A Systematic Literature Review of Novelty Detection in Data Streams: Challenges and Opportunities

JG Gaudreault, P Branco - ACM Computing Surveys, 2024 - dl.acm.org
Novelty detection in data streams is the task of detecting concepts that were not known prior,
in streams of data. Many machine learning algorithms have been proposed to detect these …

[HTML][HTML] An invitation to greater use of Matthews correlation coefficient in robotics and artificial intelligence

D Chicco, G Jurman - Frontiers in Robotics and AI, 2022 - frontiersin.org
Method. To investigate the usage of these three confusion matrix rates in robotics and
artificial intelligence, we performed a search of the Matthews correlation coefficient …

Product design opportunity identification through mining the critical minority of customer online reviews

Y Li, Y Dong, Y Wang, N Zhang - Electronic Commerce Research, 2023 - Springer
Online reviews that contain customer requirements and expectations are valuable for
product design opportunity identification (PDOI) in customer-centric design. As most reviews …

Fusion of Novelty Detectors Using Deep and Local Invariant Visual Features for Inspection Task

E Özbilge, E Ozbilge - IEEE Access, 2022 - ieeexplore.ieee.org
In this study, a novel framework using multiple novelty detection filters is developed to learn
a model of the normality of a robot's visual perception, which is called multichannel novelty …

Flexible Sensor Array and Newton Interpolation Algorithm for Molded Dichromatic Sole by Operating Robot

L Gu, S Gao, D Wang, J Song - International Artificial Intelligence …, 2023 - Springer
Based on the principle of system engineering and optimization method, the multi-color soles
mold operation robot was constructed instead of manual operation, and the double-layer …

Iterative reward learning for robotic exploration

A Acharya, S Wakayama, B Hayes… - AIAA Scitech 2020 …, 2020 - arc.aiaa.org
Robotic exploration of other planets in the solar system continues to be a slow and lengthy
process that requires close supervision by human operators on Earth. This is further …

[PDF][PDF] Survey on Novelty Detection using Machine Learning Techniques

B Ouafae, L Oumaima, R Mariam, L Abdelouahid - academia.edu
Novelty detection affords to identify data patterns that stray strikingly from the normal
behavior. it allows a good identification and classification of objects which were not known …