Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Leveraging Consumer Wearables to Transform Beha...
Search
Ernesto Ramirez
April 25, 2018
Research
0
71
Leveraging Consumer Wearables to Transform Behavioral Research
Talk on using consumer wearable devices for research. Presented at the 2018 USC mHealth Symposium
Ernesto Ramirez
April 25, 2018
Tweet
Share
More Decks by Ernesto Ramirez
See All by Ernesto Ramirez
QS Austin Meetup Presentation
erramirez
0
96
Would Taylor Wear a Fitbit?
erramirez
0
56
Living With Data
erramirez
0
74
Sitting Is Stupid
erramirez
5
270
Know Thyself (MedicineX)
erramirez
0
170
Quantified Self: The Power of Personal Knowledge
erramirez
1
110
Digital Histories for Future Health
erramirez
0
100
Your Chair is Killing You
erramirez
1
150
Quantified Self: A Pathway to Personal Health
erramirez
0
140
Other Decks in Research
See All in Research
GPUを利用したStein Particle Filterによる点群6自由度モンテカルロSLAM
takuminakao
0
250
MetaEarth: A Generative Foundation Model for Global-Scale Remote Sensing Image Generation
satai
4
180
Learning to (Learn at Test Time): RNNs with Expressive Hidden States
kurita
0
170
数理最適化と機械学習の融合
mickey_kubo
16
9.3k
時系列データに対する解釈可能な 決定木クラスタリング
mickey_kubo
2
930
言語モデルの地図:確率分布と情報幾何による類似性の可視化
shimosan
5
1.4k
在庫管理のための機械学習と最適化の融合
mickey_kubo
3
1.1k
投資戦略202508
pw
0
560
20250605_新交通システム推進議連_熊本都市圏「車1割削減、渋滞半減、公共交通2倍」から考える地方都市交通政策
trafficbrain
0
760
論文読み会 SNLP2025 Learning Dynamics of LLM Finetuning. In: ICLR 2025
s_mizuki_nlp
0
200
2021年度-基盤研究B-研究計画調書
trycycle
PRO
0
290
不確実性下における目的と手段の統合的探索に向けた連続腕バンディットの応用 / iot70_gp_rff_mab
monochromegane
2
160
Featured
See All Featured
Optimizing for Happiness
mojombo
379
70k
How To Stay Up To Date on Web Technology
chriscoyier
790
250k
Optimising Largest Contentful Paint
csswizardry
37
3.4k
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
eileencodes
139
34k
Raft: Consensus for Rubyists
vanstee
140
7.1k
実際に使うSQLの書き方 徹底解説 / pgcon21j-tutorial
soudai
PRO
188
55k
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
irinanazarova
8
920
Exploring the Power of Turbo Streams & Action Cable | RailsConf2023
kevinliebholz
34
6k
Imperfection Machines: The Place of Print at Facebook
scottboms
268
13k
The Pragmatic Product Professional
lauravandoore
36
6.9k
Designing for Performance
lara
610
69k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
tammyeverts
53
2.9k
Transcript
USC mHealth Collaboratory Mobile/Connected Health Symposium April, 25, 2018 Ernesto
Ramirez, PhD Director, R&D Fitabase ` Leveraging Consumer Wearables to Transform Behavioral Research
Deploy. Measure. Collect. Fitabase supports innovative collection powering the next
generation of health research. @eramirez | @fitabase
Behavioral Science & Research • episodic • controlled • simple
inferences
Behavioral Science & Research Tools • human recall • poor
sensing • time consuming • limited data
S L O W
L I N E A R
F A S T
D Y N M A I C
EARABLES
Intense Longitudinal Data GENERATORS
AN EXAMPLE
2011 ---------------------2018
None
None
None
None
None
None
None
None
None
• user friendly • remote collection • personalization • contextualization
Impact of Wearable Sensors
3 7 26 49 180 255 55 2012 2013 2014
2015 2016 2017 2018 As of 04/01/2018 Number of Published Research Studies Using Fitbit Devices
Context Collectors µema data capture custom prompts
meet people where they are
None