Found 108 Documents (Results 1–100)
ClusterLP: a novel cluster-aware link prediction model in undirected and directed graphs. (English) Zbl 07905196
Knowledge is power: open-world knowledge representation learning for knowledge-based visual reasoning. (English) Zbl 1543.68361
BrepMFR: enhancing machining feature recognition in B-rep models through deep learning and domain adaptation. (English) Zbl 07873100
MSC:
65Dxx
Improved credit risk prediction based on an integrated graph representation learning approach with graph transformation. (English) Zbl 07864439
MSC:
90Bxx
Temporal inductive path neural network for temporal knowledge graph reasoning. (English) Zbl 1537.68184
Graph representation learning method based on three-way partial order structure. (English) Zbl 1539.68342
A hybrid membership latent distance model for unsigned and signed Integer weighted networks. (English) Zbl 07825306
MSC:
91-XX
Theory of graph neural networks: representation and learning. (English) Zbl 1535.68294
Beliaev, Dmitry (ed.) et al., International congress of mathematicians 2022, ICM 2022, Helsinki, Finland, virtual, July 6–14, 2022. Volume 7. Sections 15–20. Berlin: European Mathematical Society (EMS). 5450-5476 (2023).
A comprehensive survey on deep graph representation learning methods. (English) Zbl 07781075
MSC:
68T07
Generalized decision directed acyclic graphs for classification tasks. (English) Zbl 1542.68171
Reviewer: Vladik Ya. Kreinovich (El Paso)
A deep sparse representation with random dictionary for hyperspectral image classification. (English) Zbl 07741300
MSC:
68T07
A feature-interaction knowledge graph completion algorithm based on information selection. (English) Zbl 1518.68369
Embedding knowledge graphs with RDF2vec. (English) Zbl 1522.68004
Synthesis Lectures on Data, Semantics, and Knowledge. Cham: Springer (ISBN 978-3-031-30386-9/hbk; 978-3-031-30389-0/pbk; 978-3-031-30387-6/ebook). ix, 158 p. (2023).
TPM: transition probability matrix – graph structural feature based embedding. (English) Zbl 07729610
Graph neural networks for natural language processing: a survey. (English) Zbl 1517.68340
Reviewer: Alexandre DeZotti (London)
BDRI: block decomposition based on relational interaction for knowledge graph completion. (English) Zbl 1518.68377
HARPA: hierarchical attention with relation paths for knowledge graph embedding adversarial learning. (English) Zbl 1518.68378
Graph prototypical contrastive learning. (English) Zbl 07830781
MSC:
68T05
One-step incomplete multiview clustering with low-rank tensor graph learning. (English) Zbl 07830653
Joint hyperbolic and Euclidean geometry contrastive graph neural networks. (English) Zbl 07825383
MSC:
68T07
Knowledge graph embedding by logical-default attention graph convolution neural network for link prediction. (English) Zbl 1535.68304
Deep reinforcement learning guided graph neural networks for brain network analysis. (English) Zbl 1542.92013
Multi-view graph embedding clustering network: joint self-supervision and block diagonal representation. (English) Zbl 1521.68169
Knowledge graph embeddings with ontologies: reification for representing arbitrary relations. (English) Zbl 1522.68542
Bergmann, Ralph (ed.) et al., KI 2022: advances in artificial intelligence. 45th German conference on AI, Trier, Germany, September 19–23, 2022. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 13404, 146-159 (2022).
Deep learning for the generation of heuristics in answer set programming: a case study of graph coloring. (English) Zbl 1515.68094
Gottlob, Georg (ed.) et al., Logic programming and nonmonotonic reasoning. 16th international conference, LPNMR 2022, Genova, Italy, September 5–9, 2022. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 13416, 145-158 (2022).
Inductive representation learning on dynamic stock co-movement graphs for stock predictions. (English) Zbl 07587550
MSC:
90Cxx
Fundamental limits of deep graph convolutional networks for graph classification. (English) Zbl 1497.68448
Learning task-driving affinity matrix for accurate multi-view clustering through tensor subspace learning. (English) Zbl 1527.68197
HiAM: a hierarchical attention based model for knowledge graph multi-hop reasoning. (English) Zbl 1521.68144
Locality preserving dense graph convolutional networks with graph context-aware node representations. (English) Zbl 1521.68137
DAPath: distance-aware knowledge graph reasoning based on deep reinforcement learning. (English) Zbl 1521.68217
Searching for mathematical formulas based on graph representation learning. (English) Zbl 1485.68296
Kamareddine, Fairouz (ed.) et al., Intelligent computer mathematics. 14th international conference, CICM 2021, Timisoara, Romania, July 26–31, 2021. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 12833, 137-152 (2021).
Hierarchical community structure preserving approach for network embedding. (English) Zbl 1475.68239
Hyperbolic representation learning for complex networks. (Chinese. English summary) Zbl 1474.68306
Multi-label learning with a cone-based geometric model. (English) Zbl 1476.68233
Alam, Mehwish (ed.) et al., Ontologies and concepts in mind and machine. 25th international conference on conceptual structures, ICCS 2020, Bolzano, Italy, September 18–20, 2020. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 12277, 177-185 (2020).
Topical network embedding. (English) Zbl 1458.68183
Latent multi-view semi-supervised classification by using graph learning. (English) Zbl 1477.68283
Reviewer: Oscar Bustos (Córdoba)
Determining the number of latent factors in statistical multi-relational learning. (English) Zbl 1483.68320
Knowledge graph embedding based on subgraph-aware proximity. (English) Zbl 1522.68539
Tang, Shaojie (ed.) et al., Algorithmic aspects in information and management. 12th international conference, AAIM 2018, Dallas, TX, USA, December 3–4, 2018. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 11343, 306-318 (2018).
Quantum lower bounds for tripartite versions of the hidden shift and the set equality problems. (English) Zbl 1535.81053
Jeffery, Stacey (ed.), 13th conference on the theory of quantum computation, communication and cryptography, TQC 2018, July 16–18, 2018, Sydney, Australia. Proceedings. Wadern: Schloss Dagstuhl – Leibniz Zentrum für Informatik. LIPIcs – Leibniz Int. Proc. Inform. 111, Article 3, 15 p. (2018).
Manifold adaptive kernelized low-rank representation for semisupervised image classification. (English) Zbl 1390.68738
SELP: semi-supervised evidential label propagation algorithm for graph data clustering. (English) Zbl 1423.68394
Knowledge discovery in graphs through vertex separation. (English) Zbl 1454.68131
Mouhoub, Malek (ed.) et al., Advances in artificial intelligence. 30th Canadian conference on artificial intelligence, Canadian AI 2017, Edmonton, AB, Canada, May 16–19, 2017. Proceedings. Cham: Springer. Lect. Notes Comput. Sci. 10233, 203-214 (2017).
Discriminative sparse flexible manifold embedding with novel graph for robust visual representation and label propagation. (English) Zbl 1428.68269
MSC:
68T05
Research on semi-supervised learning via non-symmetric sparse graph. (Chinese. English summary) Zbl 1389.68078
MSC:
68T05
Real-world algorithms. A beginner’s guide. (English) Zbl 1373.68004
Cambridge, MA: MIT Press (ISBN 978-0-262-03570-5/hbk; 978-0-262-33814-1/ebook). xvi, 509 p. (2017).
Reviewer: Irina Ioana Mohorianu (Norwich)
Multi-source adaptation joint kernel sparse representation for visual classification. (English) Zbl 1414.68079
L1-norm locally linear representation regularization multi-source adaptation learning. (English) Zbl 1394.68314
MSC:
68T05
Enhanced low-rank representation via sparse manifold adaption for semi-supervised learning. (English) Zbl 1394.68307
Discovering abnormal data in RDF knowledge base. (Chinese. English summary) Zbl 1340.68026
A proposal for extending formal concept analysis to knowledge graphs. (English) Zbl 1312.68187
Baixeries, Jaume (ed.) et al., Formal concept analysis. 13th international conference, ICFCA 2015, Nerja, Spain, June 23–26, 2015. Proceedings. Cham: Springer (ISBN 978-3-319-19544-5/pbk; 978-3-319-19545-2/ebook). Lecture Notes in Computer Science 9113. Lecture Notes in Artificial Intelligence, 271-286 (2015).
Statistical learning with sparsity. The Lasso and generalizations. (English) Zbl 1319.68003
Monographs on Statistics and Applied Probability 143. Boca Raton, FL: CRC Press (ISBN 978-1-4987-1216-3/hbk; 978-1-4987-1217-0/ebook). xv, 351 p. (2015).
Reviewer: Florin Gorunescu (Craiova)
Reasoning with probabilistic and deterministic graphical models. Exact algorithms. (English) Zbl 1297.68006
Synthesis Lectures on Artificial Intelligence and Machine Learning 23. San Rafael, CA: Morgan & Claypool Publishers (ISBN 978-1-62705-197-2/pbk; 978-1-62705-198-9/ebook). xiv, 177 p. (2013).
Reviewer: Florin Gorunescu (Craiova)
Graph ambiguity. (English) Zbl 1284.68538
Graph-based clustering and data visualization algorithms. (English) Zbl 1269.68016
SpringerBriefs in Computer Science. Berlin: Springer (ISBN 978-1-4471-5157-9/pbk; 978-1-4471-5158-6/ebook). xiii, 110 p. (2013).
Image representation using Laplacian regularized nonnegative tensor factorization. (English) Zbl 1218.68134
Knowledge Seeker – ontology modelling for information search and management. A compendium. (English) Zbl 1206.68002
Intelligent Systems Reference Library 8. Berlin: Springer (ISBN 978-3-642-17915-0/hbk; 978-3-642-17916-7/ebook). xxvi, 237 p. (2011).
Collective inference for extraction MRFs coupled with symmetric clique potentials. (English) Zbl 1242.68314
Representation and solving of logic dependent relation in multi-agent system. (Chinese. English summary) Zbl 1212.68176
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