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Among used machine learning methods, the gradient descent method is widely used to train various classifiers, such as Back-propagation neural network and linear text classifier. However, the gradient descent method is easily trapped into a local minimum and slowly converges. Thus, this study presents a gradient forecasting search method based on prediction methods to enhance the performance of the gradient descent method in order to develop a more efficient and precise machine learning method for Web mining.However, a prediction method with few sample data items and precise forecasting ability is a key issue to the gradient forecasting search method. Applying statistic-based prediction methods to implement GFSM is unsuitable because they require a large number of data items to model a prediction model. In the contrast with statistic-based prediction methods, GM(1,1) grey prediction model does not need a large number of data items to build a prediction model, and it has low computational load. However, the original GM(1,1) grey prediction model uses a mathematical hypothesis and approximation to transform a continuous differential equation into a discrete difference equation in order to model a forecasting model.

其中梯度法是一个最常被使用来实现机器学习的方法之一,然而梯度法具有学习速度慢以及容易陷入局部最佳解的缺点,因此,本研究提出一个梯度预测搜寻法则(gradient forecasting search method, GFSM)来改善传统梯度法的缺点,用来提升一些以梯度学习法则为基础的分类器在资讯探勘上的效率与正确性;而一个所需资料量少、计算复杂度低且精确的预测模型是梯度预测搜寻法能否有效进行最佳解搜寻之关键因素,传统统计为基础之预测方法的缺点是需要较大量的数据进行预测,因此计算复杂度高,灰色预测模型具有建模资料少且计算复杂度低等优点,然而灰色预测理论以连续之微分方程式为基础,并且透过一些数学上的假设与近似,将连续之微分方程式转换成离散之差分方程式来对离散型资料进行建模及预测,这样的作法不尽合理,且缺乏数学理论上的完备性,因为在转换过程中已经造成建模上的误差,且建模过程仅考虑相邻的两个资料点关系,无法正确反应数列未来的变化趋势。

It is understandable that people's attitudes are divergent on this controversial issue.

可以理解的是/不可避免的是,人们在这个有争议的问题上的态度是不尽相同的。

When she is older she will be heiress to a large fortune, which it will be her duty to spend in a meritorious manner.

将来等她长大的那一天,她会是很大一笔财富的拥有者,而让我们感觉到荣耀的是使用这笔财富将是她的应尽的义务。

In public in the distance in the end in the far future in the form of in their efforts to survive incredible labour instead of/ instead it is believed that..\people believe…\sb\sth believed to be… It is said/ reported/ believed/ known/ thought that clause it is/was …that/who … It won't be long before we meet again. it/sb/sth is believed to be…=It is believe that… keep …from doing sth keep company with sb keep sb as prisoner keep sb company lay foundation for\of ….

尽全力做某事 without efforts 毫不费力不遗余力做某事努力做某事当众,公开地;当众,公开地;公然 in private =privately 在远处在远处,远方的 keep sb at a distance = keep sb's distance from 疏远别人最后,终于末尾最后终于 at the end of---在…末尾(at the 在末尾 beginning of 在未来,在将来在遥远的未来在将来; in the near 在未来在将来; future 在不远的将来以…形式形式在努力求生时体力劳动(者难以置信的劳动 physical labour 体力劳动者) skilled labour 技术工人相反,而不是而不是,代替相反而不是代替相信据说/报道信知想据说报道/信/知/想,报道强调句式不用多久…不用多久人们认为,据认为人们认为据认为保护…免受伤害保护免受伤害和某人结交囚禁某人陪伴某人奠定了…。

Gregory House is a doctor 』『 atypical, he never wore robes, always bearded, leaning on a cane, eating jelly beans all day long like a knock painkillers; he is convinced that everyone is lying 『』, or trying Avoid contact with patients or their families to meet, or a mockery of his best satire can be, even for patients acrimony; his diagnostic method deviant, repeatedly instructed subordinates three little ducks 』『 house-breaking patients into the room to find the source of illness; not hesitate to take extreme experimental treatment, the patient or their own force to the edge of death, is to unlock a Road for the difficult medical problem.

Gregory House是一名『非典型医生』,他从不穿白大褂,永远是胡子拉碴,拄着一根拐杖,成天吃糖豆似的磕止痛片;他坚信『每个人都说谎』,要么竭力避免与病人或家属见面,要么极尽讽刺嘲弄之能,甚至对病人恶言相向;他的诊断方式离经叛道,多番指示手下三只『小鸭子』破病人家门而入,寻找致病源头;不惜采取极端的实验性治疗方案,把病人或自己迫向死亡边缘,为的是解开一道道棘手的医学难题。

Thank those flowers, and life has again been pickpocketing; those tears to make a flight, running away with the crystal; those beautiful voices, such as the Voice of Angels, as they have a dream; cloth dolls that smile again and re-blooming , but fixed in the distant heaven; them himself: I can no longer be given from this gentle love my people and I love, my secret diary from this collection never really became a secret, my if there is no memory of the color of flame, like a snake swallow a letter describing the position on the future; color my world has always been so gorgeous, the vision of girls, girls do not really have too much sky the clouds, even every ray of sunshine every day is like a butterfly-like羽翅fibrillation in my eyes, let me indulge.

那些花儿谢了,生命又一次被扒窃;那些泪珠飞尽了,晶莹随着绝尘而去;那些声音亮丽如天籁之声,如同她们曾经的梦想;那些布娃娃的笑容一次次重新绽放了,却定格在遥远的天堂;她们自语道:我的温柔从此再也不能给予爱我的人和我爱的人,我的日记里收藏的秘密从此真的成了永远的秘密,我的记忆里好象也没有火焰的颜色,蛇信般吞噬关于未来的述说;我的色彩世界其实一直都是那么的斑斓,女孩的视野、女孩的天空真的不会有太多的阴霾,即使是每一缕阳光也是每一天都象蝴蝶的羽翅般颤动在我的眼前,让我沉醉。

The system of keeping vigil beside the dead in ancient China refers to the norms of behavior of the mourners while in mourning and is an important exhibition of the Confucian filial duty, whose basic requirement is a full expression of mournfulness.

中国古代的守丧制度是指服丧者在丧期内的行为规范,是丧服制度的重要内容。守丧制度是儒家"孝道"的重要体现,其基本要求就是尽"哀"。

I don't care if you remembered me or not, because loads of money became your desire, non-limit of wealth were your pursuit; name-brand, status, and title were your boast.

你们忘了我,没有关系,我也不在意。因为你们今天要的是滚滚不断的钞票,追求的是一生享用不尽的财富,夸耀的是名牌,地位,与头衔。

The understanding that noblesse oblige is not an obligation limited to a particular class but one that can be given to anyone, as well as a shared responsibility for all to uphold together—this is the ultimate destination of "Prince Hours."

因此,所谓(社会上层人物在道德或慈善上应有的义务),并不是只局限于特定阶层应尽的义务,它对于任何人都有效,义务是我们应该共同履行的义务,所有人都应该记住这一点,这也是本剧最终的意图所在。

Would one not think that the Church would count this one of the chief means of grace, and seek above everything to cultivate in God's children the power of an unceasing prayerfulness on behalf of the perishing world?

代祷!谁能说这不是作神儿女的胆量的最神圣的操练,以及与神交通的最高特权与享受?——也是神所使用的能力,作为工具,为了他伟大的工作,就是使人成为他的居所并彰显他的荣耀,谁能不认为代祷是教会该用以作为恩典的一个主要凭借并该尽一切的力量来培植神的儿女,成为这将毁世界不住祷告的能力。

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According to the clear water experiment, aeration performance of the new equipment is good with high total oxygen transfer coefficient and oxygen utilization ratio.

曝气设备的动力效率在叶轮转速为120rpm~150rpm时取得最大值,此时氧利用率和充氧能力也具有较高值。

The environmental stability of that world - including its crushing pressures and icy darkness - means that some of its most famous inhabitants have survived for eons as evolutionary throwbacks, their bodies undergoing little change.

稳定的海底环境─包括能把人压扁的压力和冰冷的黑暗─意谓海底某些最知名的栖居生物已以演化返祖的样态活了万世,形体几无变化。

When I was in school, the rabbi explained everythingin the Bible two different ways.

当我上学的时候,老师解释《圣经》用两种不同的方法。