hobbit proposal

Post on 13-Jul-2015

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HobbitHabit Observation by Big Information Technology

intuinno

Problem

• You are public health decision maker.

• You have limited budget to promote healthy habit.

• Which geographical region should I put this money ?

ASSUMPTIONS

Too Simple model of Human Health

Traditional Model

Healthy

Sick

New Model

Healthy

Sick

Healthy habit

UnHealthy habit

Problem

• You are public health decision maker.

• You have limited budget to promote healthy habit.

• Which geographical region should I put this money ?

What if we can find the regions where the life style is most unhealthy, or the life style is getting worse quickest?

Why worst?

How?

Similar success

• Google Flu trend

Google

• Targets Influenza

• Monitor search keywords

Hobbit

• Targets Chronic diseases

• Monitor distributed sensor outputs

DETAILS

Math tools

• Moving average

• State vs Differential

• Population adjusted

• Weight adjustment– By machine learning algorithm

– By human input

Healthy habbit Score

• Fitness– a1 * dist + a2 * duration + a3 * calories

• Routine– b1 * steps + b2 * calories + b3 * distance

• Nutrition– c1 * (carbohydrates/calory) + c2 *

(carbohydrates/calory)

• Sleep– d1 * (number of waking up)

Limitation

• Socio-economic bias from Wearable sensors

• Validic does not provide location data

Other ideas

• Different organization will need different coefficients. -> Use Line up to get the custom ranking

• Connect to EHR and other data formats like income, crime

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