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基于全局一致性增强的多偏好会话推荐模型
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作者 吴江铭 张晓堃 +2 位作者 徐博 杨亮 林鸿飞 《模式识别与人工智能》 EI CSCD 北大核心 2024年第6期513-524,共12页
基于会话的推荐旨在根据一组匿名会话预测用户下一个可能交互的物品.现有的基于图神经网络的会话推荐模型对全局信息的利用不足.为此,文中提出基于全局一致性增强的多偏好会话推荐模型(Global Consistency Augmented Multi-preference S... 基于会话的推荐旨在根据一组匿名会话预测用户下一个可能交互的物品.现有的基于图神经网络的会话推荐模型对全局信息的利用不足.为此,文中提出基于全局一致性增强的多偏好会话推荐模型(Global Consistency Augmented Multi-preference Session-Based Recommendation Model,GCAM).首先,在利用全局信息时,通过最短路径搜索算法构建一致性全局图,捕捉强依赖的物品关系,过滤不可靠的物品关系,从而保证全局信息的一致性.然后,应用一种多偏好标签平滑策略,从历史会话中充分挖掘协同信息,对标签进行平滑化,拟合用户偏好的真实分布.在3个数据集上的大量实验表明GCAM的优越性. 展开更多
关键词 会话推荐 多偏好学习 自监督学习 全局一致性增强
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基于多偏好物理规划的代理辅助多目标优化方法
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作者 许焕卫 杨学睿 +1 位作者 何晗瑾 魏文张 《计算机集成制造系统》 EI CSCD 北大核心 2023年第8期2574-2584,共11页
针对目前普遍存在的目标数目较多,Pareto前沿离散程度较高的昂贵多目标优化问题,现有大部分算法无法利用较少函数评估得到优质Pareto前沿,因此提出一种基于多偏好物理规划的代理辅助多目标优化算法(M3pEGO)。该方法首先设置偏好矩阵,通... 针对目前普遍存在的目标数目较多,Pareto前沿离散程度较高的昂贵多目标优化问题,现有大部分算法无法利用较少函数评估得到优质Pareto前沿,因此提出一种基于多偏好物理规划的代理辅助多目标优化算法(M3pEGO)。该方法首先设置偏好矩阵,通过不同物理规划总偏好值将多目标优化问题转化为单目标优化问题,接着与Kriging代理模型相结合,利用高效的全局优化(EGO)算法实现自适应优化。最后通过9个经典测试函数,将此方法与ParEGO算法和多目标EGO算法进行对比。结果表明,所提算法在解决昂贵多目标优化,尤其是Pareto前沿离散程度较高的问题上优势明显,在有限次迭代后能够精确拟合到真实Pareto前沿,且能够得到收敛、均匀的非支配解集。 展开更多
关键词 昂贵多目标优化 Kriging代理模型 多偏好物理规划 EGO算法 自适应优化
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基于多偏好自适应协同的高维目标进化算法 被引量:5
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作者 王丽萍 彭骏 +1 位作者 邱飞岳 莫雷平 《小型微型计算机系统》 CSCD 北大核心 2016年第6期1308-1312,共5页
在解决高维目标优化问题时,针对多偏好的优化解决方案存在偏好值设置困难和计算复杂度高的缺点,提出一种基于多偏好自适应协同进化的高维目标进化算法.首先利用多个随机偏好引导种群进化,然后利用进化后的种群选择偏好,这两个过程循环交... 在解决高维目标优化问题时,针对多偏好的优化解决方案存在偏好值设置困难和计算复杂度高的缺点,提出一种基于多偏好自适应协同进化的高维目标进化算法.首先利用多个随机偏好引导种群进化,然后利用进化后的种群选择偏好,这两个过程循环交替,实现偏好与种群协同进化来.在协同进化的基础上,为了在最大化偏好的效用性的同时降低计算复杂,进一步提出多偏好自适应策略,即在混合排序的机制下,给与种群一个可变的偏好适应周期.在算法性能仿真实验中,该算法应用于求解2到10目标的WFG测试函数,评估了算法计算复杂度和超体积指标,实验结果表明,在保持解集质量的同时能够有效降低算法的计算复杂度,从而有效改善了解集质量与算法复杂度之间的平衡. 展开更多
关键词 高维多目标 多偏好 自适应 协同进化
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基于混合支配策略的多偏好协同进化算法 被引量:4
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作者 王丽萍 杜洁洁 +1 位作者 邱飞岳 江波 《模式识别与人工智能》 EI CSCD 北大核心 2017年第6期509-519,共11页
基于目标向量的多偏好协同进化算法无法识别处于同一适应值水平上的候选解之间的Pareto支配关系,导致所获解集在Pareto前沿分布不均匀.鉴于此种情况,文中提出基于混合支配策略的多偏好协同进化算法.首先对种群进行Pareto支配排序,再计... 基于目标向量的多偏好协同进化算法无法识别处于同一适应值水平上的候选解之间的Pareto支配关系,导致所获解集在Pareto前沿分布不均匀.鉴于此种情况,文中提出基于混合支配策略的多偏好协同进化算法.首先对种群进行Pareto支配排序,再计算候选解的适应值,降低种群中非支配解比例,增加选择压力.同时,将目标空间中候选解的距离信息融入到适应值赋值方法中,惩罚处于同一适应值水平但距离理想解较远的候选解,提高解集前沿的分布均匀性.最后在12个WFG系列和DTLZ系列测试函数上的实验表明,文中算法在大部分测试函数上所获解集整体质量较优. 展开更多
关键词 多目标优化 协同进化 多偏好 混合支配
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一种具有确定偏好和随机权重的改进蚂蚁系统
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作者 张杰 徐志宇 +1 位作者 曾正洋 许维胜 《电机与控制学报》 EI CSCD 北大核心 2013年第3期98-104,共7页
提出一种多阶段,多偏好的改进蚁群算法(MP2AS),包括4种蚁型,对信息素、能见度与节约值有不同的重视程度。常态时,所有蚂蚁遵循同一转移规则,同时更新公共和私有信息素;一旦陷入局部最优,4种蚁型将根据各自确定的偏好类型,运用随机的偏... 提出一种多阶段,多偏好的改进蚁群算法(MP2AS),包括4种蚁型,对信息素、能见度与节约值有不同的重视程度。常态时,所有蚂蚁遵循同一转移规则,同时更新公共和私有信息素;一旦陷入局部最优,4种蚁型将根据各自确定的偏好类型,运用随机的偏好权重,计算转移概率,并只更新其私有信息素。偏好类型的互异性使蚁群得以沿不同方向独立进化;而偏好权重的随机性进一步提高了改善当前最优解的概率。为避免某种蚁型因长期孤立进化而积累病态,定期用全局最优解更新公共及私有信息素,增强蚁型间的交流,指导蚁群的进化方向。车辆路径问题标准算例的数值实验结果说明该算法具有很强的全局搜索和局部开发能力。 展开更多
关键词 蚁群优化 蚁型 多阶段-多偏好 确定的偏好类型 随机的偏好权重 公共 私有信息素
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作为文学史现象的“知音难” 被引量:1
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作者 薛富兴 《美学与艺术评论》 2023年第1期24-40,258-259,共19页
知音论是刘勰《文心雕龙》文学理论系统的最后一环——文学鉴赏论。知音观念本身便是中国古代音乐出现专业化与精英化的重要标志。知音难并非文学鉴赏环节必然要面临的困境,它是一群体、时代文学创作进入专业化的历史产物。刘勰分析了... 知音论是刘勰《文心雕龙》文学理论系统的最后一环——文学鉴赏论。知音观念本身便是中国古代音乐出现专业化与精英化的重要标志。知音难并非文学鉴赏环节必然要面临的困境,它是一群体、时代文学创作进入专业化的历史产物。刘勰分析了“知音难”的三种具体表现形式——贱今思古、文人相轻与信伪迷真。它们是一群体、时代文学发展到特定历史阶段的产物,是文学创作与鉴赏进入专业化阶段后才会出现的历史性“错误”。对于为何会出现“知音难”这一现象,刘勰分别从主客两端总结为知多偏好与文情难鉴。知音难这一命题的提出与分析是从消极角度对文学鉴赏经验的总结,形成一套富有成效的文学鉴赏是否恰当的分析系统,是中古时期文学鉴赏自觉的重要理论成果。当代学界以接受美学观阐释刘勰的知音观有过度阐释之嫌。 展开更多
关键词 《文心雕龙》 知音难 信为伪真 多偏好 接受美学
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Preference-based multiobjective artificial bee colony algorithm for optimization of superheated steam temperature control
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作者 周霞 沈炯 李益国 《Journal of Southeast University(English Edition)》 EI CAS 2014年第4期449-455,共7页
In order to incorporate the decision maker's preference into multiobjective optimization a preference-based multiobjective artificial bee colony algorithm PMABCA is proposed.In the proposed algorithm a novel referenc... In order to incorporate the decision maker's preference into multiobjective optimization a preference-based multiobjective artificial bee colony algorithm PMABCA is proposed.In the proposed algorithm a novel reference point based preference expression method is addressed.The fitness assignment function is defined based on the nondominated rank and the newly defined preference distance.An archive set is introduced for saving the nondominated solutions and an improved crowding-distance operator is addressed to remove the extra solutions in the archive.The experimental results of two benchmark test functions show that a preferred set of solutions and some other non-preference solutions are achieved simultaneously.The simulation results of the proportional-integral-derivative PID parameter optimization for superheated steam temperature verify that the PMABCA is efficient in aiding to making a reasonable decision. 展开更多
关键词 PREFERENCE MULTIOBJECTIVE artificial bee colony superheated steam temperature control OPTIMIZATION
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Two-Stage Interactive Multi-Objective Decision-Making Method Based on the Satisfactoriness Criterion
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作者 蒋尚华 江孝感 徐南荣 《Journal of Southeast University(English Edition)》 EI CAS 1998年第2期93-100,共8页
In this paper, for multi objective decision making, the defects on the commonly used interactive methods based on the satisfactoriness criterion is studied. Then a class of two stage interactive method based on the... In this paper, for multi objective decision making, the defects on the commonly used interactive methods based on the satisfactoriness criterion is studied. Then a class of two stage interactive method based on the satisfactoriness criterion is proposed for improvement with the satisfactoriness criterion being determined through the collection of the decision makers preference information. An application example is presented for illustration of applicability of the method. 展开更多
关键词 multi objective decision making satisfactoriness criterion collection of preference information
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Avian diversity in hedgerows,preference to hedgerow types and their conservation at Angacha (Kembatta),central Ethiopia
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作者 Abebe KOKISO 《Chinese Birds》 2012年第2期137-142,共6页
The present study aimed to investigate avian diversity in hedgerows at Angacha, in the Kembatta zone, Ethiopia. Transect and point-count methods were deployed to determine avian diversity, species richness, similarity... The present study aimed to investigate avian diversity in hedgerows at Angacha, in the Kembatta zone, Ethiopia. Transect and point-count methods were deployed to determine avian diversity, species richness, similarity and preferences across five sub study sites. Diversity and preferences of birds to hedgerow types varied in relation to their vegetation composition and structure. Five endemic species, i.e., Rüppel’s Black Chat (Cossyfa semirufa), the White-cheeked Turaco (Tauraco leucotis), the Banded Barbet (Lybius undatus), the Abyssinian Oriole (Oriolus monacha) and the Wattled Ibis (Bostrychia carucullatta) were recorded in the thick hedgerow type. Thickness, height and width of hedgerows affected the diversity, distribution and habitat preference of birds. Thick hedgerow types showed the highest avian species diversity, richness and similarity. There was a high correlation between the hedgerow diversity and its bird diversity, which was directly associated with habitat quality. Bird species diversity and preference for hedgerow types require important conservation and management priorities. 展开更多
关键词 avian diversity HEDGEROWS preference to hedgerow types species richness and similarity
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A test of genetic association among male nuptial coloration, female mating preference, and male aggression bias within a polymorphic population of cichlid fish 被引量:2
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作者 Inke van der SLUIJS Peter D. DIJKSTRA +5 位作者 Charlotte M. LINDEYER BertanneVISSER Alan M. SMITH Ton G. G. GROOTHUIS Jacques J. M. van ALPHEN Ole SEEHAUSEN 《Current Zoology》 SCIE CAS CSCD 2013年第2期221-229,共9页
Both inter- and intrasexual selection have been implicated in the origin and maintenance of species-rich taxa with di- verse sexual traits. Simultaneous disruptive selection by female mate choice and male-male competi... Both inter- and intrasexual selection have been implicated in the origin and maintenance of species-rich taxa with di- verse sexual traits. Simultaneous disruptive selection by female mate choice and male-male competition can, in theory, lead to ~,;peciation without geographical isolation if both act on the same male trait. Female mate choice can generate discontinuities in gene flow, while male-male competition can generate negative frequency-dependent selection stabilizing the male trait polymor- phism. Speciation may be facilitated when mating preference and/or aggression bias are physically linked to the trait they operate on. We tested for genetic associations among female mating preference, male aggression bias and male coloration in the Lake Victoria cichlid Pundamilia. We crossed females from a phenotypically variable population with males from both extreme ends of the phenotype distribution in the same population (blue or red). Male offspring of a red sire were significantly redder than males of a blue sire, indicating that intra-population variation in male coloration is heritable. We tested mating preferences of female offspring and aggression biases of male offspring using binary choice tests. There was no evidence for associations at the family level between female mating preferences and coloration of sires, but dam identity had a significant effect on female mate prefe- rence. Sons of the red sire directed significantly more aggression to red than blue males, whereas sons of the blue sire did not show any bias. There was a positive correlation among individuals between male aggression bias and body coloration, possibly due to pleiotropy or physical linkage, which could facilitate the maintenance of color polymorphism [Current Zoology 59 (2): 221-229, 2013]. 展开更多
关键词 Disruptive selection Sexual selection SPECIATION Pundamilia Linkage disequilibrium
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The abundance effect on network nestedness is stronger for parasitic than herbivory interactions
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作者 Bin Lan Xiaoli Hu +1 位作者 Ying Wang Shucun Sun 《Journal of Plant Ecology》 SCIE CSCD 2022年第6期1133-1141,共9页
It has been suggested that the importance of network architecture to species diversity and stability should be based on preference networks(comprised of niche differentiations),rather than observational networks,becau... It has been suggested that the importance of network architecture to species diversity and stability should be based on preference networks(comprised of niche differentiations),rather than observational networks,because species abundance may significantly affect interaction frequencies.Considering that resource abundance is usually greater for herbivores than parasites,we hypothesize that the abundance effect is stronger for parasitic than herbivory interactions.To test this hypothesis,we collected 80 quantitative observational networks including 34 herbivorous and 46 parasitic networks from the published literature,and derived preference networks by removing the effects of species abundance.We then determined the network nestedness using both weighted NODF and spectral radius.We also determined species degree distribution,interaction evenness,weighted connectance and robustness for both observational and preference networks.The observational networks(including both herbivory and parasitic networks)were more nested judged by weighted NODF than spectral radius.Preference networks were less nested for parasitic than herbivory networks in terms of both weighted NODF and spectral radius,possibly because removing the abundance effect increased interaction evenness.These trends indicate that the abundance effect on network nestedness is stronger for parasitic than herbivory networks.Weighted connectance and robustness were greater in most preference networks than observational networks,indicating that preference networks may have high network stability and community persistence compared with observational ones.The data indicate that future network analyses should not only address the structural difference between mutualistic and antagonistic interactions,but also between herbivory and parasitic interactions. 展开更多
关键词 network nestedness herbivory network parasitic network preference network species abundance effect on network structure
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