In this paper , we improve the objective function of back propagation algorithm based on different financial actual situation . change the objective function into the expectation and the variance of error function to make its application more wide 本文首先基于bp算法应用于金融实务领域的不同,对原bp算法的单一目标函数进行了改进,分别取其期望目标和方差目标,进行了bp算法的推广,使其应用范围更广。
In order to override the well - known limitation of back propagation algorithm , such as local grade problem , we suggest genetic algorithm , a global optimization algorithm , to optimize the weights set . the different parts of this model were modularized and combined as a prediction system 通过对固定网络结构的权系值进行遗传操作,优化网络的权系值组合,快速收敛到最优权系值组合,进而提高网络的分析预测效率和能力。
The multiplayer forward neural network and its training algorithm are thorough analyzed , error back propagation algorithm is derived from the mathematic , the problem of bp algorithm is indicated . the improved bp algorithm with many target recognition is constructed 详细分析了多层前馈型神经网络描述及训练算法机理,从数学的角度推导了误差逆传播算法( bp算法) ,同时指出了bp算法存在的问题。构建了一种用于多目标识别的改进的bp算法。
On the basis of analysing multilayer forward artificial neural networks which based on back propagation algorithms and basic principles of the adaptive noise cancellation system , this paper sets up an adaptive noise cancellation controller based on artificial neural network , which is proved to be more efficient in the noise cancellation and has robust performance based on simulink of matlab at the end , this paper proposes some advices of model and algorithms 在对基于误差反向传播学习算法的多层前向人工神经网络进行分析基础上,结合传统自适应噪声抵消系统基本原理,建立了基于人工神经网络的自适应噪声抵消器,经基于matlab的simulink仿真实例证明,具有很强的噪声滤除能力和鲁棒性。最后并提出了网络及算法进一步改进的方法。
Based upon the deficiencies of the back propagation algorithm in the practical application , after some mechanisms effecting the network training and the other performances are analyzed when training samples with disturbance are employed in training , in this paper , through combining the chief thoughts of the classical bp algorithm and the robust statistic technique , improving the optimal algorithm of the bp algorithm , a new algorithm with high robustness - robust adaptive bp algorithm is proposed , and also make a good effect when integrated this new algorithm with the dynamical bp network to predict the stock price 本文从基本bp算法在应用中存在的不足出发,着重分析了训练样本中所含噪声对基本bp算法在网络训练过程中产生的不良影响,并以此为依据,采用鲁棒统计技术,同时在优化算法上做了一些有益的改进,提出一种新的具有较强抗干扰能力的bp算法? ?鲁棒自适应bp算法,并将其应用于动态bp网络,进行股票价格的预测,取得了较好的预测效果。
back: n. 1.背,背部;背脊;背面,反面;背后,后部,后面, ...algorithm: n. 【数学】算法;规则系统;演段。 bpa back propagation algorithm: 反向传播算法error back propagation algorithm: 误差反传算法propagation algorithm: 繁衍算法back propagation: 后向传播,反向传播sequential propagation algorithm: 顺序繁衍算法b back propagation: 反向传播back propagation network: 反传网络back-propagation network: 倒传递网络; 反传网络back-propagation neutral network: 倒转神经网络bpn back propagation net: 误差逆传搬学习back track algorithm: 回溯算法back-track algorithm: 回溯算法fast-back algorithm: 快返回算法slow back algorithm: 慢返回算法slow-back algorithm: 慢返回算法binary exponential back-off algorithm: 截短二进制指数补偿算法propagation: 持续培养; 传播,宣传; 传播;繁殖;生长; 传波; 第八章繁殖技术; 繁殖;传送; 广传; 扩散; 乐殖; 散括; 增长; 增生; 增殖the algorithm: 算法at the back: 在后面at the back of: 在...的背后back: n. 1.背,背部;背脊;背面,反面;背后,后部,后面,里面。 2.(指)甲;(刀)背;(手)背;(书)背;(椅子)靠背;(山)脊;(船的)龙骨;衬垫,底座。 3.体力;力气。 4.【摔跤】仰面倒下。 5.【戏剧】(舞台的)背景。 6.足球后卫。 7.【语言学】舌根音[软口盖音]。 8.(pl. -s) 〔美国〕假钞票。 at the back of a house 房屋背后。 The back of the mouth 口腔深处。 Full back (足球的)后卫。 Half back 中卫。 Lazy back 椅子的靠背。 At sb.'s back 做某人的靠山。 At the back of 在…之后,在…背后 (at the back of one's mind 在心里,内心上;下意识)。 Back and belly 背与腹;衣食;腹背(都)。 Back and edge 尽力,拼命。 Back to back (with) 背对背。 Behind sb.'s back 在某人背后;背地里,暗中。 Break one's back 折断脊背骨;负担过重,承受不住。 Break the back of 1. 毁坏;伤其要害。 2. 克服某事最艰巨的部分;度过最困难的时刻。 Cast sth. Behind one's back 把某事置之脑后。 Get off sb.'s back 停止对某人攻击[责难]。 Get one's back up 发怒。 Get [put, set] sb.'s back up 〔口语〕触怒某人,惹恼〔由猫怒弓背而来〕。 Get the back of 绕至…的背后。 Give [make] a back (游戏)弯背作马状供人跳过。 Give the back to (转过身子)背向着,遗弃。 Have [with] one's back to the wall 陷入绝境。 Have sb. At one's back 以某人作靠山。 In back of 〔美口〕在…之后,在…的背面。 On one's back 仰向,朝天 (lie on one's back 仰卧。 Fall on one's back 仰面倒下;背,驮;逼近背后)。 On [upon] the back of 由…背后,紧靠…的后面,继续;此外,加之。 One's back is up (像猫发怒一样)耸着背 (His back was up. 他发怒了)。 Put one's back into (sth.) 努力干(某事)。 See the back of 赶走,撵走;摆脱某人。 Set one's back against the wall 以寡敌众,负隅顽抗。 Show the back to 逃出,逃离。 Slap sb. On the back 拍拍(某人)脊背〔表示赞成、鼓励〕。 The Backs 〔英口〕 (Cambridge 大学的)校后校园。 The back of beyond 偏僻之地,遥远的地方。 To the back 到骨髓,完全。 Turn the back 逃亡,败走。 Turn the [one's] back on 不理睬;丢弃;逃出。 adj. 1.后部的,背部的;后面的 (opp. Front) 内地的,偏僻的;〔美国〕边远的,边陲的。 2.(货物等)回程的;向后动的,逆的。 3.(思想)落后的。 4.〔美国〕未缴的,拖欠下的,未付的。 5.(杂志等)过了期的。 6.【语言学】舌根的。 a back street 〔美国〕背街。 A back door 后门。 Back teeth 大牙,槽牙。 A back settler 边疆居民,边疆移住民。 Back cargo 归程(载运的)货物。 A back current 逆流。 A back salary [rent] 欠薪[租]。 Give a back answer 回嘴;顶撞。 Take a back seat 坐末位,坐下席;谦下。 Take the back track 〔美国〕回去,退去。 adv. 1.向后,退,在后面,向背面,倒,回头,返,归,复;离开;隐匿。 2.压制着,勒,扣,阻碍。 3.以前,过去;从前。 answer back回嘴。 Pay back付还。 Send back送回。 What is the fare to London and back? 去伦敦来回要多少钱? A few pages back 两三页前。 For some time back 前些时以来。 Two years back 二年前。 vt. 【计算机】备份,把(文件等)备份(up)。 To back up tiles is tedious work.把文档备份是一项枯燥无味的工作。 ?B-! 回去! Back and forth 〔美国〕 1. 来来去去。 2. 翻来覆去。 Back of 〔美口〕在…的后部,在…的背后。 Be back 〔口语〕回家;回来 (I'll be back in a minute. 马上就回来)。 Come back = go back 回,归。 Go back from [(up) on] 抛弃,辜负;出卖(朋友) (He went back on his friends. 他背叛了朋友)。 Go back from one's word 违约,食言。 Keep back ! 不要过来!不要前进! Keep back (sth.) 阻止向前;忍住;勒住;扣下;隐匿[瞒] (keep back the truth 隐瞒真相)。 Look back 回顾。 Talk back 回嘴,还嘴;反复重说。 There and back = to and back 往返;来回。 vt. 1.裱(画);给…装背衬;装上(椅)背;作(风景等)的背景。 2.给…做后援,支持,资助;怂恿;下睹注于。 3.背书(支票等),落名(信后等)。 4.使后退,使折回。 5.乘,骑(马);〔口语〕背,驮。 6.〔美国〕位于…的背后。 back an automobile 倒车,退车。 Back a picture 裱画。 Back a check 背书支票,在支票背面签字。 vi. 退后,倒退,逆行;(风向)反(时针)转。 Back a sail 【航海】转帆使船缓进。 Back and fill 【航海】(风向紊乱时)看风使舵因势前进;〔美国〕逡巡,踌躇。 Back down 放弃权利等,撒手;打退堂鼓,取消前言。 Back off 退避;后退。 Back on to 〔美国〕背靠着。 Back out (of) 缩手(放弃某事),取消;扭松,旋出;逃避(责任等)。 Back the wrong horse 〔美口〕估计错;选错。 Back up 支持,为…撑腰;堵塞,拦(水);【棒球】抢救后方;【计算机】把(文件等备份)。 back in: 后内刃back into: 倒车撞上(某物); 用臂部或向后挪与对方接触