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Construction of Machine Learning Algorithm Based on Fixed Point Theory and Its Application to Wireless Communication Systems

Research Project

Project/Area Number 20760252
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeSingle-year Grants
Research Field Communication/Network engineering
Research InstitutionNiigata University (2010-2011)
The Institute of Physical and Chemical Research (2008-2009)

Principal Investigator

YUKAWA Masahiro  新潟大学, 自然科学系, 准教授 (60462743)

Project Period (FY) 2008 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2011: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2010: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2009: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2008: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Keywords信号処理 / 移動体通信 / 機械学習 / 情報通信工学 / 時変計量適応射影劣勾配法 / 射影勾配作用素 / 複数領域適応学習 / 無線通信 / 低ランク適応フィルタ
Research Abstract

Based on fixed point theory, we have obtained the following outcomes.(1) We have derived a reduced-rank adaptive algorithm, analyzed its convergence properties, and shown that it ameliorates the convergence rate considerably with low computational complexity.(2) We have introduced the new concept of time-varying metric producing a general framework to analyze the convergence properties of a number of adaptive algorithms in a unified fashion.(3) We have imported the concept of feasibility splitting to adaptive signal processing, derived an efficient adaptive algorithm to exploit a variety of information that is expressed in multiple domains, analyzed its convergence properties, and shown its efficacy in SIMO/MIMO wireless communication systems.

Report

(6 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report   Self-evaluation Report ( PDF )
  • 2009 Annual Research Report
  • 2008 Annual Research Report
  • Research Products

    (68 results)

All 2011 2010 2009 2008 Other

All Journal Article (19 results) (of which Peer Reviewed: 8 results) Presentation (46 results) Remarks (3 results)

  • [Journal Article] A fast stochastic gradient algorithm : Maximal use of sparsification benefits under computational constraints2010

    • Author(s)
      Masahiro Yukawa and Wolfgang Utschick
    • Journal Title

      IEICE Trans. Fundamentals

      Volume: vol.E93-A, no.2 Pages: 467-475

    • NAID

      10026863214

    • Related Report
      2011 Final Research Report
  • [Journal Article] Multi-domain adaptive learning based on feasibility splitting and adaptive projected subgradient method2010

    • Author(s)
      Masahiro Yukawa, Konstantinos Slavakis, and Isao Yamada
    • Journal Title

      IEICE Trans. Fundamentals

      Volume: vol.E93-A, no.2 Pages: 456-466

    • NAID

      10026863169

    • Related Report
      2011 Final Research Report
  • [Journal Article] Multi-domainadaptive learning based on feasibility splitting and adaptive projected subgradient method2010

    • Author(s)
      Masahiro Yukawa, Konstantinos Slavakis, Isao Yamada
    • Journal Title

      IEICE Trans.Fundamentals vol.E93-A, no.2

      Pages: 456-466

    • NAID

      10026863169

    • Related Report
      2010 Self-evaluation Report
  • [Journal Article] Adaptive reduced-rank constrained constant modulus algorithms based on joint iterative optimization of filters for beamforming2010

    • Author(s)
      Lei Wang, Rodrigo C.de Lamare, Masahiro Yukawa
    • Journal Title

      IEEE Transactions on Signal Processing

      Volume: 58 Pages: 2983-2997

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multi-domain adaptive learning based on feasibility splitting and adaptive projected subgradient method2010

    • Author(s)
      Masahiro Yukawa, Konstantinos Slavakis, Isao Yamada
    • Journal Title

      IEICE Trans.Fundamentals E93-A

      Pages: 456-466

    • NAID

      10026863169

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A fast stochastic gradient algorithm : Maximal use of sparsification benefits under computational constraints2010

    • Author(s)
      Masahiro Yukawa, Wolfgang Utschick
    • Journal Title

      IEICE Trans.Fundamentals E93-A

      Pages: 467-475

    • NAID

      10026863214

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A unified view of adaptive variable-metric projection algorithms2009

    • Author(s)
      Masahiro Yukawa and Isao Yamada
    • Journal Title

      EURASIP Journalon Advances in Signal Processing

      Volume: vol.2009 Pages: 1-13

    • Related Report
      2011 Final Research Report
  • [Journal Article] Robust reduced rank adaptive algorithm based on parallel subgradient projection and Krylov subspace2009

    • Author(s)
      Masahiro Yukawa, Rodrigo C. de Lamare, and Isao Yamada
    • Journal Title

      IEEE Trans. Signal Processing

      Volume: vol.57, no.12 Pages: 4660-4674

    • Related Report
      2011 Final Research Report
  • [Journal Article] Krylov-proportionate adaptive filtering techniques not limited to sparse systems2009

    • Author(s)
      Masahiro Yukawa
    • Journal Title

      IEEE Trans. Signal Processing

      Volume: vol.57, no.3 Pages: 927-943

    • Related Report
      2011 Final Research Report
  • [Journal Article] Aunified view of adaptive variable-metric projection algorithms2009

    • Author(s)
      Masahiro Yukawa , Isao Yamada
    • Journal Title

      EURASIP Journalon Advances in Signal Processing vol.2009, Article ID 589260

      Pages: 1-13

    • Related Report
      2010 Self-evaluation Report
  • [Journal Article] Robustreduced rank adaptive algorithm based onparallel subgradient projection and Krylovsubspace2009

    • Author(s)
      Masahiro Yukawa, Rodrigo C.deLamare, Isao Yamada
    • Journal Title

      IEEE Trans.Signal Processing vol.57, no.12

      Pages: 4660-4674

    • Related Report
      2010 Self-evaluation Report
  • [Journal Article] Krylov-proportionate adaptive filtering techniques not limited to sparse systems2009

    • Author(s)
      Masahiro Yukawa
    • Journal Title

      IEEE Trans.Signal Processing vol.57, no.3

      Pages: 927-943

    • Related Report
      2010 Self-evaluation Report
  • [Journal Article] Robust reduced rank adaptive algorithm based on parallel subgradient projection and Krylov subspace2009

    • Author(s)
      Masahiro Yukawa, Rodrigo C.de Lamare, Isao Yamada
    • Journal Title

      IEEE Trans.Signal Processing 57

      Pages: 4660-4674

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A unified view of adaptive variable-metric projection algorithms2009

    • Author(s)
      Masahiro Yukawa, Isao Yamada
    • Journal Title

      EURASIP Journal on Advances in Signal Processing 2009

      Pages: 1-13

    • Related Report
      2009 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Krylov-proportionate adaptive filtering techniques not limited to sparse systems2009

    • Author(s)
      Masahiro Yukawa
    • Journal Title

      IEEE Trans. Signal Processing 57(印刷中)

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Employing LSF at transmitter eases MMSE adaptation at receiver in asynchronous CDMA systems2009

    • Author(s)
      Masahiro Yukawa
    • Journal Title

      EURASIP Journal on Wireless Communications and Networking (印刷中)

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Efficient acoustic echo cancellation with reduced-rank adaptive filtering based on selective decimation and adaptive interpolation2008

    • Author(s)
      Masahiro Yukawa, Rodrigo C. de Lamare, and Raimundo Sampaio-Neto
    • Journal Title

      IEEE Trans. Audio, Speechand Language Processing

      Volume: vol.16, no.4 Pages: 696-710

    • Related Report
      2011 Final Research Report
  • [Journal Article] Efficient acoustic echo cancellation withreduced-rank adaptive filtering based onselective decimation and adaptiveinterpolation2008

    • Author(s)
      Masahiro Yukawa, Rodrigo C.deLamare, Raimundo Sampaio-Neto
    • Journal Title

      IEEE Trans.Audio, Speechand Language Processing vol.16, no.4

      Pages: 696-710

    • Related Report
      2010 Self-evaluation Report
  • [Journal Article] Efficient acoustic echo cancellation with reduced-rank adaptive filtering based on selective decimation and adaptive interpolation2008

    • Author(s)
      Masahiro Yukawa
    • Journal Title

      IEEE Trans. Audio, Speech and Language Processing 16

      Pages: 696-710

    • Related Report
      2008 Annual Research Report
    • Peer Reviewed
  • [Presentation] Rank-selectioncriterion for Krylov-subspace-basedadaptive filtering techniques2011

    • Author(s)
      Masahiro Yukawa
    • Organizer
      Proc. International Conference on Information, Communications and Signal Processing(ICICS): Special Session on AdaptiveFiltering and Their Applications, Singapore
    • Place of Presentation
      Singapore
    • Year and Date
      2011-12-15
    • Related Report
      2011 Final Research Report
  • [Presentation] Rank-selection criterion for Krylov-subspace-based adaptive filtering techniques2011

    • Author(s)
      Masahiro Yukawa
    • Organizer
      International Conference on Information, Communications and Signal Processing
    • Place of Presentation
      Singapore(招待講演)
    • Year and Date
      2011-12-15
    • Related Report
      2011 Annual Research Report
  • [Presentation] Sparse Optimization Based on Lp Regularization2011

    • Author(s)
      Masahiro Yukawa, Shun-ichi Amari
    • Organizer
      Automatic Control Association Symposium
    • Place of Presentation
      豊橋(招待講演)
    • Year and Date
      2011-11-19
    • Related Report
      2011 Annual Research Report
  • [Presentation] Sparse Adaptive Filters Based on Soft-Thresholding with Lp-Norm Inspired Weighting Techniques2011

    • Author(s)
      Masahiro Yukawa, Yuta Tawara, Masao Yamagishi, Isao Yamada
    • Organizer
      IEICE Signal Processing Symposium
    • Place of Presentation
      札幌
    • Year and Date
      2011-11-18
    • Related Report
      2011 Annual Research Report
  • [Presentation] An Insight into Lp Penalized Least Squares Problems2011

    • Author(s)
      Masahiro Yukawa, Shun-ichi Amari
    • Organizer
      IEICE Signal Processing Symposium
    • Place of Presentation
      札幌
    • Year and Date
      2011-11-16
    • Related Report
      2011 Annual Research Report
  • [Presentation] On extensions of LARS by informationgeometry : convex objectives and lp-norm2011

    • Author(s)
      Masahiro Yukawa and Shun-ichi Amari
    • Organizer
      Proc. Asia Pacific Signal andInformation Processing Association AnnualSummit and Conference(APSIPA ASC2011): Special Session on Recent Advancesin Adaptive/Sparse Signal Processing
    • Place of Presentation
      Xi' an : China
    • Year and Date
      2011-10-19
    • Related Report
      2011 Final Research Report
  • [Presentation] On extensions of LAES by information geometry : convex objectives and Lp-norm2011

    • Author(s)
      Masahiro Yukawa, Shun-ichi Amari
    • Organizer
      Asia Pacific Signal and Information Processing Association Annual Summit and Conference
    • Place of Presentation
      Xi'an : China
    • Year and Date
      2011-10-19
    • Related Report
      2011 Annual Research Report
  • [Presentation] Adaptive beam forming by simultaneous projection in dual domains2011

    • Author(s)
      Masahiro Yukawa and Isao Yamada
    • Organizer
      The 7thInternational Workshop onMultidimensional(nD) Systems, SpecialSession : Multidimensional systems andsignal processing research in Asia, Mo2. 3
    • Place of Presentation
      Poitiers : France
    • Year and Date
      2011-09-05
    • Related Report
      2011 Final Research Report
  • [Presentation] Adaptive beamforming by simultaneous projection in dual domains2011

    • Author(s)
      Masahiro Yukawa, Isao Yamada
    • Organizer
      International Workshop on Multidimensional (nD) Systems
    • Place of Presentation
      Poitiers : France(招待講演)
    • Year and Date
      2011-09-05
    • Related Report
      2011 Annual Research Report
  • [Presentation] Adeterministic analysis of linearlyconstrained adaptive filtering algorithms2011

    • Author(s)
      Masahiro Yukawa and Isao Yamada
    • Organizer
      European Signal Processing Conference(EUSIPCO)
    • Place of Presentation
      Barcelona : Spain
    • Year and Date
      2011-08-30
    • Related Report
      2011 Final Research Report
  • [Presentation] A deterministic analysis of linearly constrained adaptive filtering algorithms2011

    • Author(s)
      Masahiro Yukawa, Isao Yamada
    • Organizer
      European Signal Processing Conference
    • Place of Presentation
      Barcelona : Spain
    • Year and Date
      2011-08-30
    • Related Report
      2011 Annual Research Report
  • [Presentation] How Is Gain of Hybrid Sparse Adaptive Filtering Algorithm Affected by Input Correlation?2011

    • Author(s)
      Osamu Toda, Masahiro Yukawa
    • Organizer
      Technical Report of IEICE
    • Place of Presentation
      那覇
    • Year and Date
      2011-07-01
    • Related Report
      2011 Annual Research Report
  • [Presentation] Adaptive interferencesuppression in MIMO multiple accesschannels based on dual-domain approach2011

    • Author(s)
      Masahiro Yukawa, Youngchul Sung, and Gilwon Lee
    • Organizer
      International Technical Conference on Circuits/Systems, Computers and Communications(ITC-CSCC 2011): Special Session on Advanced Communication and Signal Processing in Multiuser Communications under Interference Environment
    • Place of Presentation
      Gyeongju : Korea
    • Year and Date
      2011-06-20
    • Related Report
      2011 Final Research Report
  • [Presentation] Adaptive interference suppression in MIMO multiple access channels based on dual-domain approach2011

    • Author(s)
      Masahiro Yukawa, Youngchul Sung, Gilwon Lee
    • Organizer
      International Technical Conference on Circuits/Systems, Computers and Communications
    • Place of Presentation
      Gyeongju : Korea
    • Year and Date
      2011-06-20
    • Related Report
      2011 Annual Research Report
  • [Presentation] Acceleration of adaptiveproximal forward-backward splitting method and its application to sparse system identification2011

    • Author(s)
      Masao Yamagishi, Masahiro Yukawa, and Isao Yamada
    • Organizer
      Proc. 36th IEEEICASSP
    • Place of Presentation
      Prague : Czech
    • Year and Date
      2011-05-27
    • Related Report
      2011 Final Research Report
  • [Presentation] Acceleration of adaptive proximal forward-backward splitting method and its application to sparse system identification2011

    • Author(s)
      Masao Yamagishi, Masahiro Yukawa, Isao Yamada
    • Organizer
      36th IEEE ICASSP
    • Place of Presentation
      Prague : Czech
    • Year and Date
      2011-05-27
    • Related Report
      2011 Annual Research Report
  • [Presentation] On robustness of MIMO antenna selection scheme by minimizing smoothed L1 norm under nonlinear constraints2011

    • Author(s)
      Masahiro Yukawa, Isao Yamada
    • Organizer
      Annual Conference of the Institute of Systems, Control and Information Engineers
    • Place of Presentation
      大阪
    • Year and Date
      2011-05-18
    • Related Report
      2011 Annual Research Report
  • [Presentation] Sparse system identification by exponentially weighted adaptive parallel projection and generalized soft-thresholding2010

    • Author(s)
      Masao Yamagishi, Masahiro Yukawa, Isao Yamada
    • Organizer
      Asia Pacific Signal and Information Processing Association Annual Summit and Conference
    • Place of Presentation
      Biopolis : Singapore
    • Year and Date
      2010-12-16
    • Related Report
      2010 Annual Research Report
  • [Presentation] On use of multiple kernels in adaptive learning---Extended reproducing kernel Hilbert space with Cartesian product2010

    • Author(s)
      Masahiro Yukawa
    • Organizer
      IEICE Signal Processing Symposium
    • Place of Presentation
      奈良女子大学
    • Year and Date
      2010-11-25
    • Related Report
      2010 Annual Research Report
  • [Presentation] Acceleration of adaptive proximal forward backward splitting method for sparse system identification2010

    • Author(s)
      Masao Yamagishi, Masahiro Yukawa, Isao Yamada
    • Organizer
      IEICE Signal Processing Symposium
    • Place of Presentation
      奈良女子大学
    • Year and Date
      2010-11-24
    • Related Report
      2010 Annual Research Report
  • [Presentation] A note on adaptive projected subgradient method under linear constraints2010

    • Author(s)
      Masahiro Yukawa, Isao Yamada
    • Organizer
      IEICE Signal Processing Symposium
    • Place of Presentation
      奈良女子大学
    • Year and Date
      2010-11-24
    • Related Report
      2010 Annual Research Report
  • [Presentation] Blending transform-domain and proportionate adaptive filtering algorithms for sparse linear system excited by colored input2010

    • Author(s)
      Masahiro Yukawa, Osamu Toda
    • Organizer
      IEICE Signal Processing Symposium
    • Place of Presentation
      奈良女子大学
    • Year and Date
      2010-11-24
    • Related Report
      2010 Annual Research Report
  • [Presentation] Two product-space formulations for unifying multiple metrics in set-theoretic adaptive filtering2010

    • Author(s)
      Masahiro Yukawa and Isao Yamada
    • Organizer
      Proc. 44th AsilomarConference on Signals, Systems, and Computers
    • Place of Presentation
      Pacific Grove : CA
    • Year and Date
      2010-11-09
    • Related Report
      2011 Final Research Report
  • [Presentation] Two product-space formulations for unifying multiple metrics in set-theoretic adaptive filtering2010

    • Author(s)
      Masahiro Yukawa, Isao Yamada
    • Organizer
      Asilomar Conference on Signals, Systems, and Computers
    • Place of Presentation
      Pasific Grove CA : USA
    • Year and Date
      2010-11-09
    • Related Report
      2010 Annual Research Report
  • [Presentation] A treatment of multiple metrics in set-theoretic adaptive filtering based on product-space formulation2010

    • Author(s)
      Masahiro Yukawa, Isao Yamada
    • Organizer
      IEICE Signal Processing Technical Meeting
    • Place of Presentation
      北見工業大学
    • Year and Date
      2010-06-21
    • Related Report
      2010 Annual Research Report
  • [Presentation] Minimal antenna-subset selection under capacity constraint for power-efficient MIMO systems : A relaxed L1 minimization approach2010

    • Author(s)
      Masahiro Yukawa and Isao Yamada
    • Organizer
      Proc. 35th IEEE ICASSP
    • Place of Presentation
      Dallas : Texas U. S. A
    • Year and Date
      2010-03-18
    • Related Report
      2011 Final Research Report
  • [Presentation] Multi-domainadaptive filtering by feasibility splitting2010

    • Author(s)
      Masahiro Yukawa, KonstantinosSlavakis, and Isao Yamada
    • Organizer
      Proc. 35th IEEE ICASSP
    • Place of Presentation
      Dallas : Texas U. S. A
    • Year and Date
      2010-03-17
    • Related Report
      2011 Final Research Report
  • [Presentation] A deterministic analysis of variable-metricadaptive filtering algorithms under smallmetric-fluctuations2010

    • Author(s)
      Masahiro Yukawa and Isao Yamada
    • Organizer
      Proc. 35th IEEE ICASSP
    • Place of Presentation
      Dallas : Texas U. S. A
    • Year and Date
      2010-03-16
    • Related Report
      2011 Final Research Report
  • [Presentation] Minimal antenna-subset selection undercapacity constraint for power-efficient MIMO systems : A relaxed ell_1minimization approach2010

    • Author(s)
      Masahiro Yukawa , Isao Yamada
    • Organizer
      in Proc.35th IEEE ICASSP
    • Place of Presentation
      Dallas : Texas U.S.A.
    • Related Report
      2010 Self-evaluation Report
  • [Presentation] Adeterministic analysis of variable-metricadaptive filtering algorithms under smallmetric-fluctuations2010

    • Author(s)
      Masahiro Yukawa , Isao Yamada
    • Organizer
      in Proc.35th IEEE ICASSP
    • Place of Presentation
      Dallas: Texas U.S.A.
    • Related Report
      2010 Self-evaluation Report
  • [Presentation] Multi-domainadaptive filtering by feasibility splitting2010

    • Author(s)
      Masahiro Yukawa, Konstantinos Slavakis, Isao Yamada
    • Organizer
      in Proc.35th IEEE ICASSP
    • Place of Presentation
      Dallas: Texas U.S.A.
    • Related Report
      2010 Self-evaluation Report
  • [Presentation] A sparse adaptive filtering using time-varying soft-thresholding techniques2010

    • Author(s)
      Yukihiro Murakami, Masao Yamagishi, Masahiro Yukawa, Isao Yamada
    • Organizer
      IEEE International Conference on Acoustic, Speech, and Signal Processing
    • Place of Presentation
      アメリカダラス
    • Related Report
      2009 Annual Research Report
  • [Presentation] Multi-domain adaptive filtering by feasibility splitting2010

    • Author(s)
      Masahiro Yukawa, Konstantinos Slavakis, Isao Yamada
    • Organizer
      IEEE International Conference on Acoustic, Speech, and Signal Processing
    • Place of Presentation
      アメリカダラス
    • Related Report
      2009 Annual Research Report
  • [Presentation] A deterministic analysis of variable-metric adaptive filtering algorithms under small metric-fluctuations2010

    • Author(s)
      Masahiro Yukawa, Isao Yamada
    • Organizer
      IEEE International Conference on Acoustic, Speech, and Signal Processing
    • Place of Presentation
      アメリカダラス
    • Related Report
      2009 Annual Research Report
  • [Presentation] Minimal antenna-subset selection under capacity constraint for power-efficient MIMO systems : A relaxed \ell_1 minimization approach2010

    • Author(s)
      Masahiro Yukawa, Isao Yamada
    • Organizer
      IEEE International Conference on Acoustic, Speech, and Signal Processing
    • Place of Presentation
      アメリカダラス
    • Related Report
      2009 Annual Research Report
  • [Presentation] Proportionate adaptivealgorithm for nonsparse systems based on Krylov subspace and constrained optimization2009

    • Author(s)
      Masahiro Yukawa and WolfgangUtschick
    • Organizer
      Proc. 34th IEEE ICASSP
    • Place of Presentation
      Taipei : Taiwan
    • Year and Date
      2009-04-21
    • Related Report
      2011 Final Research Report
  • [Presentation] Proportionate adaptive algorithm for nonsparse systems based on Krylov subspace and constrained optimization2009

    • Author(s)
      Masahiro Yukawa, Wolfgang Utschick
    • Organizer
      in Proc.34th IEEE ICASSP
    • Place of Presentation
      Taipei : Taiwan
    • Related Report
      2010 Self-evaluation Report
  • [Presentation] Proportionate adaptive algorithm for nonsparse systems based on Krylov subspace and constrained optimization2009

    • Author(s)
      Masahiro Yukawa, Wolfgang Utschick
    • Organizer
      IEEE International Conference on Acoustic, Speech, and Signal Processing
    • Place of Presentation
      台北
    • Related Report
      2009 Annual Research Report
  • [Presentation] Signal processing in dual domain by adaptive projected subgradient method2009

    • Author(s)
      Masahiro Yukawa, Konstantinos Slavakis, Isao Yamada
    • Organizer
      IEEE International Conference on Digital Signal Processing
    • Place of Presentation
      サントリーニ島(ギリシャ)
    • Related Report
      2009 Annual Research Report
  • [Presentation] An Efficient Parallel Variable-metric Projection Algorithm Based on Set-theoretic and Krylov-proportionate Adaptive Filtering Techniques2009

    • Author(s)
      Masahiro Yukawa, Isao Yamada
    • Organizer
      Asia Pacific Signal and Information Processing Association Annual Summit and Conference(APSIPA ASC 2009)
    • Place of Presentation
      札幌
    • Related Report
      2009 Annual Research Report
  • [Presentation] Minimizing the Moreau envelope of nonsmooth convex function over the fixed point set of certain quasi-nonexpansive mappings2009

    • Author(s)
      Isao Yamada, Masahiro Yukawa
    • Organizer
      Interdisciplinary Workshop on Fixed-Point Algorithms for Inverse Problems in Science and Engineering
    • Place of Presentation
      カナダバンフ
    • Related Report
      2009 Annual Research Report
  • [Presentation] KrylovproportionateNLMS algorithm based on multistage Wiener filter representation2008

    • Author(s)
      Masahiro Yukawa
    • Organizer
      Proc. 33rd IEEE ICASSP
    • Place of Presentation
      Las Vegas : NV
    • Related Report
      2011 Final Research Report
  • [Presentation] Krylov-proportionate NLMS algorithm based on multistage Wiener filter representation2008

    • Author(s)
      Masahiro Yukawa
    • Organizer
      in Proc.33rd IEEE ICASSP
    • Place of Presentation
      Las Vegas : NV
    • Related Report
      2010 Self-evaluation Report
  • [Presentation] Krylov-proportionate NLMS algorithm based on multistage Wiener filter representation2008

    • Author(s)
      Masahiro Yukawa
    • Organizer
      IEEE International conference on Acoustics, Speech, and Signal Processing
    • Place of Presentation
      ネバダ州ラスベガス(米国)
    • Related Report
      2008 Annual Research Report
  • [Presentation] On whitening for Krylov-proportionate normalized least-mean-square algorithm2008

    • Author(s)
      Masahiro Yukawa
    • Organizer
      IEEE International Workshop on Machine Learning for Signal Processing
    • Place of Presentation
      カンクン(メキシコ)
    • Related Report
      2008 Annual Research Report
  • [Presentation] DS/CDMA linear receiver based on Krylov-proportionate adaptive filtering technique -An extension to complex-valued signals2008

    • Author(s)
      Masahiro Yukawa
    • Organizer
      IEEE International Workshop on Machine Learning for Signal Processing
    • Place of Presentation
      カンクン(メキシコ)
    • Related Report
      2008 Annual Research Report
  • [Remarks]

    • URL

      http://telecom0.eng.niigata-u.ac.jp/yukawa/pub.html

    • Related Report
      2010 Annual Research Report
  • [Remarks]

    • URL

      http://www.brain.riken.jp/labs/mns/masahiro/index.html

    • Related Report
      2009 Annual Research Report
  • [Remarks]

    • URL

      http://www.brain.riken.jp/labs/mns/masahiro/index.html

    • Related Report
      2008 Annual Research Report

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Published: 2008-04-01   Modified: 2016-04-21  

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