4 papers
aColor: Mechatronics, Machine Learning, and Communications in an Unmanned Surface Vehicle
Jose Villa, Jussi Taipalmaa, Mikhail Gerasimenko +13
The aim of this work is to offer an overview of the research questions, solutions, and challenges faced by the project aColor ("Autonomous and Collaborative Offshore Robotics"). Th…
Finding Better Topologies for Deep Convolutional Neural Networks by Evolution
Honglei Zhang, Serkan Kiranyaz, Moncef Gabbouj
Due to the nonlinearity of artificial neural networks, designing topologies for deep convolutional neural networks (CNN) is a challenging task and often only heuristic approach, su…
Limited Random Walk Algorithm for Big Graph Data Clustering
Honglei Zhang, Jenni Raitoharju, Serkan Kiranyaz +1
Graph clustering is an important technique to understand the relationships between the vertices in a big graph. In this paper, we propose a novel random-walk-based graph clustering…
Outlier Edge Detection Using Random Graph Generation Models and Applications
Honglei Zhang, Serkan Kiranyaz, Moncef Gabbouj
Outliers are samples that are generated by different mechanisms from other normal data samples. Graphs, in particular social network graphs, may contain nodes and edges that are ma…