English  |  正體中文  |  简体中文  |  Post-Print筆數 : 27 |  Items with full text/Total items : 109951/140892 (78%)
Visitors : 46206827      Online Users : 834
RC Version 6.0 © Powered By DSPACE, MIT. Enhanced by NTU Library IR team.
Scope Tips:
  • please add "double quotation mark" for query phrases to get precise results
  • please goto advance search for comprehansive author search
  • Adv. Search
    HomeLoginUploadHelpAboutAdminister Goto mobile version
    政大機構典藏 > 商學院 > 統計學系 > 學位論文 >  Item 140.119/59637
    Please use this identifier to cite or link to this item: https://nccur.lib.nccu.edu.tw/handle/140.119/59637


    Title: 以B-Spline方法預測NBA冠軍
    Predicting NBA Championship By Using B-Spline
    Authors: 王彥智
    Wang, Yan Chih
    Contributors: 黃子銘
    Huang, Tzee Ming
    王彥智
    Wang, Yan Chih
    Keywords: B-樣條
    平滑資料
    節點
    美國男子職業籃球
    總冠軍預測
    B-Spline
    knots
    NBA
    predict
    Date: 2012
    Issue Date: 2013-09-03 09:53:56 (UTC+8)
    Abstract: 本文研究目的在於預測12-13年NBA總冠軍,蒐集12-13球季NBA常規賽數據,將每場球賽的數據整理分類,主要研究方法是使用B-Spline為基底建模,配適出每個球隊的實力曲線,再根據三種不同概念的指標,DIFF(Difference):比賽得失分差。GmSr(Game Score):自身球隊的效率分數,表示球隊攻擊能力。AntiGmSr(Anti-Game Score):比賽對手的效率分數,表示壓制對手的能力。最後,使用排名積分法和最適加權法來融合這三種不同指標分數,預測當年度總冠軍。此外,本文也將02-12年總共十個球季的總冠軍賽果加入預測判斷條件,使之更能加強對總冠軍預測的準確性。排名積分法預測2013年總冠軍為熱火隊、最適加權法預測為灰熊隊。
    We apply a B-Spline approach to predict the playoff results of National Basketball Association (NBA). Here the features are composed of the regular seasons. Moreover, we use DIFF(diffentials),GmSr(gamescore) and AntiGmSr(the rival`s gamescore) to rank to predict the final result. With 10-year records, the predict result is that for the best chance of 2013 NBA Championship is Heat.
    Reference: [1] Martin Manley`s Basketball Heaven: The 1990 Edition. Doubleday, 1989.
    [2] Dave Heeren. Basketball Abstract 1989-90. Prentice Hall, 1989.
    [3] John Hollinger. Pro Basketball Forecast: 2005-06. Potomac Books Inc,
    USA, 2005.9.30.
    [4] Feifang Hu and James V. Zidek. Forecasting nba basketball playoff out-
    comes using the weighted likelihood. Institute of Mathematical Statistics,
    45:385{395, 2004.
    [5] Michael Lewis. Moneyball: The Art of Winning an Unfair Game. W W
    Norton & Co Inc, 2011.
    [6] Mary J. Lindstrom. Penalized estimation of free-knot splines. Journal of
    Computational and Graphical Statistics, pages 8:333{352, 1999.
    [7] Bernard Loeffelholz, Earl Bednar, and Kenneth W. Bauer. Predicting nba
    games using neural networks. Journal of Quantitative Analysis in Sports,
    5(1), 2009.
    [8] Dean Oliver. Basketball On Paper: Rules And Tools For Performance
    Analysis. Potomac Books Inc, 2005.
    [9] David Ruppert. Selecting the number of knots for penalized splines. Journal
    of Computational and Graphical Statistics, 11(4):735{757, 2002.
    [10] Bob Ryan, Sam Smith, Leonard Koppett, Bob Bellotti, and Kenneth A.
    Shouler. Total Basketball: The Ultimate Basketball Encyclopedia. Natl
    Book Network, 2003.
    [11] Thomas W. Sederberg. An introduction to b-spline curves. 3 2005.
    [12] Na Wei. Predicting the outcome of nba playoffs using the nave bayes algo-
    rithms. 2010. Department of Biomedical Engineering, College of Engineer-
    ing, University of South Florida, Tampa, FL 33620, USA.
    [13] Jackie B. Yang and Ching-Heng Lu. Predicting nba championship by learn-
    ing from history data. 2012 Spring.
    Description: 碩士
    國立政治大學
    統計研究所
    100354003
    101
    Source URI: http://thesis.lib.nccu.edu.tw/record/#G0100354003
    Data Type: thesis
    Appears in Collections:[統計學系] 學位論文

    Files in This Item:

    File SizeFormat
    400301.pdf2493KbAdobe PDF2748View/Open


    All items in 政大典藏 are protected by copyright, with all rights reserved.


    社群 sharing

    著作權政策宣告 Copyright Announcement
    1.本網站之數位內容為國立政治大學所收錄之機構典藏,無償提供學術研究與公眾教育等公益性使用,惟仍請適度,合理使用本網站之內容,以尊重著作權人之權益。商業上之利用,則請先取得著作權人之授權。
    The digital content of this website is part of National Chengchi University Institutional Repository. It provides free access to academic research and public education for non-commercial use. Please utilize it in a proper and reasonable manner and respect the rights of copyright owners. For commercial use, please obtain authorization from the copyright owner in advance.

    2.本網站之製作,已盡力防止侵害著作權人之權益,如仍發現本網站之數位內容有侵害著作權人權益情事者,請權利人通知本網站維護人員(nccur@nccu.edu.tw),維護人員將立即採取移除該數位著作等補救措施。
    NCCU Institutional Repository is made to protect the interests of copyright owners. If you believe that any material on the website infringes copyright, please contact our staff(nccur@nccu.edu.tw). We will remove the work from the repository and investigate your claim.
    DSpace Software Copyright © 2002-2004  MIT &  Hewlett-Packard  /   Enhanced by   NTU Library IR team Copyright ©   - Feedback