slide2 bme adat_2016

48
session#2 Divényi János @divenyi.janos

Upload: janos-divenyi

Post on 13-Apr-2017

533 views

Category:

Education


3 download

TRANSCRIPT

Page 1: Slide2 bme adat_2016

session#2 Divényi János @divenyi.janos

Page 2: Slide2 bme adat_2016
Page 3: Slide2 bme adat_2016

b.socrative.com

Student login into room BMEADAT

Page 4: Slide2 bme adat_2016

How to find answersto relevant questions

using data

Page 5: Slide2 bme adat_2016
Page 6: Slide2 bme adat_2016

QUESTION

DATA

ANALYSIS

PRESENTATION

Page 7: Slide2 bme adat_2016

QUESTION

Page 8: Slide2 bme adat_2016

QUESTION

DATA

Page 9: Slide2 bme adat_2016

GET DATA

Page 10: Slide2 bme adat_2016
Page 11: Slide2 bme adat_2016
Page 12: Slide2 bme adat_2016

https://www.quora.com/Where-can-I-find-large-datasets-open-to-the-publichttps://sqlbelle.com/2015/01/16/data-sets-for-bianalyticsvisualization-projects

Page 13: Slide2 bme adat_2016

https://www.quora.com/Where-can-I-find-large-datasets-open-to-the-publichttps://sqlbelle.com/2015/01/16/data-sets-for-bianalyticsvisualization-projects

Page 14: Slide2 bme adat_2016

MEASURE WHAT YOU WANT

Page 15: Slide2 bme adat_2016
Page 16: Slide2 bme adat_2016
Page 17: Slide2 bme adat_2016
Page 18: Slide2 bme adat_2016

http://boredbug.com/wp-content/uploads/2015/08/onesecondbeforedisaster.jpg

Page 19: Slide2 bme adat_2016

http://www.webpages.uidaho.edu/ed571/571-Modules/M3/Sampling_Design-Funny.gif

Page 20: Slide2 bme adat_2016

Prezi & Conversion Rate

Page 21: Slide2 bme adat_2016

Street Bump, Boston

Page 22: Slide2 bme adat_2016
Page 23: Slide2 bme adat_2016
Page 24: Slide2 bme adat_2016

How doesa new piece of

informationaffects

what we knowabout the world?

ww

w.b

igst

ock

phot

o.co

m

Page 25: Slide2 bme adat_2016
Page 26: Slide2 bme adat_2016

Down syndrome screening

Page 27: Slide2 bme adat_2016

Unconditional risk 1:400 = 0.0025Discovery rate 0.83False positive rate 0.047

Page 28: Slide2 bme adat_2016

Unconditional risk 1:400 = 0.0025Discovery rate 0.83False positive rate 0.047

Down if positive?

Page 29: Slide2 bme adat_2016
Page 30: Slide2 bme adat_2016
Page 31: Slide2 bme adat_2016
Page 32: Slide2 bme adat_2016
Page 33: Slide2 bme adat_2016

Down if positive?

Page 34: Slide2 bme adat_2016

Down if positive?

Page 35: Slide2 bme adat_2016

Down if positive?P(+, Down) / (P(+, Down) + P(+, not Down))

Page 36: Slide2 bme adat_2016

Unconditional risk 1:400 = 0.0025Discovery rate 0.83False positive rate 0.047

P(+, Down) / (P(+, Down) + P(+, not Down))

Page 37: Slide2 bme adat_2016

Unconditional risk 1:400 = 0.0025Discovery rate 0.83False positive rate 0.047

0.83*0.0025 / (0.83*0.0025 + 0.047*0.9975)

P(+, Down) / (P(+, Down) + P(+, not Down))

Page 38: Slide2 bme adat_2016

Unconditional risk 1:400 = 0.0025Discovery rate 0.83False positive rate 0.047Down if positive 0.0424

0.83*0.0025 / (0.83*0.0025 + 0.047*0.9975)

P(+, Down) / (P(+, Down) + P(+, not Down))

Page 39: Slide2 bme adat_2016

Unconditional risk 1:400 = 0.0025Discovery rate 0.83False positive rate 0.047Down if positive 0.0424

0.83*0.0025 / (0.83*0.0025 + 0.047*0.9975)

P(+, Down) / (P(+, Down) + P(+, not Down))

Page 40: Slide2 bme adat_2016

Unconditional risk 1:400 = 0.0025Discovery rate 0.83False positive rate 0.047Down if positive 0.0424

0.83*0.0025 / (0.83*0.0025 + 0.047*0.9975)

P(+, Down) / (P(+, Down) + P(+, not Down))

Page 41: Slide2 bme adat_2016
Page 42: Slide2 bme adat_2016

Bayes’ Theorem

P(B|A) = P(A|B) · P(B)

P(A)

P(B|A) =P(A|B) · P(B)

P(A|B) · P(B) + P(A|not B) · P(not B)

Page 43: Slide2 bme adat_2016

1% prevalence

99% accurate test

positive result means risk of

Simplistic example

Page 44: Slide2 bme adat_2016

1% prevalence

99% accurate test

positive result means risk of 50%

Simplistic example

Page 45: Slide2 bme adat_2016

In 1999 Sally Clark was accused for murdering her2 children after she sequentially claimed thatthey died in sudden infant death syndrome (SIDS).

The probability of SIDS is 1 in 8500.

Page 46: Slide2 bme adat_2016

In 1999 Sally Clark was accused for murdering her2 children after she sequentially claimed thatthey died in sudden infant death syndrome (SIDS).

The probability of SIDS is 1 in 8500.

1. If you were the judgewhat other probabilityyou would want to know?

2. Would you convict her?

Page 47: Slide2 bme adat_2016

In 1999 Sally Clark was accused for murdering her2 children after she sequentially claimed thatthey died in sudden infant death syndrome (SIDS).

The probability of SIDS is 1 in 8500.

1. If you were the judgewhat other probabilityyou would want to know?

2. Would you convict her?

3. Do you think she was convicted?

Page 48: Slide2 bme adat_2016

b.socrative.com

Student login into room BMEADAT