C++ Public, Private和 Protected 继承

Access to members defined within a derived class is controlled in exactly the same way as access is handled for any other class (Section 12.1.2, p. 432). A derived class may define zero or more access labels that specify the access level of the members following that label. Access to the members the class inherits is controlled by a combination of the access level of the member in the base class and the access label used in the derived class' derivation list.


Note:Each class controls access to the members it defines. A derived class may further restrict but may not loosen the access to the members that it inherits.


In public inheritance  ,  the members of the base retain their access levels: The publicmembers of the base are public members of the derived and the protected members of the base are protectedin the derived.

In protected inheritance  ,  the public and protected members of the base class are protected members in the derived class.
In private inheritance  ,  all the members of the base class are private in the derived class.


Interface versus Implementation Inheritance
A publicly derived class inherits the interface of its base class; it has the same interface as its base class. In well-designed class hierarchies, objects of a publicly derived class can be used wherever an object of the base class is expected.
Classes derived using either privateor protecteddo not inherit the base-class interface. Instead, these derivations are often referred to as implementation inheritance. The derived class uses the inherited class in its implementation but does not expose the fact of the inheritance as part of its interface.


Key Concept: Inheritance versus Composition
When we define one class as publicly inherited from another, the derived class should reflect a so-called "Is A" relationship to the base class. In our bookstore example, our base class represents the concept of a book sold at a stipulated price. Our Bulk_itemis a kind of book, but one with a different pricing strategy.
Another common relationship among types is a so-called "Has A" relationship. Our bookstore classes have a price and they have an ISBN. Types related by a "Has A" relationship imply membership. Thus, our bookstore classes are composed from members representing the price and the ISBN.


In this hierarchy, sizeis publicin Basebut privatein Derived. To make size publicin Derivedwe can
add a usingdeclaration for it to a publicsection in Derived.By changing the definition of Derivedasfollows, we can make the size member accessible to users and n accessible to classes subsequently derived from Derived:

class Derived : private Base {
public:
// maintain access levels for members related to the size of the object
using Base::size;
protected:
using Base::n;
// ...
};
The form is the same except that the left-hand side of the scope operator is a class name instead of a namespace name.


Default Inheritance Protection Levels

class Base { /* ... */ };
struct D1 : Base { /* ... */ }; // public inheritance by default
class D2 : Base { /* ... */ }; // private  inheritance by default

Best Practices: Although private inheritance is the default when using the class keyword, it is also relatively rare in practice. Because private inheritance is so rare, it is usually a good idea to explicitly specify private, rather than rely on the default. Being explicit makes it clear that private inheritance is intended and not an oversight.

内容概要:本文档详细介绍了一个基于MATLAB实现的跨尺度注意力机制(CSA)结合Transformer编码器的多变量时间序列预测项目。项目旨在精准捕捉多尺度时间序列特征,提升多变量时间序列的预测性能,降低模型计算复杂度与训练时间,增强模型的解释性可视化能力。通过跨尺度注意力机制,模型可以同时捕获局部细节全局趋势,显著提升预测精度泛化能力。文档还探讨了项目面临的挑战,如多尺度特征融合、多变量复杂依赖关系、计算资源瓶颈等问题,并提出了相应的解决方案。此外,项目模型架构包括跨尺度注意力机制模块、Transformer编码器层输出预测层,文档最后提供了部分MATLAB代码示例。 适合人群:具备一定编程基础,尤其是熟悉MATLAB深度学习的科研人员、工程师研究生。 使用场景及目标:①需要处理多变量、多尺度时间序列数据的研究应用场景,如金融市场分析、气象预测、工业设备监控、交通流量预测等;②希望深入了解跨尺度注意力机制Transformer编码器在时间序列预测中的应用;③希望通过MATLAB实现高效的多变量时间序列预测模型,提升预测精度模型解释性。 其他说明:此项目不仅提供了一种新的技术路径来处理复杂的时间序列数据,还推动了多领域多变量时间序列应用的创新。文档中的代码示例详细的模型描述有助于读者快速理解复现该项目,促进学术技术交流。建议读者在实践中结合自己的数据集进行调试优化,以达到最佳的预测效果。
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