Drift detection of intelligent sensor networks deployment based on graph stream

W Wang, Q Zhu, H Gao - IEEE Transactions on Network …, 2022 - ieeexplore.ieee.org
The optimal deployment of sensor nodes can effectively improve the monitoring
performance of the sensor network. The existing optimization deployment strategies focus …

Efficient dynamic graph construction for inductive semi-supervised learning

F Dornaika, R Dahbi, A Bosaghzadeh, Y Ruichek - Neural Networks, 2017 - Elsevier
Most of graph construction techniques assume a transductive setting in which the whole
data collection is available at construction time. Addressing graph construction for inductive …

Incremental and dynamic graph construction with application to image classification

A Bosaghzadeh, F Dornaika - Expert Systems with Applications, 2020 - Elsevier
In this paper, we propose a dynamic graph construction technique that inserts new samples
into a previously constructed graph, which reduces the computational time and complexity of …

[PDF][PDF] Dynamic adaptive graph construction: application to graph-based multi-observation classification

F Dornaika, R Dhabi, A Bosaghzadeh… - IEEE Int. Conf. Pattern …, 2016 - projet.liris.cnrs.fr
Most of graph construction techniques assume a transductive setting in which the whole
data collection is available at construction time. Addressing graph construction for inductive …

Dynamic Optimization Deployment of Wireless Sensor Networks Based on TPWRLS Graph Construction and VFA

N Cui, H Gao, W Wang - … Conference on Artificial Intelligence in China, 2023 - Springer
With the in-depth research and rapid development of wireless sensor networks (WSNs),
dynamic optimization deployment technology has emerged as a research hotspot, aiming to …

Deployment Drift Detection in Spatiotemporal Fusion Intelligent Sensor Networks

L Qiao, Q Zhu, R Du, Z Han, W Wang - 2023 - researchsquare.com
The node deployment problem is a primary concern in wireless sensor network (WSN)
technologies. Optimizing the placement of nodes can significantly enhance network …