2019 IEEE 32nd International Symposium on Computer-Based Medical Systems (CBMS) 2019
DOI: 10.1109/cbms.2019.00144
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m-Health and Autism: Recognizing Stress and Anxiety with Machine Learning and Wearables Data

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Cited by 20 publications
(11 citation statements)
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“…Therefore, we elected to consider a linear model (logistic regression) and two non-linear models (XGBoost and SVM) to compare performance over a range of model capacities. We chose XGBoost and SVM as our non-linear models because they have performed well on many recent biomedical research studies and typically have fewer learning parameters than more complex models (e.g., deep-learning) which reduces the risk of overfitting ( Mani et al, 2014 ; Masino et al, 2019a ; Pang et al, 2019 ; Zabihi et al, 2019 ).…”
Section: Methodsmentioning
confidence: 99%
“…Therefore, we elected to consider a linear model (logistic regression) and two non-linear models (XGBoost and SVM) to compare performance over a range of model capacities. We chose XGBoost and SVM as our non-linear models because they have performed well on many recent biomedical research studies and typically have fewer learning parameters than more complex models (e.g., deep-learning) which reduces the risk of overfitting ( Mani et al, 2014 ; Masino et al, 2019a ; Pang et al, 2019 ; Zabihi et al, 2019 ).…”
Section: Methodsmentioning
confidence: 99%
“…In the detection of stress conditions, Masino et al [29] reached 93% of accuracy. Their dataset was created by collecting heart rate and RR interval measurements during rest and during activities generating stress.…”
Section: Performancesmentioning
confidence: 99%
“…Emotion communication 3 [2,6] Challenging behavior prediction 1 [29,46] Stereotypical motor movements 2 [30,36] Self-injury behavior 1 [7] Aggression to others 1 [14] Healthcare monitoring 1 [28] Autistic people suffer from the moment of crisis due to their incapability of controlling their emotions. These manifestations, called meltdowns, may have consequences very dangerous for them in case of self-injuring behaviors or for other people, in case of aggressive behaviors.…”
Section: Interventionmentioning
confidence: 99%
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