IEEE Spectrum June, 2015 - 25
RESOURCES_CaREERS
KIRa RaDInsKY
using maChine intelligenCe and
data mining, this entrepreneur
prediCts the future
K
Kir a r adinsK y is a rising star in prEdiCtivE
analytics. She combines the use of artificial intelligence and online data mining to predict likely futures for individuals, societies,
and businesses. Radinsky made headlines two years ago for developing a series of algorithms that dissect words and phrases
in traditional and social media, Web activity, and search trends
to warn of possible disasters, geopolitical events, and disease
outbreaks. Her system predicted Cuba's first cholera epidemic
in decades and early Arab Spring riots. The algorithm-which
grew out of Radinsky's Ph.D. work at Technion-Israel Institute
of Technology, in Haifa-looks for clues and historical patterns
inferred from online behavior and news articles. "During an
event, people search [for related topics] much more than usual,"
she says. "The system looks for other times we saw a spike in
kira radinsky
*
that same topic and analyzes what was go- its revenue every quarter-except the first machine learning and artificial intelligence
in 2012, at 26.
ing on in the places that had this same spike." quarter of 2015, when it tripled.
Since graduating, she's served full-time
With the 2012 Cuba cholera outbreak, for
"It's big data meets game theory," Radinsky
example, the system "learned," by perusing says. "There was so much data at each com- as SalesPredict's chief technical officer.
news items, that cholera outbreaks occurred pany about their historical sales, but very few "Getting into predictive analytics usually reafter droughts in Angola in 2006 and large actions were taken to scientifically analyze it." quires master's and Ph.D. degrees in data
storms in Africa in 2007. The algorithm also
As a youth, Radinsky wanted to be a scien- mining and machine learning. Data sciennoted other factors, such as location, water tist. But the summer before high school, she tists have strong math and statistical backcoverage, population density, and economy. botched a research project at a science camp. grounds. It's a very academically oriented
When Cuba presented similar conditions, the "It was biology and computers together. I was field," she says. "For my company, it helps
system warned of an outbreak, and a few in charge of feeding the cells. I was not good if you've worked for a company like Google
weeks later, cholera was reported.
at that, and I killed those cells by mistake. After or have strong engineering skills on how to
Radinsky has parlayed her research into that, they had me process the data instead- scale machine learning systems."
Radinsky believes in developing this technola 3-year-old startup, SalesPredict, with 20 and it turned out to be something I enjoyed."
people on staff and offices near Tel Aviv and in
Radinsky enrolled at Technion in 2002 at ogy to benefit not only business but also sociSan Francisco. SalesPredict focuses on help- just 15, earning extra cash by programming ety. "Mining patterns in data can lead humanity
ing businesses, including several Fortune websites on the side. At 18, she did her man- to a new era of faster scientific discoveries. We
100 companies, find new opportunities for datory Israel Defense Forces duty as a com- are working on several pro bono activities in the
sales or retain existing customers and cli- puter scientist in its intelligence division. She medical domain to apply learning machine alents. The company has raised US $4 million completed bachelor's and master's degrees gorithms to predict cancers and find the driving
from venture funding and has been doubling in computer science in 2009, and a Ph.D. in causes of diseases." -susan karlin
SPECTRUM.IEEE.ORG
|
nORTh aMERICan
|
JUn 2015
|
25
http://SPECTRUM.IEEE.ORG
Table of Contents for the Digital Edition of IEEE Spectrum June, 2015
IEEE Spectrum June, 2015 - Cover1
IEEE Spectrum June, 2015 - Cover2
IEEE Spectrum June, 2015 - 1
IEEE Spectrum June, 2015 - 2
IEEE Spectrum June, 2015 - 3
IEEE Spectrum June, 2015 - 4
IEEE Spectrum June, 2015 - 5
IEEE Spectrum June, 2015 - 6
IEEE Spectrum June, 2015 - 7
IEEE Spectrum June, 2015 - 8
IEEE Spectrum June, 2015 - 9
IEEE Spectrum June, 2015 - 10
IEEE Spectrum June, 2015 - 11
IEEE Spectrum June, 2015 - 12
IEEE Spectrum June, 2015 - 13
IEEE Spectrum June, 2015 - 14
IEEE Spectrum June, 2015 - 15
IEEE Spectrum June, 2015 - 16
IEEE Spectrum June, 2015 - 17
IEEE Spectrum June, 2015 - 18
IEEE Spectrum June, 2015 - 19
IEEE Spectrum June, 2015 - 20
IEEE Spectrum June, 2015 - 21
IEEE Spectrum June, 2015 - 22
IEEE Spectrum June, 2015 - 23
IEEE Spectrum June, 2015 - 24
IEEE Spectrum June, 2015 - 25
IEEE Spectrum June, 2015 - 26
IEEE Spectrum June, 2015 - 27
IEEE Spectrum June, 2015 - 28
IEEE Spectrum June, 2015 - 29
IEEE Spectrum June, 2015 - 30
IEEE Spectrum June, 2015 - 31
IEEE Spectrum June, 2015 - 32
IEEE Spectrum June, 2015 - 33
IEEE Spectrum June, 2015 - 34
IEEE Spectrum June, 2015 - 35
IEEE Spectrum June, 2015 - 36
IEEE Spectrum June, 2015 - 37
IEEE Spectrum June, 2015 - 38
IEEE Spectrum June, 2015 - 39
IEEE Spectrum June, 2015 - 40
IEEE Spectrum June, 2015 - 41
IEEE Spectrum June, 2015 - 42
IEEE Spectrum June, 2015 - 43
IEEE Spectrum June, 2015 - 44
IEEE Spectrum June, 2015 - 45
IEEE Spectrum June, 2015 - 46
IEEE Spectrum June, 2015 - 47
IEEE Spectrum June, 2015 - 48
IEEE Spectrum June, 2015 - 49
IEEE Spectrum June, 2015 - 50
IEEE Spectrum June, 2015 - 51
IEEE Spectrum June, 2015 - 52
IEEE Spectrum June, 2015 - 53
IEEE Spectrum June, 2015 - 54
IEEE Spectrum June, 2015 - 55
IEEE Spectrum June, 2015 - 56
IEEE Spectrum June, 2015 - 57
IEEE Spectrum June, 2015 - 58
IEEE Spectrum June, 2015 - 59
IEEE Spectrum June, 2015 - 60
IEEE Spectrum June, 2015 - 61
IEEE Spectrum June, 2015 - 62
IEEE Spectrum June, 2015 - 63
IEEE Spectrum June, 2015 - 64
IEEE Spectrum June, 2015 - 65
IEEE Spectrum June, 2015 - 66
IEEE Spectrum June, 2015 - 67
IEEE Spectrum June, 2015 - 68
IEEE Spectrum June, 2015 - 69
IEEE Spectrum June, 2015 - 70
IEEE Spectrum June, 2015 - 71
IEEE Spectrum June, 2015 - 72
IEEE Spectrum June, 2015 - 73
IEEE Spectrum June, 2015 - 74
IEEE Spectrum June, 2015 - 75
IEEE Spectrum June, 2015 - 76
IEEE Spectrum June, 2015 - 77
IEEE Spectrum June, 2015 - 78
IEEE Spectrum June, 2015 - 79
IEEE Spectrum June, 2015 - 80
IEEE Spectrum June, 2015 - 81
IEEE Spectrum June, 2015 - 82
IEEE Spectrum June, 2015 - 83
IEEE Spectrum June, 2015 - 84
IEEE Spectrum June, 2015 - 85
IEEE Spectrum June, 2015 - 86
IEEE Spectrum June, 2015 - 87
IEEE Spectrum June, 2015 - 88
IEEE Spectrum June, 2015 - 89
IEEE Spectrum June, 2015 - 90
IEEE Spectrum June, 2015 - 91
IEEE Spectrum June, 2015 - 92
IEEE Spectrum June, 2015 - 93
IEEE Spectrum June, 2015 - 94
IEEE Spectrum June, 2015 - 95
IEEE Spectrum June, 2015 - 96
IEEE Spectrum June, 2015 - Cover3
IEEE Spectrum June, 2015 - Cover4
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1217
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1117
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1017
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0917
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0817
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0717
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0617
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0517
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0417
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0317
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0217
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0117
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1216
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1116
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1016
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0916
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0816
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0716
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0616
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0516
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0416
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0316
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0216
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0116
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1215
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1115
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1015
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0915
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0815
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0715
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0615
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0515
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0415
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0315
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0215
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0115
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1214
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1114
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1014
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0914
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0814
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0714
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0614
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0514
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0414
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0314
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0214
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0114
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1213
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1113
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1013
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0913
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0813
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0713
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0613
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0513
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0413
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0313
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0213
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0113
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1212
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1112
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1012
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0912
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0812
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0712
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0612
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0512
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0412
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0312
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0212
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0112
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1211
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1111
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1011
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0911
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0811
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0711
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0611
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0511
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0411
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0311
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0211
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0111
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1210
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1110
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1010
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0910
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0810
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0710
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0610
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0510
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0410
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0310
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0210
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0110
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1209
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1109
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1009
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0909
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0809
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0709
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0609
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0509
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0409
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0309
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0209
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0109
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1208
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1108
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1008
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0908
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0808
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0708
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0608
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0508
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0408
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0308
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0208
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0108
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1207
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1107
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_1007
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0907
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0807
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0707
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0607
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0507
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0407
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0307
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0207
https://www.nxtbook.com/nxtbooks/ieee/spectrum_na_0107
https://www.nxtbookmedia.com