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您的检索式：作者名="Denghui Xia"
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| 1 | Fusion of Internal Similarity to Improve the Accuracy of Recommendation Algorithm显示文摘Collaborative filtering algorithms(CF)and mass diffusion(MD)algorithms have been successfully applied to recommender systems for years and can solve the problem of information overload.However,both algorithms suffer from data sparsity,and both tend to recommend popular products,which have poor diversity and are not suitable for real life.In this paper,we propose a user internal similarity-based recommendation algorithm(UISRC).UISRC first calculates the item-item similarity matrix and calculates the average similarity between items purchased by each user as the user’s internal similarity.The internal similarity of users is combined to modify the recommendation score to make score predictions and suggestions.Simulation experiments on RYM and Last.FM datasets,the results show that UISRC can obtain better recommendation accuracy and a variety of recommendations than traditional CF and MD algorithms. | Zejun Yang Denghui Xia Jin Liu Chao Zheng Yanzhen Qu Yadang Chen Chengjun Zhang | 2021 | Journal on Internet of Things2021，3，2： | 0 |
| 2 | Estimation of PM2.5 Mass Concentration from Visibility显示文摘Aerosols in the atmosphere not only degrade visibility,but are also detrimental to human health and transportation.In order to develop a method to estimate PM2.5 mass concentration from the widely measured visibility,a field campaign was conducted in Southwest China in January 2019.Visibility,ambient relative humidity(RH),PM2.5 mass concentrations and scattering coefficients of dry particles were measured.During the campaign,two pollution episodes,i.e.,from 4-9 January and from 10-16 January,were encountered.Each of the two episodes could be divided into two periods.High aerosol hygroscopicity was found during the first period,when RH was higher than 80%at most of the time,and sometimes even approached 100%.The second period experienced a relatively dry but more polluted condition and aerosol hygroscopicity was lower than that during the first period.An empirical relationship between PM2.5 mass concentration and visibility(ambient aerosol extinction)under different RH conditions could thus be established.Based on the empirical relationship,PM2.5 mass concentration could be well estimated from visibility and RH.This method will be useful for remote sensing of PM2.5 mass concentration. | Denghui JI Zhaoze DENG Xiaoyu SUN Liang RAN Xiangao XIA Disong FU Zijue SONG Pucai WANG Yunfei WU Ping TIAN Mengyu HUANG | 2020 | Advances in Atmospheric Sciences2020，37，7： | 0 |
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