应用神经模糊方法开发数字创业商业模式

Oleksandr M. Shulha
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引用次数: 0

摘要

本文的目的是揭示创业型互联网环境下商业模式发展的理论和方法基础,使用旨在不确定条件下有效发展的应用建议。本文探讨了运用模糊逻辑对数字创业商业模式发展进行有效建模的可行性和方法。给出了一种典型的模糊推理系统结构,以及一种用于对互联网创业商业模式发展模糊系统建模的层次模糊推理系统。将未来不确定事件分为两类,其发生对商业模式有利(高利润、实现目标、获得计划结果、事件)或不利(亏损风险、利润损失风险、破产风险等)。指定,定量方法评估数字创业商业模式的效率,例如,确定的成本找到一个客户,客户生命周期价值的计算,以及评估方法效率使用销售漏斗(顾客的数量的指标已经从潜在买家真实的类别的类别的),只能预测、控制和分析数字创业的主要阶段。然而,在市场环境的不确定性可能发展成经济危机的情况下,电子商务管理的问题之一是初始数据和获得的结果的不确定性,在此基础上对未来在互联网上发展商业模式的有效性进行管理决策。这在一定程度上使经济和数学模型的创建变得复杂,从而使公司中的业务流程形式化。这就是为什么一种新的方法- FIB(商业中的模糊性)被证实,允许在精确指定的参数和特征下运行,关于这些参数和特征的信息是模糊的,并且基于模糊的专家主观评估。
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Applying the Neuro-Fuzzy Approach to the Development of Digital Entrepreneurship Business Models
The purpose of this article is to reveal the theoretical and methodological foundations of the development of business models of the entrepreneurial Internet environment using applied recommendations aimed at effective development under conditions of uncertainty. The paper considers the feasibility of using fuzzy logic and an approach to effective modeling of the development of business models of digital entrepreneurship. A typical structure of the system of fuzzy inference, as well as a hierarchical system of fuzzy inference for modeling a fuzzy system of development of business models of the Internet entrepreneurship is provided. Two categories of future uncertain events are identified separately, the occurrence of which will be either favorable for the business model (high profits, achievement of goals, obtaining planned results, and events), or will be unfavorable (risks of losses, lost profits, bankruptcy, etc.). It is specified that quantitative methods for assessing the efficiency of business models of digital entrepreneurship, for example, determining the costs of finding a client, calculating the lifetime value of a client, as well as methods for evaluating efficiency using a sales funnel (an indicator of the number of customers who have moved from the category of potential buyers to the category of real ones), can only predict, control and analyze the main stages of digital entrepreneurship. However, in the situation of uncertainty of the market environment, which can develop into an economic crisis, one of the problems of e-business management is the uncertainty of the initial data and the results obtained, on the basis of which management decisions are made in the future regarding the effectiveness of the development of business models on the Internet. This somewhat complicates the creation of economic and mathematical models allowing to formalize business processes in the company. That is why a new approach – FIB (fuzziness in business) is substantiated, allowing to operate with both precisely specified parameters and characteristics, information about which is vague and based on indistinct, subjective assessments of experts.
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审稿时长
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