Our article Feature Extraction and Selection for Emotion Recognition from Electrodermal Activity got published in prestigious IEEE Transactions on Affective Computing. Individuals with a wide range of mental health concerns such as children with autism, individuals with intellectual disability etc. have limited ability in recognition and expression of their emotional states. In such cases, analysis of human emotions expressed in the pure unaltered form of physiological signals such as Electrodermal activity (EDA) emerges as the most useful method for monitoring their emotions. However, extracting information about the emotional state from EDA data can be challenging, especially if the processing is to be done online. Hence, it is important to automatically identify meaningful smaller subsets of various EDA features to achieve efficient emotion recognition from EDA signals. In this research, we found that approximately the same numbers of features are required from EDA signals to obtain the optimal accuracy for the arousal recognition and valence recognition. In addition, our research also showed that statistical features related to the Mel-Frequency Cepstral Coefficients (MFCC) give better classification than commonly used Skin Conductance Response (SCR) related features. Our research has opened venues for the future development of new emotion recognition systems based on EDA with higher accuracy and minimizing its computational cost, which is key for the development of emotion detection applications that may work in real time.
The article can be accessed online at https://ieeexplore.ieee.org/abstract/document/8653316
Congratulations to all the authors, Jainendra Shukla (Asst. Professor, IIIT-D, India), Miguel Barreda-Ángeles (Sr. Researcher, EURECAT, Spain), Joan Oliver (Researcher, IRD, Spain), G. C. Nandi (Professor, IIIT-A, India), Domènec Puig (Professor, URV, Spain)
I am offering a 2 credit course on Social Robotics during the current semester for senior undergraduate and graduate students. Today I had my first class in IIIT-Delhi and due to some confusion in the schedule, I almost miss it! Thanks to our Academics Manager Ms. Sheetu for reminding me. Fortunately, I had some introduction slides ready and the students did not leave even after 10 minutes of delay 🙂
I am glad to share that my recently published research article Robot Assisted Interventions for Individuals with Intellectual Disabilities: Impact on Users and Caregivers got a media coverage. In an interview with Hindustan Times, I talked about how robot assisted interventions can be employed to provide cognitive stimulation to individuals with a wide range of mental health concerns, including individuals with intellectual disability. The complete interview can be accessed at https://www.hindustantimes.com/health/research-on-to-find-robots-utility-in-treatment-of-mental-disorders/story-QChK6spQ07HpeSqMgAGLmJ.html
Our article Robot Assisted Interventions for Individuals with Intellectual Disabilities: Impact on Users and Caregivers got published in the prestigious International Journal of Social Robotics. Recent advancements in socially assistive robotics (SAR) have shown a vital potential and have thus inspired us to explore the benefits of robot-assisted cognitive rehabilitation of individuals with intellectual disability (ID). Accordingly, the aim of this research was to evaluate the fitness of robot-assisted mental health interventions among individuals with ID and to assess its impact on the users and their caregivers. The results reported positive effects of such interventions on the users, mainly an increase in the engagement. The results also confirmed a significant reduction in caregivers burden and raise a concern about the need for specific training of the caregivers to take maximum advantage of SAR empowered cognitive rehabilitation. This work provides valuable insights into the development of robot-assisted interventions for cognitive rehabilitation of people with ID.
The article can be accessed online at https://link.springer.com/article/10.1007/s12369-019-00527-w
Congratulations to all the authors, Jainendra Shukla (Asst. Professor, IIIT-D), Julián Cristiano (Senior Researcher, URV, Spain), Joan Oliver (Researcher, IRD, Spain), Domènec Puig (Professor, URV, Spain)
I joined the Department of Computer Science and Engineering in Indraprastha Institute of Information Technology, Delhi (IIIT-Delhi) as an Assistant Professor. I am glad to be a part of the IIIT-Delhi fraternity! I am eager to make a positive contribution to it and am looking forward to working with the excellent colleagues at the institution.