chapter7_1

本matlab程序可用于图象融合等领域，值得看看(The matlab program can be used in areas such as image fusion, it is worth to see)

SIFT算子的matlab程序，有需要的朋友可以下载下来看看(SIFT algorithm matlab program, a friend in need can be downloaded to see)

LSB Audio Algorithm.. Audio Stegnography code

it is a code for create orl data set for face recognition perpose

在此建立了车辆悬架的模拟模型，并对其进行了仿真研究(In this paper, the simulation model of vehicle suspension is established and simulated.)

深度神经网络在函数近似中表现优越，然而需要从头开始训练。另一方面，贝叶斯方法，像高斯过程（GPs），可以利用利用先验知识在测试阶段进行快速推理。然而，高斯过程的计算量很大，也很难设计出合适的先验。本篇论文中我们提出了一种神经模型，条件神经过程（CNPs），可以结合这两者的优点。CNPs受灵活的随机过程的启发，比如GPs，但是结构是神经网络，并且通过梯度下降训练。CNPs通过很少的数据训练后就可以进行准确的预测，然后扩展到复杂函数和大数据集。我们证明了这个方法在一些典型的机器学习任务上面的的表现和功能，比如回归，分类和图像补全(Deep neural networks perform well in function approximation, but they need to be trained from scratch. On the other hand, Bayesian methods, such as Gauss Process (GPs), can make use of prior knowledge to conduct rapid reasoning in the testing stage. However, the calculation of Gauss process is very heavy, and it is difficult to design a suitable priori. In this paper, we propose a neural model, conditional neural processes (CNPs), which can combine the advantages of both. CNPs are inspired by flexible stochastic processes, such as GPs, but are structured as neural networks and trained by gradient descent. CNPs can predict accurately with very little data training, and then extend to complex functions and large data sets. We demonstrate the performance and functions of this method on some typical machine learning tasks, such as regression, classification and image completion.)

通过卡尔曼滤波并采用开环控制方式实现惯性导航和GPS的数据融合(Through the Kalman filter and use the open-loop control method to achieve inertial navigation and GPS, data fusion)

关于通信类课程中信道容量的计算问题的几点探讨关于通信类课程中信道容量的计算问题的几点探讨关于通信类课程中信道容量的计算问题的几点探讨(Courses on communication Calculation of Channel Capacity of Some of courses on communication Calculation of Channel Capacity of Some of courses on the communication capacity of the channel for the calculation of the points of)

倒车仿真程序。用于规划汽车的倒车路径，可以手动设置汽车的最小转弯半径、偏角、停车位大小等参数。在matlab下可直接运行。(Reversing simulation program. For planning car reversing path, you can manually set the car s minimum turning radius, angle, parking space size and other parameters. In matlab can be directly run.)

hi im kamran and i want to introduce my self i mhappy to meet you. bye