TY - JOUR
KW - Artificial Intelligence
KW - Feedback
KW - Neural Network
KW - Self-supervised Learning
KW - Transfer Learning
KW - Logical Inference
KW - Natural Language Generation
KW - Statistical Learning
AU - Allmin Susaiyah
AU - Aki Härmä
AU - Ehud Reiter
AU - Milan Petković
AB - Insights derived from wearable sensors in smartwatches or sleep trackers can help users in approaching their healthy lifestyle goals. These insights should indicate significant inferences from user behaviour and their generation should adapt automatically to the preferences and goals of the user. In this paper, we propose a neural network model that generates personalised lifestyle insights based on a model of their significance, and feedback from the user. Simulated analysis of our model shows its ability to assign high scores to a) insights with statistically significant behaviour patterns and b) topics related to simple or complex user preferences at any given time. We believe that the proposed neural networks model could be adapted for any application that needs user feedback to score logical inferences from data.
IS - Special Issue on Artificial Intelligence, Paving the Way to the Future
M1 - 5
N2 - Insights derived from wearable sensors in smartwatches or sleep trackers can help users in approaching their healthy lifestyle goals. These insights should indicate significant inferences from user behaviour and their generation should adapt automatically to the preferences and goals of the user. In this paper, we propose a neural network model that generates personalised lifestyle insights based on a model of their significance, and feedback from the user. Simulated analysis of our model shows its ability to assign high scores to a) insights with statistically significant behaviour patterns and b) topics related to simple or complex user preferences at any given time. We believe that the proposed neural networks model could be adapted for any application that needs user feedback to score logical inferences from data.
PY - 2021
SP - 90
EP - 99
T2 - International Journal of Interactive Multimedia and Artificial Intelligence
TI - Neural Scoring of Logical Inferences from Data using Feedback
UR - https://www.ijimai.org/journal/sites/default/files/2021-03/ijimai_6_5_9.pdf
VL - 6
SN - 1989-1660
ER -