Results 31 to 40 of about 3,015 (169)
Streaming Temporal Graphs: Subgraph Matching [PDF]
2019 IEEE International Conference on Big Data (Big Data), 2019 We investigate solutions to subgraph matching within a temporal stream of data. We present a high-level language for describing temporal subgraphs of interest, the Streaming Analytics Language (SAL). SAL programs are translated into C++ code that is run in parallel on a cluster.
Goodman, Eric L., Grunwald, Dirk
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Accelerating Subgraph Matching Through Advanced Compression and Label Filtering
AlgorithmsEfficiently identifying subgraphs that match a given query graph within large-scale graphs has become a critical focus in both academic and industrial research.
Yanfeng Chai, Jiashu Li, Qiang Zhang
doaj +1 more source
Matched Filters for Noisy Induced Subgraph Detection [PDF]
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019 The problem of finding the vertex correspondence between two noisy graphs with different number of vertices where the smaller graph is still large has many applications in social networks, neuroscience, and computer vision. We propose a solution to this problem via a graph matching matched filter: centering and padding the smaller adjacency matrix and ...
Sussman, Daniel +3 more
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PAIR: Reconstructing Single‐Cell Open‐Chromatin Landscapes for Transcription Factor Regulome Mapping
Advanced Science, EarlyView.scATAC‐seq analysis is often constrained by limited sequencing depth, extreme sparsity, and pervasive technical missingness. PAIR is a probabilistic framework that restores scATAC‐seq accessibility profiles by directly modeling the native cell–peak bipartite structure of chromatin accessibility.
Yanchi Su +7 more
wiley +1 more source
Stable Matching Games: Manipulation via Subgraph Isomorphism [PDF]
Algorithmica, 2017 zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Gupta, Sushmita, Roy, Sanjukta
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Advanced Intelligent Discovery, EarlyView.This study introduces a tree‐based machine learning approach to accelerate USP8 inhibitor discovery. The best‐performing model identified 100 high‐confidence repurposable compounds, half already approved or in clinical trials, and uncovered novel scaffolds not previously studied. These findings offer a solid foundation for rapid experimental follow‐up,
Yik Kwong Ng +4 more
wiley +1 more source
Modification and completion of geological structure knowledge graph based on pattern matching
Scientific ReportsAs a knowledge representation method, knowledge graph is widely used in intelligent question answering systems and recommendation systems. At present, the research on knowledge graph mainly focuses on information query and retrieval based on knowledge ...
Cai Lu, Xinran Xu, Bingbin Zhang
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ENDNet: Extra-Node Decision Network for Subgraph Matching
IEEE AccessSubgraph matching, which involves identifying a query graph within a larger data graph, is a fundamental problem that has applications in various fields.
Masaki Shirotani +2 more
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Advanced Intelligent Systems, EarlyView.This review explores the transformative impact of artificial intelligence on multiscale modeling in materials research. It highlights advancements such as machine learning force fields and graph neural networks, which enhance predictive capabilities while reducing computational costs in various applications.
Artem Maevskiy +2 more
wiley +1 more source
Temporal Multi-Query Subgraph Matching in Cybersecurity
TechnologiesRegarding attack scenarios as query graphs and conducting subgraph matching on the data system is an important approach to identify and detect cyber threats. However, existing subgraph matching methods are not suitable for detecting time-evolving attacks
Min Lu, Qianzhen Zhang, Xianqiang Zhu
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