A Model for the Organization of Adaptive Dialogue Interaction “Man-Computer” Taking into Account the Requirements of Reliability and Efficiency

E. Lavrov, O. Siryk, Y. Chybiriak, L. Danilova, V. Nahornyi, Svetlana Vakal
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Abstract

Problems of ensuring the reliable and efficient functioning of dialogue automated systems are considered. The necessity of special attention to the so-called “human factor” is shown. A meaningful analysis of the mechanisms of adaptation of the dialogue system to the human operator is carried out. An approach to the construction of a dialogue model as a process of changing the states of the “human-computer” system is proposed. It is proposed to formalize the problem of adaptive dialogue control in the form of an optimization problem using semi-Markov decision-making processes. The advantage of the proposed approach is the reduction of the problem to a linear programming problem, which is easily implemented in the construction of real dialogue control systems. The approbation in the systems of e-business, technological process management, e-learning has proved the constructiveness of the approach.
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考虑可靠性和效率要求的“人机”自适应对话交互组织模型
讨论了确保对话自动化系统可靠和有效运作的问题。指出了特别注意所谓“人的因素”的必要性。对对话系统适应人类操作者的机制进行了有意义的分析。提出了一种将对话模型构建为“人机”系统状态变化过程的方法。提出利用半马尔可夫决策过程将自适应对话控制问题形式化为优化问题。该方法的优点是将问题简化为线性规划问题,易于在实际对话控制系统的构建中实现。在电子商务、技术流程管理、电子学习等系统中的应用证明了该方法的建设性。
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