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Promoting cold-start items in recommender systems. [PDF]

open access: yesPLoS ONE, 2014
As one of the major challenges, cold-start problem plagues nearly all recommender systems. In particular, new items will be overlooked, impeding the development of new products online.
Jin-Hu Liu   +5 more
doaj   +8 more sources

Ice Formation during PEM Fuel Cell Cold Start: Acceptable or Not? [PDF]

open access: yesAdvanced Science, 2023
Proton exchange membrane (PEM) fuel cell faces the inevitable challenge of the cold start at a sub‐freezing temperature. Understanding the underlying degradation mechanisms in the cold start and developing a better starting strategy to achieve a quick ...
Jinqiao Liang   +4 more
doaj   +3 more sources

Mitigating Cold Start Problem in Serverless Computing with Function Fusion [PDF]

open access: yesSensors, 2021
As Artificial Intelligence (AI) is becoming ubiquitous in many applications, serverless computing is also emerging as a building block for developing cloud-based AI services.
Seungjun Lee   +3 more
doaj   +2 more sources

User Cold Start Problem in Recommendation Systems: A Systematic Review

open access: yesIEEE Access, 2023
The recommendation system makes recommendations based on the preferences of the users. These user preferences usually come from the user’s basic information, item rating, historical data, and so on.
Hongli Yuan, Alexander A. Hernandez
doaj   +2 more sources

A Meta-adversarial Framework for Cross-Domain Cold-Start Recommendation

open access: yesData Science and Engineering
The cold-start problem in recommender systems has been facing a great challenge. Cross-domain recommendation can improve the performance of cold-start user recommendations in the target domain by using the rich information of users in the source domain ...
Yufang Liu   +3 more
doaj   +2 more sources

Research on cold start and new data evaluation method influence on RDE test for light-duty vehicles [PDF]

open access: yesE3S Web of Conferences, 2021
The Real Driving Emission test (RDE) required in China 6 regulation (GB 18352.6-2016) followed the EU 6 regulation (EC 2016/646), where cold start is excluded in emission calculation.
Yan Feng   +3 more
doaj   +1 more source

Investigation on the Operating Conditions of Proton Exchange Membrane Fuel Cell Based on Constant Voltage Cold Start Mode

open access: yesEnergies, 2021
The cold start property is one of the main factors restricting the fuel cell application in the automotive field. The constant voltage cold start method of the fuel cell works under low start voltage and produces high heat, which can shorten the start-up
Yanbo Yang   +4 more
doaj   +1 more source

Large Language Models are Competitive Near Cold-start Recommenders for Language- and Item-based Preferences [PDF]

open access: yesACM Conference on Recommender Systems, 2023
Traditional recommender systems leverage users’ item preference history to recommend novel content that users may like. However, modern dialog interfaces that allow users to express language-based preferences offer a fundamentally different modality for ...
S. Sanner   +4 more
semanticscholar   +1 more source

Contribution of Cold Starts to Real-World Trip Emissions for Light-Duty Gasoline Vehicles

open access: yesAtmosphere, 2022
For catalytic converter-equipped light-duty gasoline vehicles (LDGV), the hot-stabilized tailpipe emissions for pollutants such as carbon monoxide (CO), hydrocarbons (HC), and nitrogen oxides (NOx) are well controlled.
Jiangchuan Hu   +2 more
doaj   +1 more source

Contrastive Learning for Cold-Start Recommendation [PDF]

open access: yesACM Multimedia, 2021
Recommending purely cold-start items is a long-standing and fundamental challenge in the recommender systems. Without any historical interaction on cold-start items, the collaborative filtering (CF) scheme fails to leverage collaborative signals to infer
Yin-wei Wei   +6 more
semanticscholar   +1 more source

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