Please use this identifier to cite or link to this item:
https://rda.sliit.lk/handle/123456789/3170
Title: | 'xīnl' The Social Media App to Replenish Mental Health with the Aid of an Egocentric Network |
Authors: | Kasthurirathna, D Kalansooriya, S Kaluarachchi, A Weerawickrama, C Nanayakkara, D Adeepa, D |
Keywords: | emotion multimodal predict reinforcement learning social support |
Issue Date: | 3-Nov-2022 |
Publisher: | Institute of Electrical and Electronics Engineers |
Citation: | S. Kalansooriya, A. Kaluarachchi, C. Weerawickrama, D. Nanayakkara, D. Kasthurirathna and D. Adeepa, "“xīnlĭ” The Social Media App to Replenish Mental Health with the Aid of an Egocentric Network," 2022 IEEE 10th Region 10 Humanitarian Technology Conference (R10-HTC), Hyderabad, India, 2022, pp. 348-354, doi: 10.1109/R10-HTC54060.2022.9929642. |
Series/Report no.: | IEEE Region 10 Humanitarian Technology Conference, R10-HTC;Volume 2022-, Pages 348 - 354 |
Abstract: | The impact of social groups on one's emotional health is a crucial issue that must be addressed correctly. Emotions and social groups play significant roles in human mental and physical activities. It is difficult to detect and maintain track of changing emotional states. The main goal of this study is to build a social media app called Xinli, that proposes an aggregated method to predict emotions using a multimodal approach and to predict personalized activities based on the user's mental state, and to further track the improvement of emotional state with the impact of recommended activities and social support groups. The results suggest that the aggregated modalities method is more accurate in recognizing emotions, and activity prediction using reinforcement learning is a clean way to personalize activities based on the emotional state from user to user, which is the novelty of the proposed study. |
URI: | https://rda.sliit.lk/handle/123456789/3170 |
ISSN: | 25727621 |
Appears in Collections: | Department of Computer Science and Software Engineering Research Papers - Dept of Computer Science and Software Engineering Research Papers - IEEE Research Papers - SLIIT Staff Publications |
Files in This Item:
File | Description | Size | Format | |
---|---|---|---|---|
xnl_The_Social_Media_App_to_Replenish_Mental_Health_with_the_Aid_of_an_Egocentric_Network.pdf Until 2050-12-31 | 506.99 kB | Adobe PDF | View/Open Request a copy |
Items in DSpace are protected by copyright, with all rights reserved, unless otherwise indicated.