Matches in SemOpenAlex for { <https://semopenalex.org/work/W2895817356> ?p ?o ?g. }
Showing items 1 to 94 of
94
with 100 items per page.
- W2895817356 abstract "Accurate modeling of how the visibility of a piece of information varies across time has a wide variety of applications. For example, in an e-commerce site like Amazon, it can help to identify which product is preferred over others; in Twitter, it can predict which hashtag may go viral against others. Visibility of a piece of information, therefore, indicates the ability of a piece of information to attract the attention of the users, against the rest. Therefore, apart from the individual information diffusion processes, the information visibility dynamics also involves a competition process, where each information diffusion process competes against each other to draw the attention of users. Despite models of individual information diffusion processes abounding in literature, modeling the competition process is left unaddressed. In this paper, we propose Competing Recurrent Point Process (CRPP), a probabilistic deep machinery that unifies the nonlinear generative dynamics of a collection of diffusion processes, and inter-process competition - the two ingredients of visibility dynamics. To design this model, we rely on a recurrent neural network (RNN) guided generative framework, where the recurrent unit captures the joint temporal dynamics of a group of processes. This is aided by a discriminative model which captures the underlying competition process by discriminating among the various processes using several ranking functions. On ten diverse datasets crawled from Amazon and Twitter, CRPP offers a substantial performance boost in predicting item visibility against several baselines, thereby achieving significant accuracy in predicting both the collective diffusion mechanism and the underlying competition processes." @default.
- W2895817356 created "2018-10-26" @default.
- W2895817356 creator A5026269420 @default.
- W2895817356 creator A5058145190 @default.
- W2895817356 creator A5059467864 @default.
- W2895817356 creator A5073812421 @default.
- W2895817356 date "2018-10-17" @default.
- W2895817356 modified "2023-09-23" @default.
- W2895817356 title "CRPP" @default.
- W2895817356 cites W138894782 @default.
- W2895817356 cites W1654194294 @default.
- W2895817356 cites W1954020979 @default.
- W2895817356 cites W2003827431 @default.
- W2895817356 cites W2027731328 @default.
- W2895817356 cites W2035720976 @default.
- W2895817356 cites W2047221353 @default.
- W2895817356 cites W2061820396 @default.
- W2895817356 cites W2068372750 @default.
- W2895817356 cites W2070771761 @default.
- W2895817356 cites W2103211051 @default.
- W2895817356 cites W2108278206 @default.
- W2895817356 cites W2108858998 @default.
- W2895817356 cites W2171442490 @default.
- W2895817356 cites W2389183589 @default.
- W2895817356 cites W2509830164 @default.
- W2895817356 cites W2537621299 @default.
- W2895817356 cites W2744457212 @default.
- W2895817356 cites W2760852995 @default.
- W2895817356 cites W2963195304 @default.
- W2895817356 cites W3122471732 @default.
- W2895817356 cites W4297971002 @default.
- W2895817356 doi "https://doi.org/10.1145/3269206.3271726" @default.
- W2895817356 hasPublicationYear "2018" @default.
- W2895817356 type Work @default.
- W2895817356 sameAs 2895817356 @default.
- W2895817356 citedByCount "5" @default.
- W2895817356 countsByYear W28958173562019 @default.
- W2895817356 countsByYear W28958173562020 @default.
- W2895817356 countsByYear W28958173562021 @default.
- W2895817356 countsByYear W28958173562023 @default.
- W2895817356 crossrefType "proceedings-article" @default.
- W2895817356 hasAuthorship W2895817356A5026269420 @default.
- W2895817356 hasAuthorship W2895817356A5058145190 @default.
- W2895817356 hasAuthorship W2895817356A5059467864 @default.
- W2895817356 hasAuthorship W2895817356A5073812421 @default.
- W2895817356 hasConcept C111919701 @default.
- W2895817356 hasConcept C119857082 @default.
- W2895817356 hasConcept C120665830 @default.
- W2895817356 hasConcept C121332964 @default.
- W2895817356 hasConcept C123403432 @default.
- W2895817356 hasConcept C147168706 @default.
- W2895817356 hasConcept C154945302 @default.
- W2895817356 hasConcept C18903297 @default.
- W2895817356 hasConcept C189430467 @default.
- W2895817356 hasConcept C2522767166 @default.
- W2895817356 hasConcept C41008148 @default.
- W2895817356 hasConcept C50644808 @default.
- W2895817356 hasConcept C86803240 @default.
- W2895817356 hasConcept C91306197 @default.
- W2895817356 hasConcept C97931131 @default.
- W2895817356 hasConcept C98045186 @default.
- W2895817356 hasConceptScore W2895817356C111919701 @default.
- W2895817356 hasConceptScore W2895817356C119857082 @default.
- W2895817356 hasConceptScore W2895817356C120665830 @default.
- W2895817356 hasConceptScore W2895817356C121332964 @default.
- W2895817356 hasConceptScore W2895817356C123403432 @default.
- W2895817356 hasConceptScore W2895817356C147168706 @default.
- W2895817356 hasConceptScore W2895817356C154945302 @default.
- W2895817356 hasConceptScore W2895817356C18903297 @default.
- W2895817356 hasConceptScore W2895817356C189430467 @default.
- W2895817356 hasConceptScore W2895817356C2522767166 @default.
- W2895817356 hasConceptScore W2895817356C41008148 @default.
- W2895817356 hasConceptScore W2895817356C50644808 @default.
- W2895817356 hasConceptScore W2895817356C86803240 @default.
- W2895817356 hasConceptScore W2895817356C91306197 @default.
- W2895817356 hasConceptScore W2895817356C97931131 @default.
- W2895817356 hasConceptScore W2895817356C98045186 @default.
- W2895817356 hasLocation W28958173561 @default.
- W2895817356 hasOpenAccess W2895817356 @default.
- W2895817356 hasPrimaryLocation W28958173561 @default.
- W2895817356 hasRelatedWork W2026121273 @default.
- W2895817356 hasRelatedWork W2102106825 @default.
- W2895817356 hasRelatedWork W2373110356 @default.
- W2895817356 hasRelatedWork W2801772698 @default.
- W2895817356 hasRelatedWork W2961085424 @default.
- W2895817356 hasRelatedWork W2983744209 @default.
- W2895817356 hasRelatedWork W3128534753 @default.
- W2895817356 hasRelatedWork W4281386417 @default.
- W2895817356 hasRelatedWork W4327831767 @default.
- W2895817356 hasRelatedWork W66955737 @default.
- W2895817356 isParatext "false" @default.
- W2895817356 isRetracted "false" @default.
- W2895817356 magId "2895817356" @default.
- W2895817356 workType "article" @default.