paradigm Shift. A Paradigm Shift. COMPUTATIONAL SOCIAL SCIENCE?. A CLASSIC REVISITED. Outcome. 30% of the letters reached the target - PowerPoint PPT Presentation

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Page 1: BIG DATA  in a  small world

BIG DATA in a small world

Alessandro PanconesiInformatica

Page 2: BIG DATA  in a  small world

THE STARS

Page 3: BIG DATA  in a  small world

PEOPLE

Page 4: BIG DATA  in a  small world

The INTERNET is an observatory on Crowds

Page 5: BIG DATA  in a  small world

A Paradigm Shift

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A Paradigm Shift

Page 7: BIG DATA  in a  small world

COMPUTATIONAL SOCIAL SCIENCE?

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A CLASSIC REVISITED

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Outcome

30% of the letters reached the target

Average (median) chain length was roughly six

Page 17: BIG DATA  in a  small world

Conjectures

Take any two people in the world, and they will be connected by a very short chain of acquaintances

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A matter of scale

300

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A matter of scale

300 60,000

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A matter of scale

300 60,000 230,000,000

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A matter of scale

300 60,000 750,000,000230,000,000

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A matter of scale

300 60,000 750,000,000230,000,000

Non trivial computational issues

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MORE PREDICTIVE POWER?

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Page 26: BIG DATA  in a  small world

Google Flu Trends

Nature 457, 1012-1014 (2009)

Page 27: BIG DATA  in a  small world

DENGUE FEVER

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Quack Oil?

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More Evidence

MoviesHitsStocks?…

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ETHICAL ISSUES

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No one would have believed in the first years of the XXI century that this world was being watched keenly and closely by

awesome computing and financial powers; that as people busied themselves about their various concerns they were

scrutinised and studied, perhaps almost as narrowly as a person with a microscope might scrutinise the transient creatures that

swarm and multiply in a drop of water. …

Adapted from “The War of the Worlds” by H.G.Wells

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All'inizio del XXI secolo nessuno avrebbe mai creduto che il nostro pianeta fosse sotto osservazione da parte di entità

cibernetico-finanziarie di inimmaginabile potenza e che mentre l'umanità si affaccendava nella sua quotidianità i suoi movimenti venivano osservati da vicino da occhi cupidi, allo steso modo in

cui i batteri che pullulano e si moltiplicano sono studiati attentamente al microscopio…

Adapted from “The War of the Worlds” by H.G.Wells

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FINAL REMARKS

• Paradigm shift in the social sciences?• Computational Statistics (more predictive

power)• Hybrid science: data processing CANNOT be

naïve• New algorithms are the key• Ethical caveats apply (privacy etc)

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THANKS