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您的检索式：作者名="Jiuling Wu"
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| 1 | UP-TreeRec: Building Dynamic User Profiles Tree for News Recommendation显示文摘Online news recommendation systems aim to address the information explosion of news and make personalized recommendations for users. The key problem of personalized news recommendation is to model users' interests and track their changes. A common way to deal with the user modeling problem is to build user profiles from observed behavior. However, the majority of existing methods make static representations of user profiles and little research has focused on effective user modeling that could dynamically capture user interests in news topics. To address this problem, in this paper, we propose UP-TreeRec, a news recommendation framework based on a user profile tree(UP-Tree), which is a novel framework combining content-based and collaborative filtering techniques. First, by exploiting a novel topic model namely UILDA, we obtain the representation vectors for news content in a topic space as the fundamental bridge to associate user interests with news topics. Next, we design a decision tree with a dynamically changeable structure to construct a user interest profile from the user's feedback. Furthermore, we present a clustering-based multidimensional similarity computation method to select the nearest neighbor of the UP-Tree efficiently. We also provide a Map-Reduce framework-based implemen-tation that enables scaling our solution to real-world news recommendation problems. We conducted several experiments compared to the state-of-the-art approaches on real-world datasets and the experimental results demonstrate that our approach significantly improves accuracy and effectiveness in news recommendation. | Ming He Xiaofei Wu Jiuling Zhang Ruihai Dong | 2019 | China Communications2019，16，4： | 1 |
| 2 | Age-specific effectiveness of primary human papillomavirus screening versus cytology in a cervical cancer screening program: a nationwide cross-sectional study显示文摘Background:Primary human papillomavirus(HPV)screening is recommended for the detection of cervical intraepithelial neoplasia(CIN)in the general pop-ulation;however,the triage for HPV-positive women remains a challenge.This study aimed to evaluate the age-specific effectiveness of primary HPV screening versus primary cytology screening for identifying optimal strategies for women of different ages.Methods:The dataset of the prevalence round screening was derived from the National Cervical Cancer Screening Program in China.Primary cervical screen-ing protocols included cytology only,HPV testing with cytology triage,and HPV testing with HPV-16/18 genotyping plus cytology triage.The primary outcomes were age-specific detection rate,colposcopy referral rate and positive predictive value(PPV)for CIN2+.Multivariate Poisson regression was used to evaluate the relativeeffectivenessofHPVtestingandcytologyaccordingtoagegroups.TheI 2 statisticwitharandom-effectmodelwasusedtotesttheheterogeneityinrelative effectiveness of HPV testing versus cytology between age groups.Results:This study included 1,160,981 women.HPV testing with HPV-16/18 genotyping plus cytology triage significantly increased the CIN2+detection by 36%(rate ratio[RR]:1.36,95%confidential interval[CI]1.21–1.54)for women aged 35-44 years and by 34%(RR:1.34,95%CI 1.20-1.51)for women aged 45-54 years compared with cytology only.HPV testing with cytology triage had simi-lar CIN2+detection rate compared with cytology only.The PPVs were substan-tially increased for both HPV testing groups.Among women aged 55-64 years old,HPV testing with HPV-16/18 genotyping plus cytology triage increased the colposcopyreferralrateby19%(RR1.19,95%CI1.10-1.29)comparedwithcytology only,butdidnotincreasetheCIN2+detection(1.09,0.91–1.30).Theeffectiveness ofHPVtestingwithcytologytriagedidnotchangeinolderwomen.Thebetween-age-group heterogeneity in the effectiveness was statistically significant for HPV testing with HPV-16/18 genotyping plus cytology triage versus cytology only.Conclusions:Our results suggested that the effectiveness of primary HPV screeningwithdifferenttriagestrategiesdifferedamongagegroups.HPVtesting with HPV-16/18 genotyping plus cytology triage could be used for women aged 35-54 years to detect more lesions,and HPV testing with cytology triage could balance the CIN2+detection and the number of colposcopies for women aged 55-64 years.Longitudinal data including both prevalence and incidence screen-ing rounds are warranted to assess age-specific triage strategies. | Heling Bao Lan Ma Yanxia Zhao Bo Song Jiangli Di Linhong Wang Yanqiu Gao Wenhui Ren Shi Wang Jiuling Wu Hai-Jun Wang | 2022 | Cancer Communications2022，42，3： | 1 |
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