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Pricing and Hedging of Illiquid Asset Derivatives

Research Project

Project/Area Number 19510138
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field Social systems engineering/Safety system
Research InstitutionUniversity of Tsukuba

Principal Investigator

YAMADA Yuji  University of Tsukuba, 大学院・ビジネス科学研究科, 准教授 (50344859)

Project Period (FY) 2007 – 2009
Project Status Completed (Fiscal Year 2009)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2009: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2008: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2007: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsファイナンス / 非流動性資産 / 最小分散ヘッジ / 加法モデル / ポートフォリオ最適化 / リスクの市場価格 / 天候 / 環境データ / 価格付け・ヘッジ
Research Abstract

In this work, we consider pricing and hedging of the so-called illiquid asset derivatives in which the underlying assets are untraded such as weather derivatives or insurances, provide the methodology to formulate and solve these problems in a unified framework, and demonstrate empirical analysis using real data. First, we discuss the case of weather derivatives as a benchmark, where the underlying index is defined by the temperature (which may be useful for exchange market trades) or the wind speed (which may be used with wind power trades). In particular, we propose weather derivatives based on prediction errors of the wind speed to hedge the loss caused by prediction errors of the wind power output, and illustrate the hedge effect of the proposed derivatives. Then, we formulate a minimum variance hedging problem for contingent claims whose underlyings are untraded using liquidly traded assets, and provide a solution using additive models. A methodology for computing the prices of illiquid asset derivatives using the minimum market price of risk martingale measure is also demonstrated. Finally, we apply our proposed technique for hedging the payoff of European options in which the underlying index is given by a market index using several liquidly traded stocks. We also show how to construct an optimal portfolio using cointegrated pairs of stock and demonstrate case studies involving a number of pairs chosen from Nikkei 225 stocks.

Report

(4 results)
  • 2009 Annual Research Report   Final Research Report ( PDF )
  • 2008 Annual Research Report
  • 2007 Annual Research Report
  • Research Products

    (43 results)

All 2010 2009 2008 2007

All Journal Article (12 results) (of which Peer Reviewed: 11 results) Presentation (24 results) Book (7 results)

  • [Journal Article] Mean square optimal hedging with non-uniform rebalancing intervals2009

    • Author(s)
      K. Sato, Y. Yamada, H. Fujioka
    • Journal Title

      The SICE Journal of Control, Measurement, and System Integration vol. 2, no. 1

      Pages: 32-35

    • NAID

      10031152618

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Mean square optimal hedging with non-uniform rebalancing interval2009

    • Author(s)
      K. Sato, Y. Yamada, and H. Fujioka
    • Journal Title

      The SICE Journal of Control, Measurement, and System Integration 2

      Pages: 32-35

    • NAID

      10031152618

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Optimal hedging of prediction errors using prediction errors2008

    • Author(s)
      Y. Yamada
    • Journal Title

      Asia-Pacific Financial Markets vol. 15, no. 1

      Pages: 67-95

    • NAID

      120007129169

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] A New Computational Tool for Analyzing Dynamic Hedging under Transaction Costs2008

    • Author(s)
      J. Primbs, Y. Yamada
    • Journal Title

      Quantitative Finance vol. 8, issue 4

      Pages: 405-413

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 風速予測誤差に基づく風力デリバティブの最適化設計2008

    • Author(s)
      山田雄二
    • Journal Title

      JAFEEジャーナル 第7巻

      Pages: 152-181

    • NAID

      120007129154

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] 新エネルギー発電電力取引とリスクヘッジ (特集「資源・エネルギーと環境問題への多面的アプローチ」)2008

    • Author(s)
      山田雄二
    • Journal Title

      オペレーションズ・リサーチ vol. 53, no. 4

      Pages: 217-223

    • NAID

      110006656298

    • Related Report
      2009 Final Research Report
  • [Journal Article] Optimal hedging of prediction errors using prediction errors2008

    • Author(s)
      Yuji Yamada
    • Journal Title

      Asia-Pacific Financial Markets 15

      Pages: 67-95

    • NAID

      120007129169

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A New Computational Tool for Analyzing Dynamic Hedging under Transaction Costs2008

    • Author(s)
      J. Primbs and Y. Yamada
    • Journal Title

      Quantitative Finance 8

      Pages: 403-413

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 風速予測誤差に基づく風力デリバティブの最適化設計2008

    • Author(s)
      山田 雄二
    • Journal Title

      ジャフィージャーナル 7

      Pages: 152-181

    • NAID

      120007129154

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Valuation and Hedging of Weather Derivatives on Monthly Average Temperature2007

    • Author(s)
      Y. Yamada
    • Journal Title

      Journal of Risk vol. 10, no. 1

    • NAID

      120007129171

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Option Pricing with a Pentanomial Lattice Model that Incorporates Skewness and Kurtosis2007

    • Author(s)
      J. A. Primbs, M. Rathinam, Y. Yamada
    • Journal Title

      Applied Math Finance vol. 14, no. 1

      Pages: 1-17

    • Related Report
      2009 Final Research Report
    • Peer Reviewed
  • [Journal Article] Valuation and Hedging of Weather Derivatives on Monthly Average Temperature2007

    • Author(s)
      Yuji Yamada
    • Journal Title

      Journal of Risk 10

      Pages: 101-125

    • NAID

      120007129171

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Presentation] Portfolio optimization of cointegrated pairs of stocks2010

    • Author(s)
      山田雄二
    • Organizer
      Columbia=JAFEE International Conference
    • Place of Presentation
      アメリカ合衆国コロンビア大学
    • Year and Date
      2010-03-10
    • Related Report
      2009 Annual Research Report
  • [Presentation] Optimal Trading of Cointegrated Stocks2009

    • Author(s)
      Y. Yamada
    • Organizer
      Proceedings of the JAFEE conference in Winter
    • Place of Presentation
      明治大学
    • Year and Date
      2009-12-24
    • Related Report
      2009 Final Research Report
  • [Presentation] Optimal trading of cointegrated stocks2009

    • Author(s)
      山田雄二
    • Organizer
      2009年JAFEE冬季大会
    • Place of Presentation
      明治大学
    • Year and Date
      2009-12-24
    • Related Report
      2009 Annual Research Report
  • [Presentation] Optimal Hedging of Illiquid Asset Derivatives Using Additive Models2009

    • Author(s)
      Yuji Yamada
    • Organizer
      2008 INFORMS Annual Meeting
    • Place of Presentation
      アメリカ合衆国サンディエゴ
    • Year and Date
      2009-10-11
    • Related Report
      2009 Annual Research Report
  • [Presentation] 平滑化スプライン最適化による最適ヘッジ問題2009

    • Author(s)
      山田
    • Organizer
      OR学会研究部会「計算と最適化の新展開」第2回研究会
    • Place of Presentation
      中央大学
    • Year and Date
      2009-07-25
    • Related Report
      2009 Annual Research Report 2009 Final Research Report
  • [Presentation] 新エネルギー発電電力取引とリスクヘッジ2009

    • Author(s)
      山田
    • Organizer
      日本オペレーションズ・リサーチ学会 新宿OR研究会
    • Place of Presentation
      新宿センタービル
    • Year and Date
      2009-06-23
    • Related Report
      2009 Annual Research Report 2009 Final Research Report
  • [Presentation] 非流動性資産デリバティブの価格付けとヘッジ2009

    • Author(s)
      山田
    • Organizer
      OR学会研究部会「ファイナンス理論の展開」第2回研究会
    • Place of Presentation
      秋葉原ダイビル
    • Year and Date
      2009-05-14
    • Related Report
      2009 Final Research Report
  • [Presentation] 新エネルギー発電電力取引とリスクヘッジ2009

    • Author(s)
      山田雄二
    • Organizer
      OR学会研究部会「ファイナンス理論の展開」第2回研究会
    • Place of Presentation
      秋葉原ダイビル
    • Year and Date
      2009-05-14
    • Related Report
      2009 Annual Research Report
  • [Presentation] Optimal Hedging Using Additive Models2009

    • Author(s)
      Y. Yamada
    • Organizer
      Proceedings of the JAFEE conference in Winter
    • Place of Presentation
      筑波大学東京キャンパス
    • Year and Date
      2009-01-30
    • Related Report
      2009 Final Research Report
  • [Presentation] Optimal Hedging Using Additive Models2009

    • Author(s)
      山田雄二
    • Organizer
      2008年度JAFEE冬季大会
    • Place of Presentation
      筑波大学東京キャンパス大塚地区
    • Year and Date
      2009-01-30
    • Related Report
      2008 Annual Research Report
  • [Presentation] The Interaction of Financial and Engineered Systems2008

    • Author(s)
      Y. Yamada
    • Organizer
      47th IEEE Conference on Decision and Control Tutorial Session : Control theory and finance
    • Place of Presentation
      メキシコ合衆国カンクン
    • Year and Date
      2008-12-10
    • Related Report
      2009 Final Research Report
  • [Presentation] The Interaction of Financial and Engineered Systems2008

    • Author(s)
      Yuji Yamada
    • Organizer
      2008 IEEE Conference on Decision and Control
    • Place of Presentation
      メキシコ合衆国カンクン
    • Year and Date
      2008-12-10
    • Related Report
      2008 Annual Research Report
  • [Presentation] Weather derivatives for hedging the loss on wind power energy businesses caused by prediction errors2008

    • Author(s)
      Yuji Yamada
    • Organizer
      DEWEK 2008
    • Place of Presentation
      ドイツ連邦共和国ブレーメン
    • Year and Date
      2008-11-26
    • Related Report
      2008 Annual Research Report
  • [Presentation] Optimal hedging of prediction errors using predition errors2008

    • Author(s)
      Yuji Yamada
    • Organizer
      2008 INFORMS Annual Meeting
    • Place of Presentation
      アメリカ合衆国ワシントンD.C.
    • Year and Date
      2008-10-13
    • Related Report
      2008 Annual Research Report
  • [Presentation] Simultaneous optimization for wind derivatives based on prediction errors2008

    • Author(s)
      Y. Yamada
    • Organizer
      Proceedings of the 2008 American Control Conference
    • Place of Presentation
      アメリカ合衆国シアトル
    • Year and Date
      2008-06-11
    • Related Report
      2009 Final Research Report
  • [Presentation] Simultaneous optimization for wind derivatives based on prediction errors2008

    • Author(s)
      Yuji Yamada
    • Organizer
      2008 American Control Conference
    • Place of Presentation
      アメリカ合衆国シアトル
    • Year and Date
      2008-06-11
    • Related Report
      2008 Annual Research Report
  • [Presentation] The role of predictions in wind power energy markets and construction of prediction based weather derivatives2008

    • Author(s)
      Yuji Yamada
    • Organizer
      JAFEE-Columbia International Symposium
    • Place of Presentation
      Kyoto Campus Plaza, Kyoto
    • Year and Date
      2008-03-22
    • Related Report
      2007 Annual Research Report
  • [Presentation] NMSOH問題 : 不等間隔なリバランスによる二乗平均最適ヘッジ2007

    • Author(s)
      佐藤, 山田, 藤岡
    • Organizer
      JAFEE冬季大会予稿集
    • Place of Presentation
      中央大学駿河台記念館
    • Year and Date
      2007-12-22
    • Related Report
      2009 Final Research Report
  • [Presentation] 効用無差別価格理論に基づく非完備市場先物均衡価格2007

    • Author(s)
      山田
    • Organizer
      JAFEE冬季大会予稿集
    • Place of Presentation
      中央大学駿河台記念館
    • Year and Date
      2007-12-22
    • Related Report
      2009 Final Research Report
  • [Presentation] NMSOH問題:不等間隔なリバランスによる二乗平均最適ヘッジ2007

    • Author(s)
      佐藤健二・山田雄二・藤岡久也
    • Organizer
      2007年JAFEE冬季大会
    • Place of Presentation
      中央大学駿河台記念館
    • Year and Date
      2007-12-22
    • Related Report
      2007 Annual Research Report
  • [Presentation] Optimal Design of Wind Derivatives Using Prediction Errors2007

    • Author(s)
      Yuji Yamada
    • Organizer
      Quantitative Methods in Finance 2007 Conference
    • Place of Presentation
      Sydney, Australia
    • Year and Date
      2007-12-13
    • Related Report
      2007 Annual Research Report
  • [Presentation] Optimal design of wind derivatives using prediction errors2007

    • Author(s)
      Yuji Yamada
    • Organizer
      2007 INFORMS Annual Meeting
    • Place of Presentation
      Seattle, WA, USA
    • Year and Date
      2007-11-05
    • Related Report
      2007 Annual Research Report
  • [Presentation] 予測誤差に基づく天候デリバティブとビジネスポートフォリオの同時最適化設計2007

    • Author(s)
      山田
    • Organizer
      JAFEE夏季大会予稿集
    • Place of Presentation
      明治大学駿河台キャンパス
    • Year and Date
      2007-08-03
    • Related Report
      2009 Final Research Report
  • [Presentation] 予測誤差に基づく天候デリバティブとビジネスポートフォリオの同時最適化設計2007

    • Author(s)
      山田雄二
    • Organizer
      2007年JAFEE夏季大会
    • Place of Presentation
      明治大学駿河台キャンパス
    • Year and Date
      2007-08-03
    • Related Report
      2007 Annual Research Report
  • [Book] 定量的信用リスク評価とその応用 (ジャフィー・ジャーナル : 金融工学と市場計量分析)2010

    • Author(s)
      津田, 中妻, 山田, 編
    • Total Pages
      227
    • Publisher
      朝倉書店
    • Related Report
      2009 Final Research Report
  • [Book] ベイズ統計学とファイナンス (ジャフィー・ジャーナル : 金融工学と市場計量分析)2010

    • Author(s)
      津田, 中妻, 山田, 編
    • Total Pages
      242
    • Publisher
      朝倉書店
    • Related Report
      2009 Final Research Report
  • [Book] 定量的信用リスク評価とその応用(ジャフィー・ジャーナル:金融工学と市場計量分析)2010

    • Author(s)
      津田, 中妻, 山田編
    • Total Pages
      227
    • Publisher
      朝倉書店
    • Related Report
      2009 Annual Research Report
  • [Book] 非流動性資産の価格付けとリアルオプション (ジャフィー・ジャーナル : 金融工学と市場計量分析)2008

    • Author(s)
      津田, 中妻, 山田, 編
    • Total Pages
      266
    • Publisher
      朝倉書店
    • Related Report
      2009 Final Research Report
  • [Book] 計算で学ぶファイナンス―MATLABによる実装―2008

    • Author(s)
      山田, 牧本
    • Total Pages
      168
    • Publisher
      朝倉書店
    • Related Report
      2009 Final Research Report
  • [Book] 計算で学ぶファイナンス-MATLABによる実装-2008

    • Author(s)
      山田雄二・牧本直樹
    • Total Pages
      168
    • Publisher
      朝倉書店
    • Related Report
      2007 Annual Research Report
  • [Book] 非流動性資産の価格付けとリアルオプションージャフィージャーナル:金融工学と市場計量分析2008

    • Author(s)
      津田博史・中妻照雄・山田雄二編
    • Total Pages
      266
    • Publisher
      朝倉書店
    • Related Report
      2007 Annual Research Report

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Published: 2007-04-01   Modified: 2016-04-21  

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