Integral Indicators Based on Competitiveness Capacity Characteristics of Regional Real Estate Markets of Ukraine

Павлова, Олена; Павлова, Олена; Kupchak, Volodymyr

doi:10.7441/joc.2019.03.06

Cited by 24 publications

(11 citation statements)

References 7 publications

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“…en a [l] is calculated, the parameters w [2] , b [2] , and a [l] are input to the second hidden layer together, to find z [2] Appraisal of property characteristics…”

Section: Dlnn-based Real Estate Tax Base Assessment Modelmentioning

confidence: 99%

“…Computational Intelligence and Neuroscience continue to find a [2] . Continuing to propagate according to such rules is called forward propagation.…”

Section: Dlnn-based Real Estate Tax Base Assessment Modelmentioning

confidence: 99%

“…Continuing to propagate according to such rules is called forward propagation. e calculation process is written in the following equations: a [l] � g z [l] 􏼐 􏼑, z [2] � w [2]T a [l] + b [2] , a [2] � g z [2] 􏼐 􏼑.…”

Section: Dlnn-based Real Estate Tax Base Assessment Modelmentioning

confidence: 99%

“…The implementation of tax base assessment is conducive to the continuous regulation of real estate developers' tax behavior, which can ensure that real estate tax abides by certain standards and is beneficial to improving tax credibility [ 1 ]. As the stabilizer of China's economy, the development of the real estate market and the progress of China's economy are closely linked to each other and belong to the same strain [ 2 ]. With the rapid expansion of the digital economy, the real estate market will continue to heat up, and research on the real estate market is also a hot topic.…”

Section: Introductionmentioning

confidence: 99%

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Real Estate Tax Base Assessment by Deep Learning Neural Network in the Context of the Digital Economy

Qiao

2022

Computational Intelligence and Neuroscience

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With the continuous development of China’s digital economy and the continuous heating of the real estate market, real estate tax base assessment occupies an important position in the real estate market. The purpose is to improve the work efficiency of relevant personnel of real estate tax base assessment, reduce workload pressure, and improve the evaluation level. Real estate tax base assessment and real estate appraisal are studied in detail, and the factors of the real estate tax base assessment index are analyzed. Different real estate tax base assessment methods are compared, and the difference and connection between different methods are explored. The theory of batch assessment of real estate tax base is analyzed in depth, and the procedures for batch assessment implementation are summarized. On this basis, a deep learning neural network (DLNN) theory is proposed, and a real estate tax base assessment model based on DLNN is constructed. The reliability, accuracy, and relative superiority of the model are analyzed in detail, and the model is used to test the sample data and analyze the error. The results reveal that the DLNN model has better data fit and good reliability. Compared with other algorithms, it has certain advantages and smaller error values. In the sample test, the test value is closer to the actual value, the error is controllable, and it has high accuracy. Through training, it shows that the DL model has an excellent performance in tax base assessment, can meet the requirements of efficient batch assessment, and is expected to achieve the goal of completing a huge workload in a limited time and improve work efficiency. The real estate tax base assessment model by DLNN can bring some help to the real estate finance and taxation work and provide a reference for the batch assessment of tax base in the real estate industry.

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“…en a [l] is calculated, the parameters w [2] , b [2] , and a [l] are input to the second hidden layer together, to find z [2] Appraisal of property characteristics…”

Section: Dlnn-based Real Estate Tax Base Assessment Modelmentioning

confidence: 99%

“…Computational Intelligence and Neuroscience continue to find a [2] . Continuing to propagate according to such rules is called forward propagation.…”

Section: Dlnn-based Real Estate Tax Base Assessment Modelmentioning

confidence: 99%

Section: Dlnn-based Real Estate Tax Base Assessment Modelmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

See 2 more Smart Citations

Real Estate Tax Base Assessment by Deep Learning Neural Network in the Context of the Digital Economy

Qiao

2022

Computational Intelligence and Neuroscience

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“…That is why in the context of the pandemic, instability and financial crisis, as well as the difficult military-political situation in which our country has been since 2014, this issue becomes particularly priority and relevant, because for the effective functioning of both the state and business entities the financial potential of the real sector of the economy needs to be strengthened [18].…”

Section: Statement Of the Problemmentioning

confidence: 99%

Financial security of Ukrainian enterprises: current status, main problems and ways to solve them

Павлова¹,

Павлова²,

Kryzhanivsky³

et al. 2022

SEPìD

Self Cite

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The existence of an effective financial and economic security system, which will provide the protection of the enterprise from the threats is one of the most important aspect of sustainable business growth providing and formation of positive results of its financial activities in modern conditions of the economic processes imbalance. The protection is conditioned by the ability of the enterprise authorities: to provide sustainable business growth of the enterprise, to neutralize the negative impact of the crisis economy, to form an adequate accounting system of financial flows, to strengthen operating effectiveness of the control system, to provide the protection of the trade secret information confidentiality on appropriate levels. Modern scientific researches indicate there is impossible to find exit from crisis, to stabilize the economic situation, to create an effective mechanism of doing business without unified system of business financial and economic security. The search of the main ways of business acceleration with minimal expenses for forming of effective system of enterprises functioning aimed at maximization of profits and harmonization of relations between business stakeholders is very relevance in the conditions of post-crisis reconstruction. It should be taken into account the fact that production and economic systems, regardless of the form of ownership, are characterized by the presence of constant risk and threats associated with the dynamics of the external and internal environment of their functioning. The financial and economic security of a business depends on the state of the country's monetary security. It should also be noted that at present the financial security of Ukraine is under threat, since all components of ensuring financial and economic security are in danger. The problems of their own economic security arise before each type of business, not only in times of crisis, but also when working in a stable economic environment, the set of targets to be solved in this case has a significant difference. The instability of the economic and political situation in the modern world creates great tensions and serious problems to ensure the financial security of enterprises, which is associated with solving economic and legal problems, as well as protecting economic interests and property rights of economic entities - physical and legal persons. The financial security of the enterprise, as the main economic entity of the modern economy, occupies an important place among the indicators of financial security at other levels, as the security of the enterprise is the basis of both economic security in general and financial security in particular. Financial security plays a significant role in the management of the enterprise, helps protect its financial and economic interests from negative internal and external threats, protects the financial interests of business owners, controls the financial resources of the company, able to withstand existing and emerging risks that cause financial damage change the structure of equity.

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Determination and Management of Gas Distribution Companies’ Competitive Positions

Pavlov

Павлова

Korotia³

et al. 2020

Advances in Manufacturing, Production Management and Process Control

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The existence of an effective financial and economic security system, which will provide the protection of the enterprise from the threats is one of the most important aspect of sustainable business growth providing and formation of positive results of its financial activities in modern conditions of the economic processes imbalance. The protection is conditioned by the ability of the enterprise authorities: to provide sustainable business growth of the enterprise, to neutralize the negative impact of the crisis economy, to form an adequate accounting system of financial flows, to strengthen operating effectiveness of the control system, to provide the protection of the trade secret information confidentiality on appropriate levels.Modern scientific researches indicate there is impossible to find exit from crisis, to stabilize the economic situation, to create an effective mechanism of doing business without unified system of business financial and economic security. The search of the main ways of business acceleration with minimal expenses for forming of effective system of enterprises functioning aimed at maximization of profits and harmonization of relations between business stakeholders is very relevance in the conditions of post-crisis reconstruction.It should be taken into account the fact that production and economic systems, regardless of the form of ownership, are characterized by the presence of constant risk and threats associated with the dynamics of the external and internal environment of their functioning. The financial and economic security of a business depends on the state of the country's monetary security. It should also be noted that at present the financial security of Ukraine is under threat, since all components of ensuring financial and economic security are in danger. The problems of their own economic security arise before each type of business, not only in times of crisis, but also when working in a stable economic environment, the set of targets to be solved in this case has a significant difference.The instability of the economic and political situation in the modern world creates great tensions and serious problems to ensure the financial security of enterprises, which is associated with solving economic and legal problems, as well as protecting economic interests and property rights of economic entities -physical and legal persons.The financial security of the enterprise, as the main economic entity of the modern economy, occupies an important place among the indicators of financial security at other levels, as the security of the enterprise is the basis of both economic security in general and financial security in particular.Financial security plays a significant role in the management of the enterprise, helps protect its financial and economic interests from negative internal and external threats, protects the financial interests of business owners, controls the financial resources of the company, able to withstand existing and emerging risks that cause financial damage change t...

show abstract

Integral Indicators Based on Competitiveness Capacity Characteristics of Regional Real Estate Markets of Ukraine

Cited by 24 publications

References 7 publications

Real Estate Tax Base Assessment by Deep Learning Neural Network in the Context of the Digital Economy

Real Estate Tax Base Assessment by Deep Learning Neural Network in the Context of the Digital Economy

Financial security of Ukrainian enterprises: current status, main problems and ways to solve them

Determination and Management of Gas Distribution Companies’ Competitive Positions

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