Shoji Makino

Profile Information

Affiliation: Professor, Graduate School of Information Production and Systems, Waseda University

Degree: 博士(東北大学)

J-GLOBAL ID: 201001071524331202
researchmap Member ID: 6000025403

External link: https://www.f.waseda.jp/s.makino/index.htm

Shoji Makino is a Professor at the University of Tsukuba. His research interests include adaptive filtering technologies and the realization of acoustic echo cancellation, blind source separation of convolutive mixtures of speech, and acoustic signal processing for speech and audio applications. He was the Chair of the TC on Blind Signal Processing of the IEEE CAS Society, General Chair of the IEEE WASPAA2007, Associate Editor of the IEEE Trans. SAP, Vice President of the Engineering Sciences Society of the IEICE, and the Chair of the TC on Engineering Acoustics of the IEICE.

Research Interests

Research Areas

Research History

Apr, 2021 - Present

早稲田大学大学院情報生産システム研究科教授
Apr, 2009 - Mar, 2021

教授, 筑波大学先端学際領域研究センターおよびシステム情報工学研究科
Apr, 2014 - Mar, 2018

Guest Professor, National Institute of Informatics
Apr, 2013 - Mar, 2018

客員研究員, 理化学研究所
Apr, 2008 - Mar, 2009

Senior Research Scientist, Supervisor, NTT Communication Science Laboratories, Atsugi, Japan.
Dec, 2008 - Feb, 2009

Guest Professor, University Erlangen-Nuremberg, Germany.
Apr, 2004 - Mar, 2008

Guest Professor, Hokkaido University, Sapporo, Japan.
Apr, 2003 - Mar, 2008

Executive Manager, Media Information Laboratory, the NTT Communication Science Laboratories, Atsugi, Japan.
Apr, 2004 - Mar, 2008

Graduate School of Information Science and Technology, Hokkaido University
Apr, 2003 - Mar, 2008

メディア情報研究部長, NTT コミュニケーション科学基礎研究所
Apr, 2006 - Mar, 2007

The Graduate School of Information Science and Technology, The University of Tokyo
Apr, 2000 - Mar, 2003

Senior Research Scientist, Supervisor, Group Leader at the Speech Open Laboratory, the NTT Communication Science Laboratories, Kyoto, Japan.
Jan, 1999 - Mar, 2000

Senior Research Engineer, Superviso, r, Group Leader at the Multimedia Electronics Laboratory, the NTT Lifestyle and Environmental Technology Laboratories, Atsugi, Japan.
Jul, 1996 - Dec, 1998

Senior Research Engineer, Supervisor, Strategic Planning, the NTT Multi-Media System Laboratory Group, Yokosuka, Japan.
Aug, 1987 - Jun, 1996

Senior Research Engineer, Supervisor, Speech and Acoustics Laboratory, the NTT Human Interface Laboratories, Musashino, Japan.
Apr, 1981 - Jul, 1987

Research Engineer, NTT Electrical Communication Laboratory, Yokosuka, Japan.

Education

Apr, 1979 - Mar, 1981

Mechanical Engineering, Graduate School, Division of Engineering, Tohoku University
Apr, 1975 - Mar, 1979

Faculty of Engineering, Tohoku University

Committee Memberships

162

2019 - Present

Member of the Grants-in-Aid for Scientific Research Sub-Committee, 日本学術振興会
2019 - Present

Member of the Special Area Team on Acoustic, Speech and Music Signal Processing, European Association for Signal Processing (EURASIP)
2018 - Present

Member of the Signal and Information Processing Theory and Methods Technical Committee, Asia Pacific Signal and Information Processing Association
May, 2014 - Present

応用音響研究会顧問, 電子情報通信学会
2013 - Present

理事, 日本音響学会
2013 - Present

Advisory Board member, European project Embedded Audition for Robots
2007 - Present

フェロー, 電子情報通信学会
2006 - Present

International Advisory Panel Member
2005 - Present

評議員, 日本音響学会
Apr, 2004 - Present

Member, International Speech Communication Association (ISCA)
2004 - Present

Fellow, Institute of Electrical and Electronics Engineers (IEEE)
2003 - Present

Council member, ACOUSTICAL SOCIETY OF JAPAN
2003 - Present

代議員, 日本音響学会
2003 - Present

Member, International ICA Steering Committee
Apr, 2000 - Present

Member, European Association for Signal Processing (EURASIP)
1999 - Present

International IWAENC Standing Committee Member, International Workshop on Acoustic Echo and Noise Control
Apr, 1989 - Present

Member, Institute of Electrical and Electronics Engineers (IEEE)
Apr, 1988 - Present

会員, 電子情報通信学会
Apr, 1983 - Present

会員, 日本音響学会
2020 - 2021

Special Session Organizer, 2020 European Signal Processing Conference

Major Awards

2019

IEEE Signal Processing Society Notable Services and Contributions Award, IEEE Signal Processing Society

Makino Shoji
Dec, 2018

IEEE Signal Processing Society Chapter Leadership Award, IEEE Signal Processing Society

牧野昭二
Oct, 2018

Hoko Award, Hattori Hokokai Foundation
Jun, 2018

Outstanding Contribution Award of the Institute of Electronics, Information, and Communication Engineers, Institute of Electronics, Information, and Communication Engineers
Mar, 2018

Paper Award of the Acoustical Society of Japan, Acoustical Society of Japan
Jun, 2017

電子情報通信学会業績賞, 通信学会

牧野昭二
Feb, 2016

Best Faculty Member Award of the University of Tsukuba

Shoji Makino
Apr, 2015

Prizes for Science and Technology Research Category

Makino Shoji
Mar, 2015

TELECOM System Technology Award, Telecommunications Advancement Foundation

Makino Shoji
Dec, 2014

IEEE Signal Processing Society Outstanding Service Award, IEEE Signal Processing Society

Makino Shoji
Jan, 2014

IEEE Signal Processing Society Best Paper Award, IEEE Signal Processing Society

Makino Shoji
Jan, 2009

Distinguished Lecturer, IEEE

Shoji Makino
Sep, 2007

Fellow, IEICE

Shoji Makino
Aug, 2007

MLSP Competition Award, IEEE

Shoji Makino
Apr, 2006

Best Presentation Award at the SPIE Defense and Security Symposium, SPIE

Makino Shoji
Apr, 2006

ICA Unsupervised Learning Pioneer Award, SPIE

Makino Shoji
May, 2005

Paper Award, IEICE

Shoji Makino
Mar, 2004

TELECOM System Technology Award, Telecommunications Advancement Foundation

Shoji Makino
Jan, 2004

Fellow, IEEE

Shoji Makino
Sep, 2003

Best Paper Award of the International Workshop on Acoustic Echo and Noise Control

Makino Shoji
May, 2002

Paper Award, IEICE

Shoji Makino
Mar, 2002

Paper Award, ASJ

Shoji Makino
May, 1997

Achievement Award, IEICE

Shoji Makino
May, 1995

Outstanding Technological Development Award, ASJ

Shoji Makino

Major Papers

479

Supervised determined source separation with multichannel variational autoencoder

Kameoka, Hirokazu, Li, Li, Inoue, Shota, Makino, Shoji

Neural Computation, 31(9) 1891-1914, Sep, 2019 Peer-reviewed
Amplitude-based speech enhancement with non-negative matrix factorization in time-channel domain for ad-hoc microphone array

H., Chiba, N., Ono, S., Miyabe, Y., Takahashi, T., Yamada, S., Makino

J. Acoust. Soc. Jpn, 72(8) 462-470, Aug, 2016 Peer-reviewed
アドホックマイクロホンアレーにおける時間チャネル領域での非負値行列因子分解を用いた振幅ベースの音声強調

千葉,大将, 小野,順貴, 宮部,滋樹, 高橋,祐, 山田,武志, 牧野,昭二

日本音響学会誌, 72(8) 462-470, Aug, 2016 Peer-reviewed
Amplitude-based speech enhancement with non-negative matrix factorization in time-channel domain for ad-hoc microphone array

千葉大将, 小野順貴, 宮部滋樹, 高橋祐, 山田武志, 牧野昭二

J. Acoust. Soc. Jpn, 72(8) 462-470, Aug, 2016 Peer-reviewed
An Extension of MUSIC Exploiting Higher-Order Moments via Nonlinear Mapping

Yuya Sugimoto, Shigeki Miyabe, Takeshi Yamada, Shoji Makino, Biing-Hwang Juang

IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, E99A(6) 1152-1162, Jun, 2016 Peer-reviewed
An extension of MUSIC exploiting higher-order moments via nonlinear mapping

Yuya Sugimoto, Shigeki Miyabe, Takeshi Yamada, Shoji Makino, Biing-Hwang Juang

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences, E99A(6) 1152-1162, Jun 1, 2016 Peer-reviewed
Multichannel Signal Enhancement Algorithms for Assisted Listening Devices

Simon Doclo, Walter Kellermann, Shoji Makino, Sven Nordholm

IEEE SIGNAL PROCESSING MAGAZINE, 32(2) 18-30, Mar, 2015 Peer-reviewed
Underdetermined Convolutive Blind Source Separation via Frequency Bin-Wise Clustering and Permutation Alignment

Hiroshi Sawada, Shoko Araki, Shoji Makino

IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 19(3) 516-527, Mar, 2011 Peer-reviewed
Underdetermined Convolutive Blind Source Separation via Frequency Bin-Wise Clustering and Permutation Alignment

Hiroshi Sawada, Shoko Araki, Shoji Makino

IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 19(3) 516-527, Mar, 2011 Peer-reviewed
Frequency-Domain Pearson Distribution Approach for Independent Component Analysis (FD-Pearson-ICA) in Blind Source Separation

Hiroko Kato Solvang, Yuichi Nagahara, Shoko Araki, Hiroshi Sawada, Shoji Makino

IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 17(4) 639-649, May, 2009 Peer-reviewed
Guest editors' introduction: Special section on emergent systems, algorithms, and architectures for speech-based human-machine interaction

Rodrigo Capobianco Guido, Li Deng, Shoji Makino

IEEE TRANSACTIONS ON COMPUTERS, 56(9) 1153-1155, Sep, 2007 Peer-reviewed
Grouping separated frequency components by estimating propagation model parameters in frequency-domain blind source separation

Hiroshi Sawada, Shoko Araki, Ryo Mukai, Shoji Makino

IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 15(5) 1592-1604, Jul, 2007 Peer-reviewed
Spatio-temporal FastICA algorithms for the blind separation of convolutive mixtures

Scott C. Douglas, Malay Gupta, Hiroshi Sawada, Shoji Makino

IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 15(5) 1511-1520, Jul, 2007 Peer-reviewed
Geometrically constrained independent component analysis

Mirko Knaak, Shoko Araki, Shoji Makino

IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 15(2) 715-726, Feb, 2007 Peer-reviewed
Blind extraction of dominant target sources using ICA and time-frequency masking

Hiroshi Sawada, Shoko Araki, Ryo Mukai, Shoji Makino

IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 14(6) 2165-2173, Nov, 2006 Peer-reviewed
A spatio-temporal fastica algorithm for separating convolutive mixtures

SC Douglas, H Sawada, S Makino

2005 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOLS 1-5, V 165-168, 2005 Peer-reviewed
A robust and precise method for solving the permutation problem of frequency-domain blind source separation

H Sawada, R Mukai, S Araki, S Makino

IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 12(5) 530-538, Sep, 2004 Peer-reviewed
The fundamental limitation of frequency domain blind source separation for convolutive mixtures of speech

S Araki, R Mukai, S Makino, T Nishikawa, H Saruwatari

IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 11(2) 109-116, Mar, 2003 Peer-reviewed
Common-acoustical-pole and zero modeling of head-related transfer functions

Y Haneda, S Makino, Y Kaneda, N Kitawaki

IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 7(2) 188-196, Mar, 1999 Peer-reviewed
A block exact fast affine projection algorithm

M Tanaka, S Makino, J Kojima

IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 7(1) 79-86, Jan, 1999 Peer-reviewed
Common Acoustical Pole and Zero Modeling of Room Transfer Functions

Yoichi Haneda, Shoji Makino, Yutaka Kaneda

IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 2(2) 320-328, Apr, 1994 Peer-reviewed
Exponentially Weighted Stepsize NLMS Adaptive Filter Based on the Statistics of a Room Impulse Response

Shoji Makino, Yutaka Kaneda, Nobuo Koizumi

IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1(1) 101-108, Jan, 1993 Peer-reviewed

Major Misc.

帯域分割形指数重み付けアルゴリズムを用いた音響エコーキャンセラ

牧野昭二

信学全大,SA-9-4, 1990
サブバンド信号処理 : 実時間動作化の奥の手

牧野昭二

日本音響学会誌, 56(12) 845-851, Dec, 2000
混じりあった声を解く--遠隔発話の認識を目指して (特集論文1 人にやさしい対話型コンピュータ)

牧野昭二, 向井良, 荒木章子

NTT R & D, 50(12) 937-944, Dec, 2001
ステレオエコーキャンセラの課題と解決法

牧野昭二, 島内末廣

システム/制御/情報 : システム制御情報学会誌, 46(12) 724-732, Dec, 2002
ブラインドな処理が可能な音源分離技術 (特集コミュニケーションの壁を克服するための音声・音響処理技術)

牧野昭二, 荒木章子, 向井良

NTT技術ジャ-ナル, 15(12) 8-12, Dec, 2003
畳込み混合のブラインド音源分離(<特集>独立成分分析とその応用特集号)

牧野昭二, 荒木章子, 向井良, 澤田宏

システム/制御/情報 : システム制御情報学会誌, 48(10) 401-408, Oct, 2004
Special section on acoustic scene analysis and reproduction - Foreword

Shoji Makino

IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, E91A(6) 1301-1302, Jun, 2008

Major Books and Other Publications

Audio Source Separation

Makino,Shoji

Springer International Publishing, Mar, 2018 (ISBN: 9783319730318)
IEICE Knowledge Base

S.Makino (Role: Contributor, Blind audio source separation based on sparse component analysis)

IEICE, Oct, 2012
Underdetermined blind source separation using acoustic arrays

S., Makino, S., Araki, S., Winter, and, H. Sawada

Wiley, Jan, 2010
Underdetermined blind source separation of convolutive mixtures by hierarchical clustering and L1-norm minimization

S. Winter, W. Kellermann, H. Sawada, S. Makino

Springer, Sep, 2007
Frequency-domain blind source separation

H. Sawada, S. Araki, S. Makino

Springer, Sep, 2007
K-means based underdetermined blind speech separation

S. Araki, H. Sawada, S. Makino

Springer, Sep, 2007
Blind Speech Separation

S. Makino, Te-Won Lee, H. Sawada (Role: Editor)

Springer, Sep, 2007 (ISBN: 9781402064784)
Blind source separation of convolutive mixtures of audio signals in frequency domain

S. Makino, H. Sawada, R. Mukai, S. Araki

Springer, May, 2006
Speech Enhancement

J. Benesty, S. Makino, J. Chen (Role: Editor)

Springer, May, 2005 (ISBN: 354024039X)
Real-time blind source separation for moving speech signals

R. Mukai, H. Sawada, S. Araki, S. Makino

Springer, Mar, 2005
Subband based blind source separation

S. Araki, S. Makino

Springer, Mar, 2005
Blind source separation of convolutive mixtures of speech

S., Makino

Springer, Jan, 2003
Teleconferencing equipment

牧野, 昭二

Fiji Technosystem, Oct, 1999

Major Presentations

293

Joint separation, dereverberation and classification of multiple sources using multichannel variational autoencoder with auxiliary classifier

Shota, Inoue, Hirokazu, Kameoka, Li, Li, Makino, Shoji

ICA, Sep 9, 2019
Gated convolutional neural network-based voice activity detection under high-level noise environments

Li, Li, Kouei, Yamaoka, Yuki, Koshino, Mitsuo, Matsumoto, Makino, Shoji

ICA, Sep 9, 2019
Fast MVAE: Joint separation and classification of mixed sources based on multichannel variational autoencoder with auxiliary classifier

Li, Li, Hirokazu, Kameoka, Makino, Shoji

ICASSP, May 12, 2019
Joint separation and dereverberation of reverberant mixtures with multichannel variational autoencoder

Shota, Inoue, Hirokazu, Kameoka, Li, Li, Shogo, Seki, Makino, Shoji

ICASSP, May 12, 2019
Time-frequency-bin-wise switching of minimum variance distortionless response beamformer for underdetermined situations

Yamaoka, Kouei, Ono, Nobutaka, Makino, Shoji, Yamada, Takeshi

ICASSP 2019, May 12, 2019
Performance evaluation of time-frequency-bin-wise switching beamformer in reverberant environments

Yamaoka, Kouei, Ono, Nobutaka, Makino, Shoji, Yamada, Takeshi

NCSP'19, Mar 4, 2019
Flexible microphone array based on multichannel nonnegative matrix factorization and statistical signal estimation

Saruwatari, H, Takata, K, Ono, N, Makino, Shoji

International Congress on Acoustics, Sep, 2016 Invited
非同期録音ブラインド同期のための線形位相補償の効率的最尤解探索

宮部滋樹, 小野順貴, 牧野昭二

音講論集___2-10-4_, Mar 1, 2013 Invited
NEW ANALYTICAL UPDATE RULE FOR TDOA INFERENCE FOR UNDERDETERMINED BSS IN NOISY ENVIRONMENTS

Maruyama, Takuro, Araki, Shoko, Nakatani, Tomohiro, Miyabe, Shigeki, Yamada, Takeshi, Makino, Shoji, Nakamura, Atsushi

IEEE International Conference on Acoustics, Speech and Signal Processing, Mar 25, 2012
チャネル数変換型多チャネル音響エコーキャンセラ

中川朗, 島内末廣, 羽田陽一, 青木茂明, 牧野昭二

信学総大___A-4-51_140, Mar, 2000
相互相関の変動付加処理に適したステレオエコーキャンセラの構成の検討

島内末廣, 羽田陽一, 牧野昭二, 金田豊

信学総大___A-4-12_121, Mar, 1998

Teaching Experience

情報科学概論Ⅱ (筑波大学)

Professional Memberships

Major Research Projects

次世代自動車ハンズフリー通話システムのための音声強調信号処理技術の研究開発

中小企業経営支援等対策費補助金（戦略的基盤技術高度化支援事業）, 関東経済産業局, Apr, 2020 - Mar, 2021
音環境の認識と理解のための革新的マイクロホンアレー基盤技術の研究

基盤研究(B), 基盤研究(B), 日本学術振興会, 2019 - 2021

牧野昭二
ＡＬＳ患者のための音の空間情報を利用したブレインマシンインタフェース(ＢＭＩ)の研究開発

その他, 総務省戦略的情報通信研究開発推進制度（ＳＣＯＰＥ）, Apr, 2014 - Mar, 2015
脳科学と情報科学を融合させたＢＭＩ構築のための多チャネル脳波信号処理技術の革新

基盤研究(C), 日本学術振興会, Apr, 2013 - Mar, 2014
高次統計量追跡による自律カスタムメイド音コミュニケーション拡張システムの研究

基盤研究(A), 日本学術振興会, Apr, 2012 - Mar, 2013

Major Industrial Property Rights

US Patent, European Patent, Chinese Patent, PCT/JP2006/302092 Device for blind source separation

H., Sawada, S., Araki, R., Mukai, and, S. Makino, 牧野, 昭二
US Patent, European Patent, Chinese Patent, PCT/JP2004/12629 Device for blind source separation

S., Araki, H., Sawada, S., Makino, and, R. Mukai
US Patent, European Patent, Chinese Patent, PCT/JP2004/002610 Apparatus, method and program for estimation of positional information on signal sources

H., Sawada, R., Mukai, S., Araki, and, S. Makino, 牧野, 昭二