挖掘

If you want to find incriminating evidence, you have to dig and dig through mountains of emails and documents from multiple Fortune 500 companies.

如果你想找到罪证，你必须挖掘和挖掘，通过山区的电子邮件和文件，从多个财富500强企业。

Kernelled with the information mining, adopted the architecture which combined the seven bases (model base, integrated knowledge base, database, method base, text base, Web log base and multimedia base) and the double networks, the new "intelligence decision support system based on the information mining" is presented.

采用7库（模型库、综合知识库、数据库、方法库、文本库、日志库、多媒体库）与双网（Internet、Intranet）相结合的体系结构，以信息挖掘技术为核心，提出源于信息挖掘的新型智能化决策支持系统。

Get two algorithm which mine partial periodicity patterns in time series and one algorithm which mimes asynchronous periodicity in time series.

本文主要建立了多粒度时态数据的表示和部分周期模式模型，获得了两个挖掘多粒度时态数据的部分周期算法，1 个异步周期算法，实验表面了所提出的挖掘算法对于发现周期是有效的。

Data classification is an important task of data miming. To discover a high-performance, high-speed classification is one of key problems for data mining.

分类知识发现是数据挖掘的一项重要内容，研究各种高性能、高速度的分类算法是数据挖掘面临的主要问题之一。

The chief points of this paper are summered as follows: Firstly, the dynamic rule-adjusting algorithms in Snort is analyzed. Secondly, some methods to improve the algorithms are discussed and the results of experiment are obtained. Thirdly, a kind of anomaly detection models using association rule mining algorithm is put forward, and the improvements of Apriori algorithm are pointed out. Fourthly, the advantage of the new algorithm and the feasibility of this model are testified. Lastly, a framework of distributed intrusion detection system based on data mining is designed, and distributed cooperation concepts and many detecting methods are adopted in order to guarantee the accuracy and completeness of the detecting system.

论文的主要工作如下：本文分析了Snort中的动态规则调整算法，讨论了一些改进的思路，给出了实验结果；提出了一种运用关联规则挖掘算法进行异常检测的模型，根据入侵检测的实际情况对Apriori算法进行了改进，通过实验证实了改进算法的优越性和模型的可行性；设计了一种基于数据挖掘的分布式入侵检测系统框架，采用分布式协作思想，结合多种检测方法，保证了系统检测的准确性和完备性。

ABSTRACT In recent years data mining gets more and more attention and becomes one of the hottest spot in IT research field. Researchers from various fields show great enthusiasm for the subjects in data mining and are willing to devote themselves to the new field because data mining syncretizes artificial intelligence, statistics, database, and machine study. At the beginning of this new century, it is a large-scale amalgamation of subjects.

短短的几年时间，数据挖掘风靡全球，成为IT业近年来非常热门和前沿的研究方向之一，由于数据挖掘融合了人工智能、统计学、数据库、机器学习等各个领域的理论与技术，使得不同学科领域的学者对DM的研究表现出了前所未有的热情和参与精神，在世纪交替的特殊时期，这是又一轮规模空前的学科大融合。

The results show that data mining techniques have an extensive application prospect and it is feasible to employ data mining techniques for analyzing aero-engines test-driving database

本文研究结果展示了数据挖掘方法在发动机试车领域广阔的应用前景，数据挖掘技术用于发动机试车数据库是切实可行的。

During normal drilling, all the air hammers are actuated to drill the ground.

通常挖掘时使全部气锤工作，挖掘地基。

And then, a extent of association rules- Time Series Pattern is discussed, and an efficient improved algorithm of web mining is presented. The Performance of algorithms is verified on the basis of synthetic data too.

然后论文介绍了关联规则的一种扩展—时间序列模式挖掘方面的算法，给出了Web日志文件挖掘的高效、新颖的改进算法，并用实验验证了此种方法的有效性。

For enhancing the system performance, the simple bit-wise indexing method was applied to the manufacturing defect detection problem, time aspect for manufacturing domains. For improving the flexibility and accuracy, the encapsulated bit-wise indexing method is applied to the pattern matching module of an Internet intrusion detection system. To reduce the processing time, the compacted bit-wise indexing method is applied to the data-driven rough-set based feature selection. Additionally, the proposed feature selection method was adopted in a KA project to discover the desired feature sets to construct a CBR system for a world-wide financial group customer relationship management system's loan promotion function.

而这四个实际系统包含应用在制造过程中由於制程时间的问题所产生的产品缺陷之以遗传演算法之制造缺陷侦测系统、应用在网路入侵侦测系统中的入侵模式的挖掘与比对以提升系统弹性及效率、应用在以资料为导向之约略集合论特徵选取技术并使用於知识撷取系统上以节省执行时间及应用在半导体制造过程中用於缺陷侦测的资料挖掘系统以提升系统效能。

The split between the two groups can hardly be papered over.

这两个团体间的分歧难以掩饰。

This approach not only encourages a greater number of responses, but minimizes the likelihood of stale groupthink.

这种做法不仅鼓励了更多的反应，而且减少跟风的可能性。