Matches in SemOpenAlex for { <https://semopenalex.org/work/W3013515454> ?p ?o ?g. }
Showing items 1 to 81 of
81
with 100 items per page.
- W3013515454 abstract "Information diffusion prediction, as an essential problem in social network analysis, is of paramount importance in many real-world applications. Most of the existing methods rely on the network structure. However, explicit network structures are hard to be detected in large-scale networks. We notice that the information diffusion process across the network generally reflects rich proximity relationships between users. Therefore, in this paper, we introduce a novel embedding-based approach named DiffusionGAN to embed users involved in the diffusion process into a fixed dimensional space. Then users are represented as vectors in the embedding space, and the proximity relationships between users are transformed as the distances between their representation vectors. To better learn user representations, we adopt the Generative Adversarial model to perform the network embedding, wherein the generator tries to generate users to fit the real user distribution in a diffusion cascade, while the discriminator tries to distinguish whether the sampled user is from ground truth or generated by the generator. The generator and the discriminator play a game-theoretical minimax game to optimize mutually. When converging, DiffusionGAN obtains the most efficient user representations. Extensive experimental results on a variety of real-world networks validate the effectiveness of DiffusionGAN." @default.
- W3013515454 created "2020-04-03" @default.
- W3013515454 creator A5015570416 @default.
- W3013515454 creator A5046214153 @default.
- W3013515454 creator A5059599211 @default.
- W3013515454 creator A5073564348 @default.
- W3013515454 date "2019-12-01" @default.
- W3013515454 modified "2023-09-25" @default.
- W3013515454 title "DiffusionGAN: Network Embedding for Information Diffusion Prediction with Generative Adversarial Nets" @default.
- W3013515454 cites W1492950026 @default.
- W3013515454 cites W1966075400 @default.
- W3013515454 cites W2028055861 @default.
- W3013515454 cites W2061820396 @default.
- W3013515454 cites W2090891622 @default.
- W3013515454 cites W2093402979 @default.
- W3013515454 cites W2095016473 @default.
- W3013515454 cites W2137096596 @default.
- W3013515454 cites W2140540364 @default.
- W3013515454 cites W2260106386 @default.
- W3013515454 cites W2268575535 @default.
- W3013515454 cites W2296752489 @default.
- W3013515454 cites W2479500547 @default.
- W3013515454 cites W2551441958 @default.
- W3013515454 cites W2596499466 @default.
- W3013515454 cites W2883211277 @default.
- W3013515454 cites W2962756421 @default.
- W3013515454 cites W2963493749 @default.
- W3013515454 cites W3101023724 @default.
- W3013515454 cites W3104097132 @default.
- W3013515454 cites W3105705953 @default.
- W3013515454 doi "https://doi.org/10.1109/ispa-bdcloud-sustaincom-socialcom48970.2019.00120" @default.
- W3013515454 hasPublicationYear "2019" @default.
- W3013515454 type Work @default.
- W3013515454 sameAs 3013515454 @default.
- W3013515454 citedByCount "3" @default.
- W3013515454 countsByYear W30135154542021 @default.
- W3013515454 countsByYear W30135154542022 @default.
- W3013515454 crossrefType "proceedings-article" @default.
- W3013515454 hasAuthorship W3013515454A5015570416 @default.
- W3013515454 hasAuthorship W3013515454A5046214153 @default.
- W3013515454 hasAuthorship W3013515454A5059599211 @default.
- W3013515454 hasAuthorship W3013515454A5073564348 @default.
- W3013515454 hasConcept C108583219 @default.
- W3013515454 hasConcept C121332964 @default.
- W3013515454 hasConcept C154945302 @default.
- W3013515454 hasConcept C2988773926 @default.
- W3013515454 hasConcept C37736160 @default.
- W3013515454 hasConcept C39890363 @default.
- W3013515454 hasConcept C41008148 @default.
- W3013515454 hasConcept C41608201 @default.
- W3013515454 hasConcept C69357855 @default.
- W3013515454 hasConcept C80444323 @default.
- W3013515454 hasConcept C97355855 @default.
- W3013515454 hasConceptScore W3013515454C108583219 @default.
- W3013515454 hasConceptScore W3013515454C121332964 @default.
- W3013515454 hasConceptScore W3013515454C154945302 @default.
- W3013515454 hasConceptScore W3013515454C2988773926 @default.
- W3013515454 hasConceptScore W3013515454C37736160 @default.
- W3013515454 hasConceptScore W3013515454C39890363 @default.
- W3013515454 hasConceptScore W3013515454C41008148 @default.
- W3013515454 hasConceptScore W3013515454C41608201 @default.
- W3013515454 hasConceptScore W3013515454C69357855 @default.
- W3013515454 hasConceptScore W3013515454C80444323 @default.
- W3013515454 hasConceptScore W3013515454C97355855 @default.
- W3013515454 hasLocation W30135154541 @default.
- W3013515454 hasOpenAccess W3013515454 @default.
- W3013515454 hasPrimaryLocation W30135154541 @default.
- W3013515454 hasRelatedWork W2901368259 @default.
- W3013515454 hasRelatedWork W2998996837 @default.
- W3013515454 hasRelatedWork W3017161950 @default.
- W3013515454 hasRelatedWork W3024390022 @default.
- W3013515454 hasRelatedWork W3156291593 @default.
- W3013515454 hasRelatedWork W3164279787 @default.
- W3013515454 hasRelatedWork W4280544492 @default.
- W3013515454 hasRelatedWork W4311460979 @default.
- W3013515454 hasRelatedWork W4313479464 @default.
- W3013515454 hasRelatedWork W4316035501 @default.
- W3013515454 isParatext "false" @default.
- W3013515454 isRetracted "false" @default.
- W3013515454 magId "3013515454" @default.
- W3013515454 workType "article" @default.