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混合分层抽样统计与贝叶斯个性化排序的旅游景点推荐模型研究 被引量:11
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作者 李广丽 朱涛 +4 位作者 滑瑾 邱蝶蝶 邬任重 张红斌 姬东鸿 《华中师范大学学报(自然科学版)》 CAS CSCD 北大核心 2019年第2期214-221,共8页
传统协同过滤推荐模型仅处理稀疏的评分数据,未深入挖掘用户及对象的潜在语义,且用户喜好信息也未充分利用.围绕旅游景点推荐这一热点问题,提出全新的混合分层抽样统计与贝叶斯个性化排序的推荐模型:采用分层抽样统计及主观赋值评价法... 传统协同过滤推荐模型仅处理稀疏的评分数据,未深入挖掘用户及对象的潜在语义,且用户喜好信息也未充分利用.围绕旅游景点推荐这一热点问题,提出全新的混合分层抽样统计与贝叶斯个性化排序的推荐模型:采用分层抽样统计及主观赋值评价法刻画用户旅游喜好;基于矩阵分解算法(Matrix Factorization,简称MF)分析用户及对象(景点)的潜在语义,运用贝叶斯个性化排序算法(Bayesian Personalized Ranking,简称BPR)对推荐模型进行优化;综合用户旅游喜好信息及BPR优化结果,生成混合推荐列表.在新的"Wisdom Tourism"数据集上进行仿真实验.实验表明:推荐模型的RMSE、MAE、F1值较最强基线分别提升16.59%、10.05%、5.04%;相比于分层抽样统计方法,BPR算法在推荐过程中发挥更显著的作用. 展开更多
关键词 分层抽样统计 贝叶斯个性化排序 协同过滤 旅游景点 推荐模型 矩阵分解
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Health-related quality of life of 256 recipients after liver transplantation 被引量:6
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作者 Pei-Xian Chen Lu-Nan Yan Wen-Tao Wang 《World Journal of Gastroenterology》 SCIE CAS CSCD 2012年第36期5114-5121,共8页
AIM:To investigate health-related quality of life(HRQoL) and psychological outcomes in 256 adults who had undergone liver transplantation(LT).METHODS:A stratified random sampling method was used in this follow-up mult... AIM:To investigate health-related quality of life(HRQoL) and psychological outcomes in 256 adults who had undergone liver transplantation(LT).METHODS:A stratified random sampling method was used in this follow-up multicenter study to select a representative sample of recipients undergoing either living donor liver transplantation(LDLT) or deceased donor liver transplantation(DDLT).HRQoL was measured by using the Chinese version of Medical Outcome Study Short Form-36(SF-36),and psychological outcomes by using the beck anxiety inventory(BAI) and the self-rating depression scale(SDS).Clinical and demographic data were collected from the records of the Chinese Liver Transplant Registry and via questionnaires.RESULTS:A total of 256 patients were sampled,including 66(25.8%) receiving LDLT and 190(74.2%) undergoing DDLT;15(5.9%) recipients had anxiety and four(1.6%) developed severe depression after the operation.Compared with LDLT recipients,DDLT patients had higher scores in general health(60.33 ± 16.97 vs 66.86 ± 18.42,P = 0.012),role-physical(63.64 ± 42.55 vs 74.47 ± 36.46,P = 0.048),roleemotional(61.11 ± 44.37 vs 78.95 ± 34.31,P = 0.001),social functioning(78.60 ± 22.76 vs 88.16 ± 21.85,P = 0.003),vitality(70.30 ± 15.76 vs 75.95 ± 16.40,P = 0.016),mental health(65.88 ± 12.94 vs 71.85 ± 15.45,P = 0.005),physical component summary scale(PCS,60.07 ± 7.36 vs 62.58 ± 6.88,P = 0.013) and mental component summary scale(MCS,52.65 ± 7.66 vs 55.95 ± 10.14,P = 0.016).Recipients > 45 years old at the time of transplant scored higher in vitality(77.33 ± 15.64 vs 72.52 ± 16.66,P = 0.020),mental health(73.64 ± 15.06 vs 68.00 ± 14.65,P = 0.003) and MCS(56.61 ± 10.00 vs 54.05 ± 9.30,P = 0.037) than those aged ≤ 45 years.MCS was poorer in recipients with than in those without complications(52.92 ± 12.21 vs 56.06 ± 8.16,P = 0.017).Regarding MCS(55.10 ± 9.66 vs 50.0 ± 10.0,P < 0.05) and PCS(61.93 ± 7.08 vs 50.0 ± 10.0,P < 0.05),recipients scored better than the Sichuan general and had improved overall QoL compared to patients with chronic diseases.MCS and PCS significantly correlated with scores of the BAI(P < 0.001) and the SDS(P < 0.001).CONCLUSION:Age > 45 years at time of transplant,DDLT,full-time working,no complications,anxiety and depression were possible factors influencing postoperative HRQoL in liver recipients. 展开更多
关键词 Liver transplantation Living donor livertransplantation Deceased donor liver transplantation PSYCHOLOGY Health-related quality of life
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