Acquisition of Evaluation Function of high precision by Learning

本研究的主要和最终目标是通过学习自动构建评价器，通过学习整合状态评估，形成概念，创建高效的评价器。构件研究的主要结果如下：1.评价函数的自动构造评价函数是从目标领域的基本规则和框架出发，不需要人工准备而构造的。这种结构的基本部分是自动创建用于状态评估的简单数据集，然后根据数据的适当性进行选择。在2001年和2002年进行了一些预备研究之后，通过对用于状态评估的大量数据的分析，获得了更精确的评估函数。2.概念形成和结构分析基于简单分段状态集合中定义的偏序，研究了Galois格的结构，作为概念的框架。本研究还对现实世界中常见的半结构化数据进行了研究。在本研究的目标系统中，许多用于状态评估的软件代理都是用反射的方法来准备的。预计这些代理将在参考概念数据库的实际评估中采取最佳行动。在本研究中，研究了面向方面编程的类间函数增量框架。在面向方面程序设计的支撑系统和理论框架方面得到了一些结果。

The main and final target of this research is the automatic construction of evaluators by learning, integrating state evaluation by learning, concept formation, and creation of efficient evaluators. Main results of the component researches follow.1.Automatic construction of evaluation functionsThe evaluation functions are constructed, without human preparation, only from the basic rules and framework of the target field. The essential part of this construction is the automatic creation of simple data sets for state evaluation, followed by the selection based on the appropriateness of the data. Following some preparatory studies carried out in 2001 and 2002, more precise evaluation functions are obtained by the analysis of bulk data for states evaluation.2.Concept formation and structure analysisThe structure of a Galois lattice, based on a partial order defined among the set of simple piecewise statuses, is studied as a framework of concepts. In this research, semistructured data, frequently found in the real world, is also studied. The "summary structure" can be extracted from such "non-well ordered structure" by an analytical method.3.Reflection and aspectsIn the target system of this research, a lot of software agents for state evaluation are to be prepared by the method of reflection. These agents are expected to act optimally in the real evaluation referring the concept database. In this research, the framework of aspect oriented programming is studied for interclass function increments. Some results in support systems and theoretical framework in aspect oriented programming are obtained.