Apriori算法的一种改进研究

挖掘频繁项集是近年数据挖掘任务中的关键问题,提高频繁项集的生成效率一直是数据挖掘领域研究的热点之一,研究人员从不同的角度对算法进行改进以提高算法的效率。文章通过集合的交集运算,得到一种新的频繁项集挖掘算法-SetFIS算法,该算法能快速、直观地求出事务数据库的频繁项集。     

Apriori算法的一种改进研究

挖掘频繁项集是近年数据挖掘任务中的关键问题,提高频繁项集的生成效率一直是数据挖掘领域研究的热点之一,研究人员从不同的角度对算法进行改进以提高算法的效率。文章通过集合的交集运算,得到一种新的频繁项集挖掘算法-SetFIS算法,该算法能快速、直观地求出事务数据库的频繁项集。     

频繁项集挖掘算法分析与比较

数据挖掘是目前数据库界广泛研究的课题,而频繁项集的挖掘是关联规则挖掘、序列模式挖掘、相关分析挖掘、聚类模式挖掘和回归模式挖掘等问题中的关键步骤.该文介绍了频繁项集挖掘算法的相关概念,对目前频繁项集挖掘典型算法进行了分析和比较,并作出了适当的评价.     

Hadoop平台的关联挖掘算法研究

通过结合云平台的存储能力和并行处理能力,对数据挖掘的Apriori算法进行研究,把传统Apriori算法改进移植于Hadoop平台.改进后的算法在扫描一次数据库后用矩阵的形式表示事务,在生成频繁K项集的过程中只需要把满足条件的事务进行连接并统计支持度,从而减少大数据挖掘中大量无用数据的运算,提高了挖掘效率.     

快速更新挖掘最大频繁项集

更新挖掘最大频繁项目集是多种数据挖掘应用中的重要问题，其发现过程的高花费要求对高效更新挖掘算法进行研究，提出了一种快速的更新挖掘最大频繁项目集算法，其能够在原有挖掘结果的基础上，有效地挖掘出更新后的数据库中隐含的新最大频繁项目集．     

关联规则中一种负增量更新算法的探讨

针对关联规则负增量更新的挖掘问题,提出了一种高效的关联规则负增量更新算法,即NIUA。该算法充分利用原数据库中已有的频繁项集、所有1-项集来生成最小非频繁项集;并采用选样等策略求出删减数据后的频繁项集。整个算法只需扫描删减后的事务数据库一遍,从而提高了关联规则的更新效率。     

一种改进的关联规则Apriori挖掘算法

针对Apriori算法多次扫描事务数据库且产生庞大的候选集性能瓶颈,本文提出了Apriori算法的优化算法。该算法利用频繁项集产生时需要自身连接的特征,在连接前对频繁项集依据支持度由小到大进行排序,从而优化连接策略,并将其运用到描述事务数据库的布尔矩阵中。经实验证明,该算法随着事务数据库规模的扩大,较Apriori算法有明显的优越性。     

数据挖掘中一种改进的Apriori算法

关联规则挖掘是数据挖掘领域中的一个非常重要的研究内容,其主要目标就是发现数据库中一组对象之间某种关联。频繁项集挖掘是关联规则挖掘的关键步骤,它在很大程度上决定了关联规则挖掘的效率。介绍了Apriori算法及其算法改进。该改进算法对剪枝步进行了优化,提高了连接效率,并且不断减小数据库的规模,去掉无效事务,减少了每次扫描数据库所花费的时间,提高了算法效率。经过试验论证,性能比原有算法提高,具有一定的实用性。     

基于哈希表的关联规则挖掘算法研究

经过分析关联规则中Apriori算法存在的不足,为减少对事务数据库的扫描次数,缩减产生频繁项集的时间,列出两种基于哈希表的计算项集支持计数的方法以及利用哈希表来进行项集的地址定位的方法,使得生成频繁项集的效率有所提高。     

一种改进的Apriori算法

在对关联规则挖掘算法Apriori进行深入研究的基础上,提出了一种改进的算法SDA算法,在三个方面进行了改进:(1)频繁2-项集生成方法;(2)改进Apriori_gen算法(3)减少事务数据库.在实验数据集上所做的实验结果表明SDA算法是有效的.     

卡思卡特城堡

It is worthy of noting that, whilst Crookston Castle witnessed the earlier and happier portion of Mary's variegated life,     

不同的吃喝玩乐

一、吃和喝吃苹果 eat an apple, 吃药 take medicine,吃糖 have some sweets,吃饭 have one's meals,吃馆子 dine out,吃惊 be surprised/     

漏洞百出的教育

Many college freshmen arrive woefully unprepared to do college work, and as disadvantaged populations continue to grow, the share of the American work force that has made it through college is expected to plummet. Many experts blame that educational failure not just on high schools but also on colleges. School & College, a special report by The Chronicle, looks at efforts to fix the system. What reforms would better prepare students for college? What should schools and colleges be doing differently? How should state and federal officials help?     

只要努力,不要后悔

There are numbers of crossroads on our long and unpredictable life journey where we totally have no idea about which direction to choose. No matter what our decision is, we should not turn back, but face the music and go ahead instead. I am this kind of girl who always does try without regretting, one example is how I dealt with my love.     

浅谈移民问题

Migration occurs behind a variety of reasons and has a great effect on the whole world. People may migrate in order to improve their economic situation, or in order to escape civil strife, persecution, and environmental disasters. The impact of migration is complex, bringing both benefits anddisadvantages. This paper briefly talks about the causes of migration, the allocation of benefits, and the ways in which individual countries and the international community deal with this important subject.     

Sister Carrie, an Adherent of Desires

Sister Carrie is one of the most controversial characters in American literature.Thought as a "fallen woman" firstly,she was defined as a "new woman" by some critics later. However, by digging into the motivaton behind the whole process of Carrie's "success", the relationship between Carrie and her creator (the author), the social conditions of then American, it can be found that Carrie has never been free-standing on her thought and she has never found her real-sdf even after becoming a famous actress. In a society dominated by mass consumerism Carrie is only an adherent of her own desires. She also is a representative of all those country girls flooded into cities, a symbol and a sacrifice of the urbanization of America in a time countryside was overcome by cities.     

Improvement of one-cycle controller by use of proportional integral differential controller

1.IntroductionOne-cyclecontrolmethod,whichwasproposedaboutonedecadeago[1],hasbecomeanattractivemethodinspecialfieldssuchaspowerfactorcorrection[2-6],switchingamplifiers[7,8],etc.Themainideaofthiscontrollerisbasedonintegrationofdiodevoltageinone-cycleandforcesittobeexactlyequaltothereferencevalue.Themainadvantageofthiscontrollerisitsrealtimeabilitytorejectthevariationofinputvoltage[1].Despitethisgreatability,ithasnogoodperformancesinrejectingofloaddisturbanceandfollowingreferencecommands.Espec…     

库克斯顿城堡

城堡, 是欧洲典型的建筑之一, 每个城堡都有一个美丽的传说或是一段历史。从本期开始, 我们将推出“城堡之旅”, 带各位读者去浏览、观赏欧洲各地的城堡, 开始一段文化与历史的旅途!     

胡主席在印度,我却在中国

Today, Sunday morning, I sit thinking and typing at my computer. My thoughts are in my homeland, India and my body is in China. The body is here and mind there for a good reason. Mr. Hu is president and I am resident and both are in each other's countries (what a difference the absence of one small letter makes!). Mr. Hu will return in a few days and I will stay on longer.