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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。

And by applying the linear dispersion relation of wave, all the properties of wave refraction including wave rays, constant phase lines, phase function and crest lines etc., can be expressed in explicit functions. By introducing an orthogonal curvilinear coordinate along the wave ray and the constant phase line, and with an estimated scale factor, the refraction coefficients along any wave ray can then be determined. The present results are verified by ordinary wave ray theory and some previous numerical results.

就此特例情况在波浪的线性分散关係的应用下，前进波浪折射现象的整体特性，包括波向线、等位相线、位相函数与波峰线皆被导述出明確显然的函数表示；同时引入由沿著波向线与等位相线所构成的完全符合波浪折射几何通性的正交曲线座標，求出其尺度因子后，由能通量守衡原则定出沿著任一条波向线上的折射係数；並由之对往昔纯依两相邻的波向线间的几何类比所给定的折射係数给予导証之。

The electro-optical device includes, in a peripheral area, image signal lines which run from an external circuit connection terminal to a sampling circuit detouring a periphery of a data line driving circuit, and a vertical conducting terminal which is laid in a second side of the TFT array substrate intersecting the first side in the peripheral area observed from the sampling circuit and which electrically conducts to a counter substrate.

电光装置，在周边区域具有从图像信号端子迂回绕过数据线驱动电路的周围而到达采样电路的图像信号线和在周边区域中从采样电路看在与第1边相邻的一个基板的第2边附近配置的、实现与另一基板侧的电的上下导通的上下导通端子。

The basolateral M cell surface is invaginated to form an intracellular central pocket into and out of which lymphocytes and macrophages.

M细胞是一种特化的上皮细胞，多分布于Peyer's结圆顶区的周边，FAE的顶端未见M细胞；其结构有别于相邻的肠上皮细胞，表面没有长而整齐的微绒毛，取而代之的是粗而短的微皱褶，胞质内终末网不发达，溶酶体较少，基底膜向顶部穹隆状突起，形成一&口袋&样结构，其中含有多个免疫活性细胞。

Lawsuit reconciliation has following characters: firstly, the connotation of lawsuit reconciliation is different from extra-litigation conciliation, court mediation and civil execution reconciliation; secondly, the procedure and result of lawsuit reconciliation is formatted by the rules as well as the consensus.

诉讼和解的制度概貌包括如下几点：其一，在内涵上诉讼和解不同于相邻的诉讼外和解、法院调解以及执行和解；其二，在制度形态上诉讼和解不但强调合意的纯化，其过程和结果还受合意和规范的二元规制，如何评价诉讼和解的功能则存在多样化基准；其三，诉讼和解制度植根于民事诉讼的基本原则，又推动了诉讼原则的更新。

A suspension system installed between a chassis having side rail members and cross frame members and an axle of a vehicle, said suspension system including a step spring having a forward generally horizontal section having a leading end, a rearward generally horizontal section having a trailing end, a generally vertical section between and contiguous with the forward and rearward sections and displacing the rearward section below the forward section, said leading end of said step spring being pivotally attached to said chassis, spring means extending between said chassis and said trailing end of said step spring and said axle being pivotally secured by print means to a mounting means on said forward generally horizontal section, said pivot means being above said axle.

悬架系统安装底盘之间的铁路有一方成员和跨帧成员和车轴的车辆说，悬挂系统包括一个步骤春天提出了总体水平有一个部分领导为此，后面一节一般水平落后了年底，一个普遍的垂直节之间和相邻的前进和向后章节和取代后面一节一节向前说，领导说，年底春天正在一步至关重要重视底盘说，春季是指说，延长底盘之间，并表示尾随说，年底的一步春天，并表示正在车轴至关重要担保印刷手段越来越方式表示着一般水平段说，转身意味着上述表示的轴。

In this study, we compared the longevity region Bama with its non-longevity adjacent region – Baise(the proportion of centenarian is 8.4 millionths), the results indicated that lifestyle, eating habits and other factors reported before on the Bama contribution of longevity is relatively minor, the small size group of water molecule in food and water is the main reason for Bama longevity.

在这些众多的因素中，通过与巴马相邻的非长寿地区--百色地区（百岁老人比例为百万分之8.4）对比，我们认为良好的生活习俗、饮食习惯、洁净的空气等因素对巴马长寿的贡献是比较次要的，食物中水份和饮用水中水份的小分子团化水作用才是巴马长寿的最主要原因。

The display substrate includes a gate line formed so as to be extended in the horizontal direction in the display region, a data line formed so as to be extended in the longitudinal direction on a gate insulating film which insulates the gate line in the display region and a gate driving circuit part formed in the first peripheral region adjacent to the first terminal part of the gate line.

第一基板包括设置在显示区域中并且在第一方向上延伸的多条栅极线、设置在使这些栅极线绝缘的栅极绝缘层上并且在实质垂直于第一方向的第二方向上延伸的多条数据线、和设置在与栅极线的第一端相邻的第一外围区域内的栅极驱动电路部分。

This pole plate in this invention consists of he two piece or much more than two piece of the collection dust grid plate that everyone is in parallel, the alternation of the corona wire is between the two adjacent collection dust grid plate, the anode and the cathode of the high voltage generator connect respectively with the corona wire and the pole plate, the inner frame and the outer frame in this invention are oblong, the collection dust cell in this invention fits in the air inlet of the interior one of the air condition, it is fitted in the air inlet of the air condition engine used the fastening piece, the pole plate in this invention is make up of the conductive plastics.

一种微尘处理器，具有高压发生器及集尘单元两部分构成，其中集尘单元为线板式放电结构，其特征是：所述集尘单元主要部件有电晕线、极板和固定电晕线的外边框和固定极板的内边框，所述极板由两条或两条以上相互平行的集尘栅板构成，电晕线间隔位于相邻的两块集尘栅板之间，高压发生器的正、负两极分别与电晕线和极板相连接，所述内边框和外边框为长方形，所述的集尘单元安装在空调机室内单元的进风口处，用紧固件固定在空调机进风口上，所述的极板采用导电塑料制成。

Tucked away in the fashionable neighbourhood of Darlinghurst, with it's many and avante-garde galleries, trendy bars, and innovative cafes, vibrant Kings Cross is a short stroll away, and public transport to all of Sydney's famous beaches is easily accessible.

悉尼也是一个冒险家喜欢的地方，那有丰富的自然宝藏，迷人的岛屿，乌龟，企鹅，澳洲皮毛海豹和鲸，所有的这些都存在于这座孤岛的海岸公园，及远离海岸，与Narooma相邻的Montague岛上。

Lugalbanda was a god and shepherd king of Uruk where he was worshipped for over a thousand years.

Lugalbanda 是神和被崇拜了一千年多 Uruk古埃及喜克索王朝国王。

I am coming just now,' and went on perfuming himself with Hunut, then he came and sat.

我来只是现在，'歼灭战perfuming自己与胡努特，那麼，他来到和SAT 。