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marcoaltini.com@marco_altMarco AltiniFrom Quantifying Behavior to QuantifyingHealth using Wearable Sensors
StressPhysical ActivityEEG
Machine LearningPattern RecognitionData Analysis
Am I Healthy??
Healthcare and Wellness Gadgets
3058 steps taken8:25 hours of sleep2 minutes very active
Quantifying Behavior (?)
Quantifying Behavior (!)
AwarenessTrainingBike toworkBike homeSit all day working + interruptionssleep
Am I Healthy?3058 steps taken8:25 hours of sleep2 minutes very active?
Health Metrics (?)
BMI vs Mortality Risk0 1 2 3Mortality RiskunfitNormal WeightOverweightObese
BMI vs Mortality Risk0 1 2 3Mortality RiskunfitUnfit: Higher BMI -> Higher RiskNormal WeightOverweightObese
Fitness vs Mortality Risk0 1 2 3Mortality RiskunfitfitNormal WeightOverweightObese
Fitness vs Mortality RiskNormal WeightOverweightObese0 1 2 3Mortality RiskunfitfitUnfit: Higher BMI -> Higher RiskFit: Low...
Wrong Metrics?3058 steps taken8:25 hours of sleep2 minutes very activeBody Weight
Next Gen TrackersNon-invasiveCardiorespiratoryFitness EstimationContinuous
ContextHow we are doing itWhere we areWhat we are doing
PhysiologyHow we are doing itWhere we areWhat we are doing
Context + Physiology = Knowledge
QuantifyingHealthFeedbackBehavioral ChangePersonalized Healthcare
marcoaltini.comFrom Quantifying Behavior to QuantifyingHealth using Wearable Sensors@marco_altMarco Altini
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The Future of Wearable Sensors: From Quantifying Behavior to Quantifying Health

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Slides of my presentation at the Quantified Self Europe 2013.

Published in: Technology, Economy & Finance
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The Future of Wearable Sensors: From Quantifying Behavior to Quantifying Health

  1. 1. marcoaltini.com@marco_altMarco AltiniFrom Quantifying Behavior to QuantifyingHealth using Wearable Sensors
  2. 2. StressPhysical ActivityEEG
  3. 3. Machine LearningPattern RecognitionData Analysis
  4. 4. Am I Healthy??
  5. 5. Healthcare and Wellness Gadgets
  6. 6. 3058 steps taken8:25 hours of sleep2 minutes very active
  7. 7. Quantifying Behavior (?)
  8. 8. Quantifying Behavior (!)
  9. 9. AwarenessTrainingBike toworkBike homeSit all day working + interruptionssleep
  10. 10. Am I Healthy?3058 steps taken8:25 hours of sleep2 minutes very active?
  11. 11. Health Metrics (?)
  12. 12. BMI vs Mortality Risk0 1 2 3Mortality RiskunfitNormal WeightOverweightObese
  13. 13. BMI vs Mortality Risk0 1 2 3Mortality RiskunfitUnfit: Higher BMI -> Higher RiskNormal WeightOverweightObese
  14. 14. Fitness vs Mortality Risk0 1 2 3Mortality RiskunfitfitNormal WeightOverweightObese
  15. 15. Fitness vs Mortality RiskNormal WeightOverweightObese0 1 2 3Mortality RiskunfitfitUnfit: Higher BMI -> Higher RiskFit: Low Risk
  16. 16. Wrong Metrics?3058 steps taken8:25 hours of sleep2 minutes very activeBody Weight
  17. 17. Next Gen TrackersNon-invasiveCardiorespiratoryFitness EstimationContinuous
  18. 18. ContextHow we are doing itWhere we areWhat we are doing
  19. 19. PhysiologyHow we are doing itWhere we areWhat we are doing
  20. 20. Context + Physiology = Knowledge
  21. 21. QuantifyingHealthFeedbackBehavioral ChangePersonalized Healthcare
  22. 22. marcoaltini.comFrom Quantifying Behavior to QuantifyingHealth using Wearable Sensors@marco_altMarco Altini

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