在使用图形卷积网络和多层感知器的物联网增强系统中个性化电影推
Sheng Ye1, Qian Huang2, Haibin Xia3
1Faculty of Information Technology, Concord University College Fujian Normal University, Fuzhou, China.
Scientific reports
|October 25, 2024
概括
这项研究优化了使用物联网 (IoT) 和卷积网络在跨文化背景下进行动画电影沟通. 一个基于图形卷积网络的协作过 (GCN-CF) 模型显示出卓越的性能,增强了全球媒体交换.
科学领域:
- 人工智能的人工智能
- 计算机科学 计算机科学
- 媒体研究 媒体研究
背景情况:
- 动画电影发行中的跨文化沟通面临着挑战.
- 整合物联网和卷积网络等新兴技术提供了潜在的解决方案.
- 优化推系统对于有效的内容交付至关重要.
研究的目的:
- 在跨文化背景下优化动画电影的沟通策略.
- 开发和评估一个新的电影推模型.
- 探索物联网和卷积网络的融合,以增强电影通信.
主要方法:
- 使用图形卷积神经网络 (GCN) 构建了一个协作过 (CF) 电影推模型.
- 将物联网 (IoT) 和卷积网络集成到通信战略中.
- 通过对MovieLens数据集进行比较实验,验证了GCN-CF模型的有效性.
- 引入了注意力机制和辅助信息,以进一步提高模型性能.
主要成果:
- 在MovieLens 100K (0.8762) 和1M (0.8275) 数据集中,GCN-CF模型实现了最低的根平均平方误差 (RMSE).
- 与传统模型相比,表现出显著的性能改善,RMSE降低了0.6-5.2%.
- 注意力机制和辅助信息提高了0.4%的GCN-CF性能.
结论:
- 在跨文化背景下,GCN-CF模型为电影推提供了卓越的性能.
- 物联网和卷积网络的整合增强了动画电影的沟通策略.
- 调查结果为电影制作,沟通,文化交流和全球媒体行业提供了新的见解.
相关概念视频
Sequence Networks of Rotating Machines
97
A Y-connected synchronous generator, grounded through a neutral impedance, is designed to produce balanced internal phase voltages with only positive-sequence components. The generator's sequence networks include a source voltage that is exclusively in the positive-sequence network. The sequence components of line-to-ground voltages at the generator terminals illustrate this configuration.
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
97
End Point Prediction: Gran Plot
281
A Gran plot is used to predict the equivalence volume or endpoint of a potentiometric or acid-base titration without reaching the endpoint. Typically, titration data is collected as a function of the titrant's volume up to a point less than the equivalence volume and then transformed into a linear format. The straight line is extended to the x-axis, indicating the necessary titrant volume to achieve the equivalence point.
For potentiometric titration, the Gran plot is created by plotting...
For potentiometric titration, the Gran plot is created by plotting...
281
Classification of Systems-I
176
Linearity is a system property characterized by a direct input-output relationship, combining homogeneity and additivity.
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
Homogeneity dictates that if an input x(t) is multiplied by a constant c, the output y(t) is multiplied by the same constant. Mathematically, this is expressed as:
176
Classification of Systems-II
136
Continuous-time systems have continuous input and output signals, with time measured continuously. These systems are generally defined by differential or algebraic equations. For instance, in an RC circuit, the relationship between input and output voltage is expressed through a differential equation derived from Ohm's law and the capacitor relation,
136
Multi-input and Multi-variable systems
100
Cruise control systems in cars are designed as multi-input systems to maintain a driver's desired speed while compensating for external disturbances such as changes in terrain. The block diagram for a cruise control system typically includes two main inputs: the desired speed set by the driver and any external disturbances, such as the incline of the road. By adjusting the engine throttle, the system maintains the vehicle's speed as close to the desired value as possible.
In the absence...
In the absence...
100
Cognitive Learning
222
Cognitive learning is based on purposive behavior, incidental learning, and insight learning.
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
E. C. Tolman's theory of purposive behavior emphasizes that much behavior is goal-directed. He argued that to understand behavior, we must look at the entire sequence of actions leading to a goal. For instance, high school students study hard, not just due to past reinforcement but also to achieve the goal of getting into a good college.
Tolman introduced the idea that behavior is influenced by...
222


