FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2951056918> ?p ?o ?g. }

• W2951056918 abstract "Social goods, such as healthcare, smart city, and information networks, often produce ordered event data in continuous time. The generative processes of these event data can be very complex, requiring flexible models to capture their dynamics. Temporal point processes offer an elegant framework for modeling event data without discretizing the time. However, the existing maximum-likelihood-estimation (MLE) learning paradigm requires hand-crafting the intensity function beforehand and cannot directly monitor the goodness-of-fit of the estimated model in the process of training. To alleviate the risk of model-misspecification in MLE, we propose to generate samples from the generative model and monitor the quality of the samples in the process of training until the samples and the real data are indistinguishable. We take inspiration from reinforcement learning (RL) and treat the generation of each event as the action taken by a stochastic policy. We parameterize the policy as a flexible recurrent neural network and gradually improve the policy to mimic the observed event distribution. Since the reward function is unknown in this setting, we uncover an analytic and nonparametric form of the reward function using an inverse reinforcement learning formulation. This new RL framework allows us to derive an efficient policy gradient algorithm for learning flexible point process models, and we show that it performs well in both synthetic and real data." @default.
• W2951056918 created "2019-06-27" @default.
• W2951056918 creator A5002735305 @default.
• W2951056918 creator A5030589527 @default.
• W2951056918 creator A5047736740 @default.
• W2951056918 creator A5059941852 @default.
• W2951056918 creator A5061084605 @default.
• W2951056918 creator A5074367596 @default.
• W2951056918 date "2018-11-12" @default.
• W2951056918 modified "2023-10-11" @default.
• W2951056918 title "Learning Temporal Point Processes via Reinforcement Learning" @default.
• W2951056918 cites W1522301498 @default.
• W2951056918 cites W1560724230 @default.
• W2951056918 cites W1565176583 @default.
• W2951056918 cites W1567012231 @default.
• W2951056918 cites W1946137962 @default.
• W2951056918 cites W1995710564 @default.
• W2951056918 cites W1996816151 @default.
• W2951056918 cites W1999874108 @default.
• W2951056918 cites W2061562262 @default.
• W2951056918 cites W2098774185 @default.
• W2951056918 cites W2125865219 @default.
• W2951056918 cites W2154738583 @default.
• W2951056918 cites W2212660284 @default.
• W2951056918 cites W2295827790 @default.
• W2951056918 cites W2509830164 @default.
• W2951056918 cites W2588471506 @default.
• W2951056918 cites W2737428849 @default.
• W2951056918 cites W2949995983 @default.
• W2951056918 cites W2962817261 @default.
• W2951056918 cites W2963148415 @default.
• W2951056918 cites W2963277051 @default.
• W2951056918 cites W592244745 @default.
• W2951056918 cites W2126709939 @default.
• W2951056918 hasPublicationYear "2018" @default.
• W2951056918 type Work @default.
• W2951056918 sameAs 2951056918 @default.
• W2951056918 citedByCount "2" @default.
• W2951056918 countsByYear W29510569182021 @default.
• W2951056918 crossrefType "posted-content" @default.
• W2951056918 hasAuthorship W2951056918A5002735305 @default.
• W2951056918 hasAuthorship W2951056918A5030589527 @default.
• W2951056918 hasAuthorship W2951056918A5047736740 @default.
• W2951056918 hasAuthorship W2951056918A5059941852 @default.
• W2951056918 hasAuthorship W2951056918A5061084605 @default.
• W2951056918 hasAuthorship W2951056918A5074367596 @default.
• W2951056918 hasConcept C102366305 @default.
• W2951056918 hasConcept C105795698 @default.
• W2951056918 hasConcept C111919701 @default.
• W2951056918 hasConcept C119857082 @default.
• W2951056918 hasConcept C121332964 @default.
• W2951056918 hasConcept C14036430 @default.
• W2951056918 hasConcept C147168706 @default.
• W2951056918 hasConcept C149782125 @default.
• W2951056918 hasConcept C154945302 @default.
• W2951056918 hasConcept C167966045 @default.
• W2951056918 hasConcept C2779662365 @default.
• W2951056918 hasConcept C33923547 @default.
• W2951056918 hasConcept C39890363 @default.
• W2951056918 hasConcept C41008148 @default.
• W2951056918 hasConcept C50644808 @default.
• W2951056918 hasConcept C62520636 @default.
• W2951056918 hasConcept C78458016 @default.
• W2951056918 hasConcept C86803240 @default.
• W2951056918 hasConcept C88871306 @default.
• W2951056918 hasConcept C97541855 @default.
• W2951056918 hasConcept C98045186 @default.
• W2951056918 hasConceptScore W2951056918C102366305 @default.
• W2951056918 hasConceptScore W2951056918C105795698 @default.
• W2951056918 hasConceptScore W2951056918C111919701 @default.
• W2951056918 hasConceptScore W2951056918C119857082 @default.
• W2951056918 hasConceptScore W2951056918C121332964 @default.
• W2951056918 hasConceptScore W2951056918C14036430 @default.
• W2951056918 hasConceptScore W2951056918C147168706 @default.
• W2951056918 hasConceptScore W2951056918C149782125 @default.
• W2951056918 hasConceptScore W2951056918C154945302 @default.
• W2951056918 hasConceptScore W2951056918C167966045 @default.
• W2951056918 hasConceptScore W2951056918C2779662365 @default.
• W2951056918 hasConceptScore W2951056918C33923547 @default.
• W2951056918 hasConceptScore W2951056918C39890363 @default.
• W2951056918 hasConceptScore W2951056918C41008148 @default.
• W2951056918 hasConceptScore W2951056918C50644808 @default.
• W2951056918 hasConceptScore W2951056918C62520636 @default.
• W2951056918 hasConceptScore W2951056918C78458016 @default.
• W2951056918 hasConceptScore W2951056918C86803240 @default.
• W2951056918 hasConceptScore W2951056918C88871306 @default.
• W2951056918 hasConceptScore W2951056918C97541855 @default.
• W2951056918 hasConceptScore W2951056918C98045186 @default.
• W2951056918 hasLocation W29510569181 @default.
• W2951056918 hasOpenAccess W2951056918 @default.
• W2951056918 hasPrimaryLocation W29510569181 @default.
• W2951056918 hasRelatedWork W2124674171 @default.
• W2951056918 hasRelatedWork W2509830164 @default.
• W2951056918 hasRelatedWork W2560678327 @default.
• W2951056918 hasRelatedWork W2592908675 @default.
• W2951056918 hasRelatedWork W2790798766 @default.
• W2951056918 hasRelatedWork W2795908317 @default.
• W2951056918 hasRelatedWork W2890009182 @default.
• W2951056918 hasRelatedWork W2905438253 @default.
• W2951056918 hasRelatedWork W2930620797 @default.

• next