FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3085284911> ?p ?o ?g. }

• W3085284911 abstract "In many applications, such as recommender systems, online advertising, and product search, click-through rate (CTR) prediction is a critical task, because its accuracy has a direct impact on both platform revenue and user experience. In recent years, with the prevalence of deep learning, CTR prediction has been widely studied in both academia and industry, resulting in an abundance of deep CTR models. Unfortunately, there is still a lack of a standardized benchmark and uniform evaluation protocols for CTR prediction. This leads to the non-reproducible and even inconsistent experimental results among these studies. In this paper, we present an open benchmark (namely FuxiCTR) for reproducible research and provide a rigorous comparison of different models for CTR prediction. Specifically, we ran over 4,600 experiments for a total of more than 12,000 GPU hours in a uniform framework to re-evaluate 24 existing models on two widely-used datasets, Criteo and Avazu. Surprisingly, our experiments show that many models have smaller differences than expected and sometimes are even inconsistent with what reported in the literature. We believe that our benchmark could not only allow researchers to gauge the effectiveness of new models conveniently, but also share some good practices to fairly compare with the state of the arts. We will release all the code and benchmark settings." @default.
• W3085284911 created "2020-09-21" @default.
• W3085284911 creator A5026984704 @default.
• W3085284911 creator A5048669373 @default.
• W3085284911 creator A5051636078 @default.
• W3085284911 creator A5066815810 @default.
• W3085284911 creator A5083350101 @default.
• W3085284911 date "2020-09-12" @default.
• W3085284911 modified "2023-09-23" @default.
• W3085284911 title "FuxiCTR: An Open Benchmark for Click-Through Rate Prediction" @default.
• W3085284911 cites W1983548143 @default.
• W3085284911 cites W2074694452 @default.
• W3085284911 cites W2076618162 @default.
• W3085284911 cites W2090883204 @default.
• W3085284911 cites W2108598243 @default.
• W3085284911 cites W2295739661 @default.
• W3085284911 cites W2512971201 @default.
• W3085284911 cites W2517540742 @default.
• W3085284911 cites W2610314927 @default.
• W3085284911 cites W2723293840 @default.
• W3085284911 cites W2740098507 @default.
• W3085284911 cites W2740885325 @default.
• W3085284911 cites W2750075801 @default.
• W3085284911 cites W2788401571 @default.
• W3085284911 cites W2793768763 @default.
• W3085284911 cites W2799054028 @default.
• W3085284911 cites W2799125281 @default.
• W3085284911 cites W2890044493 @default.
• W3085284911 cites W2904154596 @default.
• W3085284911 cites W2916953657 @default.
• W3085284911 cites W2945944361 @default.
• W3085284911 cites W2949448917 @default.
• W3085284911 cites W2951001079 @default.
• W3085284911 cites W2951066642 @default.
• W3085284911 cites W2951581544 @default.
• W3085284911 cites W2952449615 @default.
• W3085284911 cites W2979450518 @default.
• W3085284911 cites W2987219697 @default.
• W3085284911 cites W2996976629 @default.
• W3085284911 cites W2997130580 @default.
• W3085284911 cites W2998207486 @default.
• W3085284911 cites W3122507327 @default.
• W3085284911 hasPublicationYear "2020" @default.
• W3085284911 type Work @default.
• W3085284911 sameAs 3085284911 @default.
• W3085284911 citedByCount "4" @default.
• W3085284911 countsByYear W30852849112020 @default.
• W3085284911 countsByYear W30852849112021 @default.
• W3085284911 crossrefType "posted-content" @default.
• W3085284911 hasAuthorship W3085284911A5026984704 @default.
• W3085284911 hasAuthorship W3085284911A5048669373 @default.
• W3085284911 hasAuthorship W3085284911A5051636078 @default.
• W3085284911 hasAuthorship W3085284911A5066815810 @default.
• W3085284911 hasAuthorship W3085284911A5083350101 @default.
• W3085284911 hasConcept C108583219 @default.
• W3085284911 hasConcept C115174607 @default.
• W3085284911 hasConcept C119857082 @default.
• W3085284911 hasConcept C124101348 @default.
• W3085284911 hasConcept C13280743 @default.
• W3085284911 hasConcept C154945302 @default.
• W3085284911 hasConcept C162324750 @default.
• W3085284911 hasConcept C177264268 @default.
• W3085284911 hasConcept C185798385 @default.
• W3085284911 hasConcept C187736073 @default.
• W3085284911 hasConcept C199360897 @default.
• W3085284911 hasConcept C205649164 @default.
• W3085284911 hasConcept C23123220 @default.
• W3085284911 hasConcept C2524010 @default.
• W3085284911 hasConcept C2776760102 @default.
• W3085284911 hasConcept C2780451532 @default.
• W3085284911 hasConcept C33923547 @default.
• W3085284911 hasConcept C41008148 @default.
• W3085284911 hasConcept C45804977 @default.
• W3085284911 hasConcept C557471498 @default.
• W3085284911 hasConcept C90673727 @default.
• W3085284911 hasConceptScore W3085284911C108583219 @default.
• W3085284911 hasConceptScore W3085284911C115174607 @default.
• W3085284911 hasConceptScore W3085284911C119857082 @default.
• W3085284911 hasConceptScore W3085284911C124101348 @default.
• W3085284911 hasConceptScore W3085284911C13280743 @default.
• W3085284911 hasConceptScore W3085284911C154945302 @default.
• W3085284911 hasConceptScore W3085284911C162324750 @default.
• W3085284911 hasConceptScore W3085284911C177264268 @default.
• W3085284911 hasConceptScore W3085284911C185798385 @default.
• W3085284911 hasConceptScore W3085284911C187736073 @default.
• W3085284911 hasConceptScore W3085284911C199360897 @default.
• W3085284911 hasConceptScore W3085284911C205649164 @default.
• W3085284911 hasConceptScore W3085284911C23123220 @default.
• W3085284911 hasConceptScore W3085284911C2524010 @default.
• W3085284911 hasConceptScore W3085284911C2776760102 @default.
• W3085284911 hasConceptScore W3085284911C2780451532 @default.
• W3085284911 hasConceptScore W3085284911C33923547 @default.
• W3085284911 hasConceptScore W3085284911C41008148 @default.
• W3085284911 hasConceptScore W3085284911C45804977 @default.
• W3085284911 hasConceptScore W3085284911C557471498 @default.
• W3085284911 hasConceptScore W3085284911C90673727 @default.
• W3085284911 hasLocation W30852849111 @default.
• W3085284911 hasOpenAccess W3085284911 @default.
• W3085284911 hasPrimaryLocation W30852849111 @default.
• W3085284911 hasRelatedWork W1517032226 @default.

• next