Software vulnerability analysis and discovery using machine-learning and data-mining techniques: A survey

SM Ghaffarian, HR Shahriari - ACM computing surveys (CSUR), 2017 - dl.acm.org
Software security vulnerabilities are one of the critical issues in the realm of computer
security. Due to their potential high severity impacts, many different approaches have been …

A short survey of recent advances in graph matching

J Yan, XC Yin, W Lin, C Deng, H Zha… - Proceedings of the 2016 …, 2016 - dl.acm.org
Graph matching, which refers to a class of computational problems of finding an optimal
correspondence between the vertices of graphs to minimize (maximize) their node and edge …

Graph neural networks: foundation, frontiers and applications

L Wu, P Cui, J Pei, L Zhao, X Guo - … of the 28th ACM SIGKDD conference …, 2022 - dl.acm.org
The field of graph neural networks (GNNs) has seen rapid and incredible strides over the
recent years. Graph neural networks, also known as deep learning on graphs, graph …

Unsupervised alignment of embeddings with wasserstein procrustes

E Grave, A Joulin, Q Berthet - The 22nd International …, 2019 - proceedings.mlr.press
We consider the task of aligning two sets of points in high dimension, which has many
applications in natural language processing and computer vision. As an example, it was …

Scalable semi-supervised learning by efficient anchor graph regularization

M Wang, W Fu, S Hao, D Tao… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Many graph-based semi-supervised learning methods for large datasets have been
proposed to cope with the rapidly increasing size of data, such as Anchor Graph …

Challenging the time complexity of exact subgraph isomorphism for huge and dense graphs with VF3

V Carletti, P Foggia, A Saggese… - IEEE transactions on …, 2017 - ieeexplore.ieee.org
Graph matching is essential in several fields that use structured information, such as biology,
chemistry, social networks, knowledge management, document analysis and others. Except …

Graph-based root cause analysis for service-oriented and microservice architectures

Á Brandón, M Solé, A Huélamo, D Solans… - Journal of Systems and …, 2020 - Elsevier
Abstract Service-oriented architectures and microservices define two ways of designing
software with the aim of dividing an application into loosely-coupled services that …

New trends on digitisation of complex engineering drawings

CF Moreno-García, E Elyan, C Jayne - Neural computing and applications, 2019 - Springer
Engineering drawings are commonly used across different industries such as oil and gas,
mechanical engineering and others. Digitising these drawings is becoming increasingly …

Multi-graph matching via affinity optimization with graduated consistency regularization

J Yan, M Cho, H Zha, X Yang… - IEEE transactions on …, 2015 - ieeexplore.ieee.org
This paper addresses the problem of matching common node correspondences among
multiple graphs referring to an identical or related structure. This multi-graph matching …

A review of point set registration: From pairwise registration to groupwise registration

H Zhu, B Guo, K Zou, Y Li, KV Yuen, L Mihaylova… - Sensors, 2019 - mdpi.com
This paper presents a comprehensive literature review on point set registration. The state-of-
the-art modeling methods and algorithms for point set registration are discussed and …