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Viewer gifting is an important business mode in live streaming industry, which closely relates to the income of the platforms and streamers. Previous studies on gifting prediction are often limited to cross-section data and consider the problem from the macro perspective of the whole live streaming. However, the multimodal information and the time accumulation effect of live streaming content on viewer gifting behavior are ignored. In this paper, we put forward a multimodal time-series method (MTM) for predicting real-time gifting. The core module of the method is the multimodal time-series analysis (MTA), which targets at effectively fusing multimodal information. Specifically, the proposed orthogonal projection (OP) model can promote cross-modal information interaction without introducing additional parameters. To achieve the interaction of multi-modal information at the same level, we also design a stackable joint representation layer, which makes each target modality's representation (visual, acoustic and textual modality) can benefit from all the other modalities. The residual connections are introduced as well to ensure the integration of low-level and high-level information. On our dataset, our model shows improved performance compared to other advanced models by at least 8% on F1. Meanwhile, the MTA is able to meet the real-time requirements of the live streaming setting, and has demonstrated its robustness and transferability in other tasks. Our research may offer some insights about how to efficiently fuse multimodal information, and contribute to the research on viewer gifting behavior prediction in the live streaming context.  相似文献   
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高杨  郑志浩 《资源科学》2021,43(10):1990-2002
2020年后,缓解相对贫困的长效机制将从以往的“扶贫”战略向“防贫”战略转变,亟需构建新型社会救助制度,改善农村低收入家庭的食物安全,推动长效减贫。本文基于2012—2018年中国农业科学院全国农村微观经济数据,估计了农村低收入家庭的卡路里、宏量营养素和4种关键微量营养素的收入弹性,利用所得弹性估值模拟了实现不同营养目标所需的现金转移支付金额,利用食物与营养的转换关系模拟了实现不同营养目标所需的实物转移支付金额。研究结果表明:①大部分营养素的收入弹性偏小。②实物转移支付比现金转移支付能够更为有效地改善农村低收入家庭的食物与营养安全。③补贴成本相同的条件下,主副食相结合的实物转移支付方式相较于其他形式的实物转移支付,可更加均衡地改善低收入人群的营养状况。进入后扶贫时代,我国可以考虑建立当前许多国家(如美国、印度、埃及等)实施的实物转移支付制度,有针对性地保障低收入家庭的食物和营养安全,改善低收入人群的营养均衡状况。  相似文献   
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This paper studies the stability problem of linear time-varying delay system. Firstly, a double integral inequality based on the second-order derivative is proposed in this paper. Secondly, novel Lyapunov–Krasovskii functional consisting of integral terms based on the second-order derivative is constructed to enhance the feasible region of delay-dependent stability. Based on the two aspects, new delay-dependent stability criteria which guarantee the asymptotic stability of linear systems with time-varying delay are given in the form of linear matrix inequality (LMI). Finally, several numerical examples are given to show the advantages of the proposed methods.  相似文献   
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For a class of large-scale nonlinear time-delay systems with uncertain output equations, the problem of global state asymptotic regulation is addressed by output feedback. The class of systems under consideration are subject to feedforward growth conditions with unknown growth rate and time delays in inputs and outputs. To deal with the system uncertainties and the unknown delays, a novel low-gain observer with adaptive gain is firstly proposed; next, an adaptive output feedback delay-free controller is constructed by combining Lyapunov-Krasovskii functional with backstepping algorithm. Compared with the existing results, the controllers proposed are capable of handling both the uncertain output functions and the unknown time delays in inputs and outputs. With the help of dynamic scaling technique, it is shown that the closed-loop states converge asymptotically to zero, while the adaptive gain is bounded globally. Finally, the effectiveness of our control schemes are illustrated by three examples.  相似文献   
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杨清可  段学军  王磊  王珅  范业婷  朱高立 《资源科学》2021,43(10):2093-2104
城市土地利用效率影响区域一体化中的要素流动方向和产业发展态势,土地利用效率的提高是驱动一体化发展的重要因素。如何有效协调长三角一体化和土地利用的良性关系,成为学界的研究热点。因此,本文基于区域一体化与城市土地利用效率的协同机理分析,构建区域一体化与土地利用效率效率评价体系,解析其时空演变特征;通过灰色关联分析验证了两者之间的关系,采用面板VAR模型探究交互响应机制。结果表明:①研究期内长三角一体化水平不断提升,“核心-外围”极化特征显著;城市土地利用效率上升明显,与一体化的演化趋势吻合。受区位条件、经济水平与资源等多种要素影响,区域一体化与土地利用效率的空间格局匹配失衡。②区域一体化与土地利用效率具有中高等级的关联度,两系统之间存在一定的关联。③长三角一体化与土地利用效率两系统间正负波动交替的非线性交互特征明显,其中区域一体化对土地利用效率具有负向累进的冲击效应,而城市土地利用效率对一体化冲击的正向增强效应逐渐减弱并收敛为0。根据上述研究结果,制定了差异化的长三角区域一体化发展和城市土地利用管控策略,以期为促进区域协调发展与城市土地高效利用提供科学参考。  相似文献   
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     实施创新驱动离不开创新人才培养,个体创新能力的提升关乎组织的生存和社会的可持续发展。在此背景下,被广泛应用于管理教育、员工甄选和企业内训的商业模拟能否有效提升个体的创新能力仍不得而知。鉴于此,本文依托建构主义学习理论和创新互动观,通过对多期追踪调研数据进行双重差分模型构建和层级回归分析,探讨了商业模拟与创新能力之间的关系,以及背后的作用机理。实证研究发现:商业模拟能够提升参与者的创新能力;商业模拟正向影响个体创新能力的关键驱动因素是商业模拟互动,商业模拟互动不仅直接影响个体创新能力,且通过参与者的心理模拟和绩效压力正向间接影响个体创新能力;此外,当参与者能力与商业模拟挑战在高水平上实现匹配时,商业模拟互动通过绩效压力对创新能力的积极影响被强化,反之则被削弱。研究结论拓展了商业模拟与创新之间关系的理论,从互动视角提出了个体创新能力提升的商业模拟路径。  相似文献   
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This work deals with the problem of absolute stability analysis for a class of uncertain Lur’e systems with time-varying delays. Novel delay-partitioning approaches are presented, which are dividing the variation interval of the delay into three subintervals. Some new augment Lyapunov–Krasovskii functionals (LKFs) are defined on each of the obtained subintervals which can efficiently make use of the information of the delay and relate to the reciprocally convex combination technique and the Wirtinger-based integral inequality method. Several improved delay-dependent criteria are derived in terms of the linear matrix inequalities (LMIs). The merit of the proposed criteria lies in their less conservativeness and lower numerical complexity than relative literature. Two numerical examples are included to illustrate the effectiveness and the improvement of the proposed method.  相似文献   
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