Restrictions on community exterior appearance(revise)

文章质疑了房主委员会关于Deerhaven实施外观限制将提升房产价值的论点,指出缺乏实证且未考虑地区差异。文章认为,Brookville的房产增值可能由多种因素引起,而非单一的外观限制政策。

The letter written by the committee of homeowners claims that once they adopt the restrictions on the exterior appearance of Deerhaven, the property values in Deerhaven would increase as happened in Brookville. In supporting his claim, the author uses as proof the same kind of restrictions adopted by Brookville seven years ago. However, his argument is rife with unsubstantiated assumptions, which cannot provide valid evidence to support his recommendation.

The committee claims that the rise of property values in Brookville seven years ago was completely due to the restrictions on the landscaping and the house painting. But he fails to provide evidence wether the houseowners in Brookville had implemented these restrictions seven years ago. If most of the houseowners in Brookville rejected to follow those restrictions, then the property values’ increase was not the effects of the restrictions. Thus, before the committee provides clear proof that houseowners in Brookville indeed obey those restrictions, we cannot be certain what effects would restrictions have on property values in Deerhaven.

Even assuming that houseowners in Brookville had implemented these restrictions, the committee relies on the additional assumption that the restrictions are responsible and the only reason for the increase of the property values in Brookville. Nevertheless, other factors were the reason for this increase. Property values are the result of demand and supply, it is possible that seven years ago, the demand of Brookville grew considerably due to the newly built business center or natrual park nearby, and thus drove up the property values in Brookville. Or because the supply of housing decreased. Either scenario would provide an alternative explanation for the increase in property values.

Even if the ascent of property values in Brookville were the result of implementation of restrictions on the landscaping and painting, the committee fails to consider possible differences between Brookville and Deerhaven that might help to bring about a different result for Deerhaven. For instance, the houses in Brookville are designed to be suitable for consistent exterior appearance with the same height and size, while houses in Deerhaven vary considerably with different sizes, heights and different locations of the yards. Consequently, potential Deerhaven home-buyers might find the consistent appearance distasteful in which case property values in Deerhaven may actually tend to decrease.

In conclusion, to persuade me that Deerhaven should adopt the same restrictions as Brookville, the committee must supply clear evidence indicating the implementation of Brookville’s restrictions, and not some other factors, was responsible for the rise in Brookville’s property values. The committee must also provide evidence that other factors affecting home prices in the two areas are essentially the same.

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基于遗传算法辅助异构改进的动态多群粒子群优化算法(GA-HIDMSPSO)的LSTM分类预测研究(Matlab代码实现)内容概要:本文研究了一种基于遗传算法辅助异构改进的动态多群粒子群优化算法(GA-HIDMSPSO),并将其应用于LSTM神经网络的分类预测中,通过Matlab代码实现。该方法结合遗传算法的全局搜索能力与改进的多群粒子群算法的局部优化特性,提升LSTM模型在分类任务中的性能表现,尤其适用于复杂非线性系统的预测问题。文中详细阐述了算法的设计思路、优化机制及在LSTM参数优化中的具体应用,并提供了可复现的Matlab代码,属于SCI级别研究成果的复现与拓展。; 适合人群:具备一定机器学习优化算法基础,熟悉Matlab编程,从事智能算法、时间序列预测或分类模型研究的研究生、科研人员及工程技术人员。; 使用场景及目标:①提升LSTM在分类任务中的准确性与收敛速度;②研究混合智能优化算法(如GA与PSO结合)在神经网络超参数优化中的应用;③实现高精度分类预测模型,适用于电力系统故障诊断、电池健康状态识别等领域; 阅读建议:建议读者结合Matlab代码逐步调试运行,理解GA-HIDMSPSO算法的实现细节,重点关注种群划分、异构策略设计及与LSTM的集成方式,同时可扩展至其他深度学习模型的参数优化任务中进行对比实验。
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