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sklearn0.19中文文档

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sklearn0.19中文文档 PDF格式高清。.1. 广义线性模型1.1.1. 普通最小二乘法1.1.1.1. 普通最小二乘法复杂度1.1.2. 岭回归1.1.2.1. 岭回归的复杂度1.1.2.2. 设置正则化参数:广义交叉验证1.1.3. Lasso1.1.3.1. 设置正则化参数1.1.3.1.1. 使用交叉验证1.1.3.1.2. 基于信息标准的模型选择1.1.3.1.3. 与 SVM 的正则化参数的比较1.1.4. 多任务 Lasso1.1.5. 弹性网络1.1.6. 多任务弹性网络1.1.7. 最小角回归1.1.8. LARS Lasso1.1.1.监督学习1.1.广义线性模型o1.1.1.普通最小二乘法1.1.1.1.普通最小二乘法复杂度o1.1.2.岭回归1.1.2.1.岭回归的复杂度1.1.22.设置正则化参数:广义交叉验证o 113. Lasso■1.1.3.1.设置正则化参数1.1.3.1.1.使用交叉验证■1.1.3.1.2.基于信息标准的模型选择1.1.3.1.3.与SVM的正则化参数的比较o1.1.4.多任务 Lassoo1.1.5.弹性网络o1.1.6.多任务弹性网络o1.1.7.最小角回归o.8. LARS Lasso■1.1.8.1.数学表达式o1.1.9.正交匹配追踪法(OMP)o1.1.10.贝叶斯回归1.1.10.1.贝叶斯岭回归1.1.10.2.主动相关决策理论-ARD1.1.11. logistic回归o1.1.12.随机梯度下降,SGDo1.1.13. Perceptron(感知器)o1.1.14. Passive Aggressive Algorithms(被动攻击算法)o1.1.15.稳健回归( Robustness regression):处理离群点( outliers)和模型错误1.1.15.1.各种使用场景与相关概念■1.1.15.2. RANSAC:随机抽样一致性算法( RANdomSAmple Consensus1.1.15.2.1.算法细节1.1.15.3.Thel-sen预估器:广义中值估计1.1.153.1.算法理论细节1.1.154. Huber回归1.1.155.注意1.1.16.多项式回归:用基函数展开线性模型1.2.线性和二次判别分析o1.2.1.使用线性判别分析来降维o12.2.LDA和QDA分类器的数学公式o123.LDA的降维数学公式o1.2.4. Shrinkage(收缩)o12.5.预估算法1.3.内核岭回归1.4.支持向量机o1.4.1.分类■1.4.1.1.多元分类■1.4.1.2.得分和概率1.4.1.3.非均衡问题1.4.2.回归o143.密度估计,异常( novelty)检测o1.4.4.复杂度o1.4.5.使用诀窍o1.4.6.核函数1.4.6.1.自定义核14.6.1.1.使用 python函数作为内核1.4.6.1.2.使用Gram矩阵14.6.1.3.RBF内核参数o1.4.7.数学公式1.4.7.1.sVC■1.4.7.2. NuSVo1.4.7.3.sVRo14.8.实现细节1.5.随机梯度下降o1.5.1.分类o1.5.2.回归1.5.3.稀疏数据的随机悌度下降o1.5.4.复杂度o1.5.5.实用小贴士o1.5.6.数学描述■1.5.6.1.SGDo1.5.7.实现细节1.6.最近邻o1.6.1.无监督最近邻■1.6.1.1.找到最近邻1.6.1.2. KDTree和 BallTree类1.62.最近邻分类o16.3.最近邻回归o1.6.4.最近邻算法1.64.1.暴力计算■1.6.4.2.K-D树1.64.3.Ba|树■1.6.4.4.最近邻算法的选择1.6.4.5.1 eaf size的影响o165.最近质心分类1.6.5.1.最近缩小质心1.7.高斯过程o1.7.1.高斯过程回归(GPR)o1.7.2.GPR示例1.7.2.1.具有噪声级的GPR估计1.722.GPR和内核岭回归( Kernel Ridge Regression)的比较1.7.2.3. Mauna loa co2数据中的GRRo1.7.3.高斯过程分类(GPC)o1.7.4.GPC示例1.7.4.1.GPC概率预测■1.74.2.GPC在XOR数据集上的举例说明■1.7.4.3.iris数据集上的高斯过程分类(GPC)o1.7.5.高斯过程内核1.7.5.1.高斯过程内核AP■1.7.5.2.基础内核■1.7.5.3.内核操作1.7.5.4.径向基函数内核1.7.5.5. Matern内核1.7.5.6.有理二次内核1.7.5.7.正弦平方内核1.7.58.点乘内核■1.7.5.9.参考文献o1.7.6.传统高斯过程1.7.6.1.回归实例介绍1.7.62.噪声数据拟合17.6.3.数学形式1.7.6.3.1.初始假设■1.7.6.32.最佳线性无偏预测(BLUP)1.7.6.3.3.经验最佳线性无偏估计( EBLUP)1.7.6.4.关联模型1.7.6.5.回归模型1.7.6.6.实现细节1.8.交叉分解1.9.朴素贝叶斯o1.9.1.高斯朴素贝叶斯o1.92.多项分布朴素贝叶斯1.9.3.伯努利朴素贝叶斯1.9.4.堆外朴素贝叶斯模型拟合1.10.决策树o1.10.1.分类o1.10.2.回归o1.10.3.多值输出问题o1.10.4.复杂度分析o1.10.5.实际使用技巧1.10.6.决策树算法:ID3,C4.5,c5.0和CARTo1.10.7.数学表达1.10.7.1.分类标准■1.10.7.2.回归标准1.11.集成方法o1.111. Bagging meta-estimator( Bagging元估计器)o1.11.2.由随机树组成的森林1.11.2.1.随机森林1.11.2.2.极限随机树1.11.2.3.参数1.11.24.并行化1.11.2.5.特征重要性评估1.11.2.6.完全随机树嵌入o 1.113. AdaBoost1.11.3.1.使用方法o1.114. Gradient Tree Boosting(梯度树提升)1.11.4.1.分类1.11.42.回归1.114.3.训练额外的弱学习器1.11.4.4.控制树的大小■1.11.4.5. Mathematical formulation(数学公式)■1.11.4.5.1. LoSS Functions(损失函数)1.114.6. Regularization(正则化)■1.14.6.1.收缩率( Shrinkage)■1.1.4.6.2.子采样( Subsampling)■1.11.4.7. Interpretation(解释性)1.114.7.1. Feature importance(特征重要性)1.114.7.2. Partial dependence(部分依赖)o1.11.5. Voting Classifier(投票分类器)1.115.1.多数类标等(又称为多数/硬投票)1.11.5.1.1.用法■1.11.52.加权平均概率(软投票)1.11.5.3.投票分类器( Voting Classifier)在网格搜索( Grid search)应用1.11.5.3.1.用法1.12.多类和多标签算法o1.12.1.多标签分类格式o1.12.2.1对其余1.122.1.多类学习1.122.2.多标签学习o1.12.3.1对11.12.3.1.多类别学习o1.12.4.误差校正输出代码1.12.4.1.多类别学习o1.12.5.多输出回归o1.12.6.多输出分类o1.12.7.链式分类器·1.13.特征选择1.13.1.移除低方差特征o1.13.2.单变量特征选择o1.13.3.递归式特征消除o1.13.4.使用 Select From Mode选取特征■1.13.4.1.基于L1的特征选取1.13.4.2.基于Tree(树)的特征选取1.13.5.特征选取作为 pipeline(管道)的一部分1.14.半监督学习o1.14.1.标签传播1.15.等式回归1.16.概率校准1.17.神经网络模型(有监督)o1.17.1.多层感知器o1.17.2.分类o1.17.3.回归o1.17.4.正则化o1.17.5.算法o1.17.6.复杂性o1.17.7.数学公式o1.178.实用技巧o1.17.9.使用 warm start的更多控制

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  • wifi 802.11n 协议标准
    wifi 802.11n 协议标准Contents2. Normative references ........................................................................................................................... 13. Definitions ...........................................................................................................EEE Std802.11n"-2009(Amendment to ieEE Std 802.11-2007as amended by ieee std 802. 11k-2008EEE Std80211r-2008, EE Std802.11y-2008,and IEEE Std 802. 11w-2009)EEE Standard forInformation technology-Telecommunications and informationexchange between systems-Local and metropolitan area networks-Specific requirementsPart 11: Wireless LAN Medium Access Control (MAC)and Physical Layer(PHY SpecificationsAmendment 5: Enhancements for HigherThroughputSponsorLANIMAN Standards committeeof theIEEE Computer SocietyApproved 11 September 2009IEEE-SA Standards boardAbstract: This amendment defines modifications to both the IEEE 802 1 1 physical layer(PHY)andthe IEEE 802 11 medium access control (MAC) sublayer so that modes of operation can be enabledthat are capable of much higher throughputs, with a maximum throughput of at least 100 Mb/s, asmeasured at the Mac data service access point (SAP)Keywords: high throughput, MAC, medium access control, MIMO, MIMO-OFDM, multiple inputmultiple output, PHY, physical layer, radio, wireless local area network, WLANThe Institute of Electrical and Electronics Engineers, Inc.3 Park Avenue New york NY 10016-5997 USACopyright@ 2009 by the Institute of Electrical and Electronics Engineers, IncAll rights reserved. Published 30 October 2009. Printed in the United States of AmericaIEEE is a registered trademark in the U.S. Patent Trademark Office, owned by the Institute of Electrical and ElectronicsEngineers, IncorporatedPDFSBN978-0-7381-60467STD95961Print:|SBN9780-7381-6047-4STDPD95961No part of this publication may be reproduced in any form, in an electronic retrieval system or otherwise, without the priorwritten permission of the publisherIEEE Standards documents are developed within the ieee Societies and the standards Coordinating Committees ofthe IEee Standards Association (IEEE-SA) Standards Board. The ieee develops its standards through a consensusdevelopment process, approved by the American National Standards Institute, which brings together volunteersrepresenting varied viewpoints and interests to achieve the final product. Volunteers are not necessarily members of theInstitute and serve without compensation. While the ieee administers the process and establishes rules to promotefairness in the consensus development process, the ieee does not independently evalof any of the information or the soundness of any judgments contained in its standar uate, test, or verify the accuracyUse of an IEEE Standard is wholly voluntary. The ieee disclaims liability for any personal injury, property or otherdamage, of any nature whatsoever, whether special, indirect, consequential, or compensatory, directly or indirectlyresulting from the publication, use of, or reliance upon this, or any other iEFF Standard documentThe ieee does not warrant or represent the accuracy or content of the material contained herein, and expresslydisclaims any express or implied warranty, including any implied warranty of merchantability or fitness for a specificpurpose, or that the use of the material contained herein is free from patent infringement. IEEE Standards docunentsare supplied‘ASIS.The existence of an IEEE Standard does not imply that there are no other ways to produce, test, measure, purchasemarket, or provide other goods and services related to the scope of the ieee Standard. Furthermore, the vintexpressed at the time a standard is approved and issued is subject to change brought about through developments in thetate of the art and comments received from users of the standard. Every ieee standard is subjected to review at leastevery five years for revision or reaffirmation, or every ten years for stabilization. When a document is more than fiverears old and has not been reaffirmed, or more than ten years old and has not been stabilized, it is reasonable toconclude that its contents, although still of some value, do not wholly reflect the present state of the art. Users arecautioned to check to determine that they have the latest edition of any IEEE StandardIn publishing and making this document available, the IEee is not suggesting or rendering professional or othcrservices for, or on behalf of, any person or entity. Nor is the IEEE undertaking to perform any duty owed by any otherperson or entity to another. Any person utilizing this, and any other IEEE Standards document, should rely upon his orher independent judgment in the exercise of reasonable care in any given circumstances or, as appropriate, seek theadvice of a competent professional in deternining the appropriateness of a given IEEE standardInterpretations: Occasionally questions may arise regarding the meaning of portions of standards as they relate tospecific applications. When the need for interpretations is brought to the attention of IEEE, the Institute will initiateaction to prepare appropriate responses. Since IEFF Standards represent a consensus of concerned interests, itimportant to ensure that any interpretation has also received the concurrence of a balance of interests. For this reason,IEEE and the members of its societies and Standards Coordinating Committees are not able to provide an instantresponse to interpretation requests except in those cases where the matter has previously received formal considerationA statement, written or oral, that is not processed in accordance with the IEEE-SA Standards Board Operations Manualshall not be considered the official position of ieee or any of its committees and shall not be considered to be, nor berelied upon as, a formal interprctation of the IEEE. At lectures, symposia, seminars, or educational courses, anindividual presenting information on IEEE standards shall make it clear that his or her views should be considered thepersonal views of that individual rather than the formal position, explanation, or interpretation of the IeEeComments for revision of IEEE Standards are welcome from any interested party, regardless of membership affiliationwith IEEE. Suggestions for changes in documents should be in the form of a proposed change of text, together withappropriate supporting comments. Recommendations to change the status of a stabilized standard should include atonale as to why a revision or withdrawal is required. Comments on standards and requests for interpretations shouldbe submitted to the following addressSecretary, IEEE-SA Standards board445 Hoes lanePiscataway, NJ 08854USAAuthorization to photocopy portions of any individual standard for internal or personal use is granted by The Instituteof Electrical and Electronics Engineers, Inc, provided that the appropriate fee is paid to Copyright Clearance CenterTo arrange for payment of licensing fee, please contact Copyright Clearance Center, Customer Service, 222 RosewoodDrive, Danvers, MA 01923 USA; +1978750 8400 PerImission lo photocopy portions of any individual standard foreducational classroom use can also be obtained through the Copyright Clearance CenterIntroductionThis introduction is not part of IEee Std 802. 11n-2009, IEEE Standard for Information technology-Telecommunications and information exchange between systems--Local and metropolitan networks--Specifirequirements-Part 11: Wireless LAN Medium Access Control(MAC) and Physical Layer(PHY) SpecificationsAmendment 5: Enhancements for Higher ThroughputThis amendment specifies enhancements to IEEE 802. 11 physical layer(PHY)and medium access control(MAC) sublayer to provide modes of operation with useful data rates substantially higher than thosepreviously available. Significantly higher IEEE 802. 11 wireless local area network(WLAN) throughput isexpected to improve user experiences for current applications and to enable new applications and marketsegmentsNotice to usersLaws and requlationsUsers of these documents should consult all applicable laws and regulations. Compliance with theprovisions of this standard does not imply compliance to any applicable regulatory requirementsImplementers of the standard are responsible for observing or referring to the applicable regulatoryrequirements. iEEE does not, by the publication of its standards, intend to urge action that is not incompliance with applicable laws, and these documents may not be construed as doing so on that is not inCopyrightsThis document is copyrighted by the Ieee. It is made available for a wide variety of both public and privateuses.These include both use, by reference, in laws and regulations, and use in private self-regulationstandardization, and the promotion of engineering practices and methods. By making this documentavailable for use and adoption by public authorities and private users, the ieee does not waive any rights incopyright to this documentUpdating of IEEE documentsUsers of ieFF standards should be aware that these documents may be superseded at any time by theissuance of new editions or may be amended from time to time through the issuance of amendments,corrigenda, or errata. An official ieee document at any point in time consists of the current edition of thedocument together with any amendments corrigenda or errata then in effect In order to determine whethera given document is the current edition and whether it has been amended through the issuance ofamendmentscorrigendaorcrrata,visittheIeeEStandardsAssociationwebsiteathttp://ieeexplore. ieee. org/xpl/standards. jsp or contact the iEee at the address listed previously.For more information about the IEEE Standards Association or the Ieee standards development process,visittheIeeE-sawebsiteathttp://standards.ieeeorgErrataErrata,ifanyforthisandallotherstandardscanbeaccessedatthefollowingUrl:http://standards. ieee. org/reading/ieee/updates/errata/index. html. Users are encouraged to check this URL forta periodicallyInterpretationsCurrentinterpretationscanbeaccessedatthefollowingUrl:http://standards.ieeeorg/reading/ieee/interp/index htmlCopyright C 2009 IEEE. All rights reservedPatentsAttention is called to the possibility that implementation of this amendment may require use of subjectmatter covered by patent rights. By publication of this standard, no position is taken with respect to theexistence or validity of any patent rights in connection therewith. a patent holder or patent applicant hasfiled a statement of assurance that it will grant licenses under these rights without compensation or underreasonable rates, with reasonable terms and conditions that are demonstrably free of any unfairdiscrimination to applicants desiring to obtain such licenses. Other Essential Patent Claims may exist forwhich a statement of assurance has not been received. The Ieee is not responsible for identifying EssentialPatent Claims for which a license may be required, for conducting inquiries into the legal validity or scopeof Patents Claims, or determining whether any licensing terms or conditions are reasonable or nondiscriminatory. Users of this standard are expressly advised that determination of the validity of any patentrights, and the risk of infringement of such rights, is entirely their own responsibility. Further informationmay be obtained from the ieee Standards associationParticipantsWhen this amendment was sent to sponsor ballot, the IEEe 802. 11 Working Group had the followingofficersBruce P. Kraemer, ChairJon Walter Rosdahl, Vice Chair; Treasurer; and Chair, Task Group mbAdrian P. Stephens Vice chairStephen McCann, Secretary and Chair, Publicity standing Committee and Task group uTerry L. Cole, Technical Editor and Assigned Number AuthorityTeik-Kheong Tan, Chair, Wireless Next Generation Standing CommitteeDavid Bagby, Chair, Architecture Standing CommitteeBruce p. kraemer Co-Chair IMT-Advanced ad hoc commiteeLee armstrong, Chair, Task Group pDonald E Eastlake Ill, Chair;, Task Group sNeeraj Sharna, Chair, Task group lDorothy V. Stanley, Chair, Task Group v and IETF Ad hoc CommitteeJesse Walker, Chair. cTl Ad hoc committeePeter Ecclesine, Chair, Task group yMenzo Wentink, Chair, Task group zGancsh Venkatesan, Chair, Task Group aaEldad Perahia, Chair, Very High Throughput Study groupDarwin Enger, Co-Chair. IMT-Advanced ad hoc committeeWhen this amendment was sent to sponsor ballot, Task Group n had the following officersBruce P Kraemer. chairSILi. vice chairGarth Hillman and Jon Walter Rosdahl, SecretaryAdrian P. Stephens, Technical editorWhen this amendment was sent to sponsor ballot, the IEeE 802. 1l Working Group had the followingmembershiOsama S. aboulmagdMalik audchAmit bansalTomoko adachiCcrt A, awatoJohn. barrAlok aggarwalDavid bagbGal bassonCarlAldanaMichael bahrussa BavafaThomas AlexanderFan baiTuncer BaykasLee r. ArmstrongGabor BaikoJohn L. BenkoAlex ashleyDennis j. bakerMathilde benvenisteCopyright C 2009 IEEE. All rights reservedBiorn A. berkeRobert Y huangChiu ngoDaniel borgesDavid hunterEero nikulaAnthony braskichYasuhiko inoueRichardH. noensJoseph brennanAkio isoHideaki odagiriDavid britzJunghoon JeeJisung OhG. BumillerHongseok JeonChandra s. olsonNancy Cam-WingetYeonkwon JeongYouko omorNecati CanpolatJorjeta G JetchevaSatoshi oyamaJavier cardonaLusheng jiRichard H. PaineDouglas s ChanDaniel JiangAuld. palaniveluClint F. ChaplinPadam AflChangmin ParkCarl W. KainJungsoo parkMinho CheongNaveen K KakanMinyoung ParkMasato katoⅤ ijaykumar PatelNakjungDouglas KanBcminih. peirisLiwen chuRichard H. KennedyEldad perahiaTerry L. ColeJohn KenneJames e. petranovichRyon K. ColemanStuart 3. KerryAl PetrickCharles IJoonsuk kinFahd pirzadaTodor CooklevKyeongpyo KimJames d. portaroXavier p CostaSeong S. kimHenry s. PtasinskiDavid E CypherYongsan KimRene purnadiMarc de courvilleJarkko kneckChang w. PyoRolf J de vegtMark m. kobayashiEmily H QiTheodorus denteneerFumihide KojimaLuke QianJeremy de vriesTom KolzeHuyu QuSusan DickeyBruccp KJim e raabZhiming DingJohannes P KruysⅤ nuth raiYoshiharu doThomas KuehnelAli RaissiniaJohn dorseyThomas m. KuriharaHarish ramamurthyRoger P durandStephen G raymentSrinivasa duvvuriEdwin kwonLeonid razoumovDonald e. eastlakeZhou lanIvan reePeter Ecclesiaejeremy A landtEdward reussMichael ellisJoseph P. lauerAlex reznikStephen P. EmeottTae H. LeeRandal roebuckMarc emmelmannWooyoung leeJon walter rosdahlDarwin EngwerJoseph levyRichard royJoseph epsteinSheung liAlexander safonovⅤ inko ercegPaul linKazuyuki sakodaLars p. falkIlang liuHemanth sampathRobert fanfcllMichael livshitzKatsuyoshi SatoStefan fechterPeter LocHirokazu sawadaPaul h. feinberDaniel lubarDon schultzMatthew FischerAnthony f. maidaYongho SeokWayne k. FisherJakub majkowskiHuairong shaoRoberta fracchiAlastair MalarkyNeeraj sharmaRyuhei FundaJouni K. malinenStephen J ShellhammerMatthew gastAlexander maltsevlan SherlockJames p gilbBill marshallKai shiJeffrey gilbertRoman m. maslennikovShusaku shimadaReinhard GlogerSudheer mattaFrancois simonDavid goodallStephen Mc cannHarkirat SinghTugrul guenerJustin p mcnewGraham K. SmithJianlin gven meseckeMatt smithMark hamiltonRobert r. millerYoo-Seung SongC.J. HanseMichael monteKapil seBrian d. hartRajendra T. moortiVinay SridharaAmer A haHitoshi moriokaDorothy stanleⅤ egard hasselPeter MurrayAdrian P. StephensRobert f heileAndrew milesDavid S Stephenson〔 undo r. HertzRohit nabarCarl R. StevensonJunling hiJohn stineWendong huKengo nagataGuenaelt strutCopyright C 2009 IEEE. All rights reservedChin s SumGanesh VenkateHarry R. worstellEiji TakagiDalton t.Ⅴ ictorPengfei xiaMineo takaiGeorge A. vlantisAkira yamadaTcik-Khcong TanCssc r. walkerTakeshi yamamotoAllan thomsonunlWangmoya yamauraJerry thrasherngEric okuboCraig d. WarrenSu K. YongAlexander TolpinFujio WatanabeSeiji YoshioJason trachewskyPatrick WayeChristopher YoungSolomon b. traininMenzo m. wentinkArtur zaksRichard D. Van NeeFrank whettenHongyuan zhangAllert van zelstKyle williamsHuimin zhangMathieuⅤ arlet-AndmJames worshamJing zhiPrabodh varshneyJuan ZunigaContributions to this amendment was received from the following individualsBill ablⅵ inko ErcegPatrick labbeSantosh abrahamMustafa rozJoseph lauerTomoko adachiStefan fechterDongjun leeDmitry akhmetovPaul feinbergLin-Nan leeCarlos aldanaMatthew fischereeDave andrusGuido frederiksSok-kyu LeeMicha anholtTakashi FukagawaZhongding leiTsuguhide AokiPatrick FungJoseph levyYusuke asarEdoardo gallizioScott leyonhjelGeert awaterJames gardnerPen liDavid BaDevis gattSheung LiRaja banerjeaDavid HedbergYuan liKaberi banerieeGarth hillmanKevin liaoAmit bansalJin-Meng hoIsaac limGal bassonDale hocevarAlfred linAnui batraLouise hooAlbert liuJohn benkoMuhammad akramDer-Zheng liuMathilde benvenisteYasuhiko inoueMichael livshitzBjorn BjerkeKaz ishidaYufei BlakenshipTakashi ishidoshiroPeter LojkoDaniel borgesLakshmi lyerHui-Ling LouDouglas chanEric JacobsonAdina matacheJerry ChangYuh-Ren jauhLaurent mazetJohn ChangTaehyun JeonWilliam mcfarlandJeng-Hong ChenJari JokelaDarren mcnamaraStephen ChenVKJonesIrina medvedevYi-Ming ChenPadam AflArnaud meylanPei-ju ChiangNaveen KakaniMorgan mikFrancois chinSriniavs kandalaSeungwook minWoon Hau ChinAteet KapurPatrick mo上 mily chouAssaf KasherAndy molischLiwen chuMasato katoR. Tushar moortiKeith ChuggJohn KetchumMike moretonBrian ClassonJoonsuk KYuichi moriokaSean CoffeyPansop KimMarkus muckGabriella convertinoYoungsoo KimSyed Aon mujtabaMarc de courvilleGuenter KleindlAndrew mylesRolf de vegtKiyotaka KobayashiRohit nabarFranz dielacherCenk Koselhasa NagaiYoshiharu doiBruce p KraemerKengo NagataJohn deThomas KuehnelSeigo NakaodouglasTakushi KunihiroSanjiv nandaPeter ecclesiaeJoe KwakChiu nDarwin EngwerJoseph kwakAjit NimbalkerLeonid epsteinEdwin kwonGunnar NitscheCopyright C 2009 IEEE. All rights reservedHuaning NiuErik SchylanderRichard van neeIvan oakesMichael sealsNico van waesYoshihiro ohtanilual-Rong ShaoAllert van zelstEric OjardSuman sharmaAndres vila casadoTakeshi onizawaSteve shellhammerGeorgeⅵ lantisJob oostveenIan SherlockTimothy WakeleyFabio osnatoMasaaki shidaJesse walkerKafle padamTakashi shonoBrad wallacePratima paiSebastien SimoensMark wallaceArul palaniveluMassimiliano sitiRod waltonSubra parameswaraDoug SmithQi WThomas pareMatt smithXiaowen WangJean-Noel PatillonAmjadDeric WatersWei-Chung PengRobert staceyMark WebsterEldad perahiaAdrian P. StephensMenzo WentinkJim petranovichRichard WeseKrishna madhavan pillaiVictor StolpmanMike WilhoyteMadhavan pillaiSumei sunTimothy WongAngelo PoloniXiantao sunJames WoodyattNeeraj poojaryShravan surineniHenry ptasinskiIlan sutskoverAriton XhafaAleksandar PurkovicEiji Takagio xiaLuke oianMasahiro takasTomoya YamauraAli RaissiniaSeiichiro TakahashiEric YangSthanunathan ramakrishnanDaisuke takedaWen-Chang YehHarish RamamurthyTeik-Kheong TanChristopher YoungSridhar rameshYasuhiro TanakaHeejung YuRaffaele rivaStephan ten brinkArtur ZaksJon walter rosdahlGanesan ThiagarajanEldad zeiraStephanie Rouquette-LeveilEric OkuboHongyuan zhaMike rudeTim TowellJin ZhangJohn sadowskiJason trachewskyNing ZhangAtul salhotraSolomon traininQuan ZhouVincenzo scarpaDavid tungJohnny ZweigDonald schultzStefano valleJim syrenThe following members of the individual balloting committee voted on this amendment. Balloters may havevoted for approval, disapproval, or abstentionOsama aboulmagdBill cannonSouray duttaTomoko adachiJing CaoRichard eckardAlok AggarwalEdward CarlesCarl EklundThomas alexandeJames CarloStephen emeottRichard AlvinJuan CarreonMarc emmelmannEdward ChalfDarwin EngwcButch AntonDouglas s ChanJoseph epsteinDanilo antonelliKuor-Hsin ChangRobert fanfelleClint ChaplinShahin FarahaniDavid BagbyWei-Peng ChenShulan FengGabor BaikoYung-Mu ChenOddgeir FikstvedtMatthew ballHong ChengMatthew fischerRaja banerjeaAik ChindapoPrince francisVered BKeith ChowAvraham FreedmanJohn barrLiwen ChuDevon gaylePhilip beecherRyon ColemanMichael GeipelMathilde benvenisteCharles cookTheodore Georgantasharry bimsTodor CookiePieter -Paul giesbertsBjorn BjerkeHelge CowardJames gilbMonique brownJoseph decuirReinhard glogerRussell dietzMariana goldhamerWilliam byrdThomas dineenScrgiu gomaPctcr. calderonJohn dorseyDavid goodallCopyright C 2009 IEEE. All rights reserved
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