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A review of depression and suicide risk assessment using speech analysis
This paper is the first review into the automatic analysis of speech for use as an objective
predictor of depression and suicidality. Both conditions are major public health concerns; …
predictor of depression and suicidality. Both conditions are major public health concerns; …
Affective computing in education: A systematic review and future research
It is becoming a trend to apply an emotional lens and to position emotions as central to
educational interactions. Recently, affective computing has been one of the most actively …
educational interactions. Recently, affective computing has been one of the most actively …
Feature-level fusion approaches based on multimodal EEG data for depression recognition
This study aimed to construct a novel multimodal model by fusing different
electroencephalogram (EEG) data sources, which were under neutral, negative and positive …
electroencephalogram (EEG) data sources, which were under neutral, negative and positive …
A review and meta-analysis of multimodal affect detection systems
Affect detection is an important pattern recognition problem that has inspired researchers
from several areas. The field is in need of a systematic review due to the recent influx of …
from several areas. The field is in need of a systematic review due to the recent influx of …
Automated detection of engagement using video-based estimation of facial expressions and heart rate
We explored how computer vision techniques can be used to detect engagement while
students (N= 22) completed a structured writing activity (draft-feedback-review) similar to …
students (N= 22) completed a structured writing activity (draft-feedback-review) similar to …
Video-based emotion recognition in the wild using deep transfer learning and score fusion
Multimodal recognition of affective states is a difficult problem, unless the recording
conditions are carefully controlled. For recognition “in the wild”, large variances in face pose …
conditions are carefully controlled. For recognition “in the wild”, large variances in face pose …
A selective meta-analysis on the relative incidence of discrete affective states during learning with technology.
S D'Mello - Journal of educational psychology, 2013 - psycnet.apa.org
The last decade has witnessed considerable interest in the investigation of the affective
dimensions of learning and in the development of advanced learning technologies that …
dimensions of learning and in the development of advanced learning technologies that …
Multimodal depression detection: fusion analysis of paralinguistic, head pose and eye gaze behaviors
An estimated 350 million people worldwide are affected by depression. Using affective
sensing technology, our long-term goal is to develop an objective multimodal system that …
sensing technology, our long-term goal is to develop an objective multimodal system that …
Behavioral and physiological signals-based deep multimodal approach for mobile emotion recognition
With the rapid development of mobile and wearable devices, it is increasingly possible to
access users' affective data in a more unobtrusive manner. On this basis, researchers have …
access users' affective data in a more unobtrusive manner. On this basis, researchers have …
A multi-componential analysis of emotions during complex learning with an intelligent multi-agent system
This paper presents the evaluation of the synchronization of three emotional measurement
methods (automatic facial expression recognition, self-report, electrodermal activity) and …
methods (automatic facial expression recognition, self-report, electrodermal activity) and …