HOYA Tetsuya

Department of Computer EngineeringProfessor

Research Keyword

  • Music Composition
  • Speech and Audio Processing
  • Signal Processing
  • Mind and Brain
  • Cognitive Science, Psychology, Linguistics
  • Artificial Neural Networks
  • Pattern Recognition
  • Artificial Intelligence

Field Of Study

  • Informatics, Perceptual information processing, Perception Information Processing/Intelligent Robotics
  • Manufacturing technology (mechanical, electrical/electronic, chemical engineering), Control and systems engineering, Control Engineering
  • Manufacturing technology (mechanical, electrical/electronic, chemical engineering), Measurement engineering, Measurement Engineering
  • Humanities & social sciences, Linguistics, Linguistics
  • Humanities & social sciences, Cognitive sciences, Cognitive Science
  • Informatics, Sensitivity (kansei) informatics, Sensitivity Informatics/Soft Computing
  • Informatics, Intelligent informatics, Intelligent Informatics

Career

  • Apr. 2007 - 31 Mar. 2015
    理化学研究所・脳科学総合研究センター・客員研究員(脳信号処理チーム・認知動力学研究チーム)
  • Apr. 2003 - Mar. 2007
    埼玉工業大学・工学部・電子工学科・非常勤講師
  • Oct. 2000 - Mar. 2006
    理化学研究所・脳科学総合研究センター・脳信号処理チーム・研究員
  • Sep. 1997 - Aug. 2000
    ロンドン大学・インペリアルカレッジ・電気電子工学科・研究助手(ポスドク)

Educational Background

  • 1997
    Imperial College of Science, Technology, and Medicine, University of London, Department of Electrical and Electronics Engineering

Member History

  • Jan. 2006 - Present
    上級会員(Senior Member), IEEE
  • May 2007 - May 2011
    Associate Editor, IEICE Trans. Fundamentals (EA), 電子情報通信学会

Award

  • 2022 IBLA Grand Prize, 2022 IBLA Grand Prize - Distinguished Musician Award
    Others
  • Tokyo International Association of Arts, TIAA All Japanese Composers' Competition: Awarded
    Publisher
  • Golden Key Music Festival, 1st Place, 2020 Golden Key Piano Composition Competition
    Publisher
  • Oikawa classical music office, 第39回及川音楽事務所・新人オーディション作曲部門・特別賞
  • Best Paper Award, at the IEEE International Conference on VLSI Design and Video Technology

Paper

  • A Class Incremental Learning Algorithm for a Compact-Sized Probabilistic Neural Network and Its Empirical Comparison with Multilayered Perceptron Neural Networks
    Shunpei Morita; Hiroto Iguchi; Tetsuya Hoya
    Lecture Notes in Computer Science, Nov. 2023, Refereed, Not invited
    Last
  • Analytical Comparison Between the Pattern,Classifiers Based upon a Multilayered Perceptron and Probabilistic Neural Network,in Parallel Implementation
    Katsumi Takahashi; Shunpei Morita; Tetsuya Hoya
    In: Pimenidis, E., Angelov, P., Jayne, C., Papaleonidas, A., Aydin, M. (eds) Artificial Neural Networks and Machine Learning – ICANN 2022. ICANN 2022. Lecture Notes in Computer Science, vol 13531. Springer, Cham., Sep. 2022, Refereed, Not invited
    Last
  • Reducing the Number of Centers in a Probabilistic Neural Network via Applying the First Neighbor Means Clustering Algorithm
    Tetsuya Hoya
    Array (Elsevier), Jul. 2022, Refereed, Not invited
    Lead
  • A Modified Cascaded Neuro-Computational Model Applied to Recognition of Connected Spoken Japanese Prefecture Words
    Tetsuya Hoya
    J. Artificial Life and Robotics, Aug. 2019, Refereed, Invited
    Lead
  • Recognition of connected spoken Japanese prefecture words using a modified cascaded neuro-computational model
    Tetsuya Hoya
    The 24th Int. Symp. Artificial Life and Robotics, Jan. 2019, Refereed, Not invited
    Lead
  • On the Parameter Setting of A Network-Growing Algorithm for Radial Basis Kernel Networks
    Tetsuya Hoya
    Proc. of Joint 8th Int. Conf. Soft Computing and Intelli. Syst. and 17th Int. Symp. Advanced Intelli. Syst., Aug. 2016, Refereed, Not invited
    Lead
  • Connected Word Recognition Using a Cascaded Neuro-Computational Model
    Tetsuya Hoya and Cees van Leeuwen
    Connection Science, Aug. 2016, Refereed, Not invited
    Lead
  • Broadband Noise Reduction in Speech via Multiway Subspace Data Reconstruction
    Tetsuya Hoya; Yusuke Sato; Tatsuya Yoshii
    Journal of Research Institute of Science and Technology, College of Science and Technology, Nihon University, Jul. 2016, Refereed, Not invited
    Lead
  • Reduction of Broadband Noise in Speech Signals by Multilinear Subspace Analysis
    Yusuke Sato; Hovagim Bakardjian; Andrzej Cichocki
    Proceedings of the InterSpeech2010, Sep. 2010, Refereed, Not invited
  • A Cascaded Neuro-Computational Model for Spoken Word Recognition
    Cees van-Leeuwen
    Connection Science, Mar. 2010, Refereed, Not invited
    Lead
  • Modelling Neuronal Grammar Circuits
    HOYA TETSUYA
    English Linguistics: Journal of the English Linguistic Soc. of Japan, Dec. 2008, Refereed, Not invited
    Lead
  • Simultaneous Pattern Classification and Multi-Domain Association Using Self-Structuring Kernel Memory Networks
    T. Hoya and Y. Washizawa
    IEEE Transactions on Neural Networks, May 2007, Refereed, Not invited
    Lead
  • Sequential Blind Source Separation of Periodic Signals Based Exclusively on Second Order Statistics
    M. G. Jafari; W. Wang; J. A. Chambers; T. Hoya; and A. Cichocki
    IEEE Transactions on Signal Processing, Mar. 2006, Refereed, Not invited
  • Artificial Mind System - As an Engineering Approach to the Language Acquisition Studies
    N. Toyoda-Akiho and T. Hoya
    Proc. 2nd CLS Int. Conf. CLaSIC-2006: Processes and Process-Orientation in Foreign Language Teaching and Learning, 2006, Refereed, Not invited
  • Artificial Intelligence and Language Acquisition -- An Example of A New Approach -- Solution to the `WUG'-Test Interpreted within the Artificial Mind System Context
    T. Hoya and N. Toyoda-Akiho
    Proc. the 8th Annual Int. Conf. Japanese Soc. for Language Sciences (JSLS-2006), 2006, Refereed, Not invited
    Lead
  • Stereophonic Noise Reduction Using A Combined Sliding Subspace Projection and Adaptive Signal Enhancement
    T. Hoya; T. Tanaka; A. Cichocki; T. Murakami; G. Hori; and J. A. Chambers
    IEEE Transactions on Speech and Audio Processing, May 2005, Refereed, Not invited
    Lead
  • Dynamic Brain Sources of Single-Trial Auditory Evoked Potentials Data Using Complex ICA Approach
    L. Zhao; J. Cao; T. Hoya; and A. Cichocki
    Proc. 27th Annu. Int. Conf. IEEE Engi. in Medicine and Biology Soc. (EMBC-2005), 2005, Refereed, Not invited
  • Analysis of Single-Trial EEG Data Using a Combined Robust Pre-Whitening Technique and ICA Approach
    L. Zhao; J. Cao; T. Hoya; and A. Cichocki
    Proc. IEEE Int. Conf. VLSI Design and Video Tech., 2005, Refereed, Not invited
  • Speech Enhancement by Spectral Subtraction Based on Subspace Decomposition
    T. Murakami; T. Hoya; and Y. Ishida
    IEICE Transactions on Fundamentals, 2005, Refereed, Not invited
  • Notions of Intuition and Attention Modeled by A Hiearchically Arranged Generalized Regression Neural Network
    T Hoya
    IEEE Transactions on Systems, Man, and Cybernetics - Part B: Cybernetics, Feb. 2004, Refereed, Not invited
    Lead
  • Blind Speech Extraction Using Subband Independent Component Analysis with Scale Adjustment Function and Neural Memory
    T. Hanada; T. Hoya; T. Murakami; and Y. Ishida
    Proc. TENCON'04, 2004, Refereed, Not invited
  • Self-Organising Associative Kernel Memory for Multi-Domain Pattern Classification
    T. Hoya
    Proc. ALCOSP-2004, 2004, Refereed, Not invited
    Lead
  • Combined Subband Independent Component Analysis and Neural Memory for Blind Speech Extraction
    T. Hanada; T. Hoya; S. Ding; A. K. Barros; and Y. Ishida
    Proc. ITC-CSCC 2004, 2004, Refereed, Not invited
  • On the Capability of Accommodating New Classes Within Probabilistic Neural Networks
    T Hoya
    IEEE Transactions on Neural Networks, Mar. 2003, Refereed, Not invited
    Lead
  • Classification of Single Trial EEG Signals by a Combined Principal + Independent Component Analysis and Probabilistic Neural Network Approach
    T. Hoya; G. Hori; H. Bakardjian; T. Nishimura; T. Suzuki; Y. Miyawaki; A. Funase; and J. Cao
    Proc. ICA2003, 2003, Refereed, Not invited
    Lead
  • A Combined Cascading Subspace Methods and Adaptive Signal Enhancement for Stereophonic Noise Reduction
    T. Hoya; A. Cichocki; T. Tanaka; G. Hori; T. Murakami; and J. A. Chambers
    Proc. ICA2003, 2003, Refereed, Not invited
    Lead
  • Speech Extraction Based Upon a Combined Subband Independent Component Analysis and Neural Memory
    T. Hoya; A. K. Barros; T. Rutkowski; A. Cichocki
    Proc. ICA2003, 2003, Refereed, Not invited
    Lead
  • A Kernel Based Neural Memory Concept and Representation of Procedural Memory and Emotion
    T. Hoya
    Proc. AROB'03, 2003, Refereed, Not invited
    Lead
  • Speech Enhancement Based on a Combined Higher Frequency Regeneration Technique and Radial Basis Function Networks
    T. Murakami; M. Namba; T. Hoya; and Y. Ishida
    Proc. TENCON'02, 2002, Refereed, Not invited
  • A Model-Following Adaptive Controller Using Radial Basis Function Networks
    T. Ibayashi; T. Hoya; O. Ono; and Y. Ishida
    Proc. CACSD-2002, 2002, Refereed, Not invited
  • Transformation of Spectral Envelope for Voice Conversion Based on Radial Basis Function Networks
    T. Watanabe; T. Murakami; M. Namba; T. Hoya; and Y. Ishida
    Proc. ICSLP-2002, 2002, Refereed, Not invited
  • Pitch Extraction of Speech Signals Using an Eigen-Based Subspace Method
    T. Murakami; M. Namba; T. Hoya; and Y. Ishida
    Proc. ICSLP-2002, 2002, Refereed, Not invited
  • Interpreting Two Psychological Functions by A Hierarchically Structured Neural Memory Model
    T. Hoya
    Proc. DARS-2002, 2002, Refereed, Not invited
    Lead
  • Recovery of Broadband Speech from Narrowband Speech by Radial Basis Function Neural Networks
    T. Watanabe; T. Murakami; M. Namba; T. Hoya; and Y. Ishida
    Proc. TENCON'02, 2002, Refereed, Not invited
  • Speech enhancement based on a combined higher frequency regeneration technique and RBF networks
    T Murakami; M Namba; T Hoya; Y Ishida
    2002 IEEE REGION 10 CONFERENCE ON COMPUTERS, COMMUNICATIONS, CONTROL AND POWER ENGINEERING, VOLS I-III, PROCEEDINGS, 2002, Refereed, Not invited
  • Modeling Two Psychological Functions by A Hierarchically Arranged Generalised Regression Neural Networks
    T. Hoya
    Proc. SI2002, 2002, Refereed, Not invited
    Lead
  • Identification and Control of Nonlinear Systems Using Radial Basis Function Networks
    T. Ibayashi; T. Hoya; and Y. Ishida
    Proc. of Japan Hydro and Pneumatic Society, 2002, Refereed, Not invited
  • RBFネットワークを用いた非線形システムの同定と制御
    保谷哲也、石田義久
    フルイドパワーシステム論文誌, 2001, Refereed, Not invited
    Lead
  • Modeling the Notions of Intuition and Consciousness by Hierarchically Arranged Generalized Regression Neural Networks
    T. Hoya
    Proc. NOLTA-2001, 2001, Refereed, Not invited
    Lead
  • Design of Model-Following Controllers Using Radial Basis Function Neural Networks
    J. Watanabe; T. Hoya; and Y. Ishida
    Proc. IASTED 2001, 2001, Refereed, Not invited
  • Speech Enhancement Using MUSIC (MUltiple SIgnal Classification) Algorithm
    T. Murakami; M. Namba; T. Hoya; and Y. Ishida
    Proc. IASTED 2001, 2001, Refereed, Not invited
  • Efficient Extraction of Evoked Potentials by Combination of Wiener Filtering and Subspace Methods
    A. Cichocki; R. R. Gharieb; and T. Hoya
    Proc. ICASSP 2001, 2001, Refereed, Not invited
  • Heuristic Pattern Correction Scheme Using Adaptively Trained Generalized Regression Neural Networks
    T. Hoya and J. A. Chambers
    IEEE Transactions on Neural Networks, Jan. 2001, Refereed, Not invited
    Lead
  • A Study of the $\epsilon$-NLMS Algorithm With Application to Stereophonic Acoustic Echo Cancellation
    T. Hoya; J. A. Chambers; and P. A. Naylor
    International Journal of Adaptive Control and Signal Processing - Special Issue on Active Noise and Echo Cancellation, Sep. 2000, Refereed, Not invited
    Lead
  • Low Complexity $\epsilon$-NLMS Algorithms and Subband Structures for Stereophonic Acoustic Echo Cancellation
    T. Hoya; J. A. Chambers; and P. A. Naylor
    Proc. IWAENC'99, 1999, Refereed, Not invited
    Lead
  • Graph Theoretic Techniques for Pruning Data and Their Applications
    T Hoya
    IEEE Transactions on Signal Processing, Sep. 1998, Refereed, Not invited
    Lead
  • Application of the Leaky eXtended LMS (XLMS) Algorithm in Stereophonic Acoustic Echo Cancellation
    T. Hoya; Y. Loke; J. A. Chambers; and P. A. Naylor
    Eurasip Journal of Signal Processing - Special Issue on Acoustic Echo and Noise Control, Jan. 1998, Refereed, Not invited
    Lead
  • Steady-State Solutions of the Extended LMS Algorithm for Stereophonic Acoustic Echo Cancellation with Leakage or Signal Conditioning
    T. Hoya; J. Chambers; N. Forsyth; and P. A. Naylor
    Proc. EUSIPCO-98, 1998, Refereed, Not invited
    Lead
  • A Heuristic Pattern Correction Scheme for GRNNs and its Application to Speech Recognition
    T. Hoya and A. G. Constantinides
    Proc. IEEE Workshop - NNSP'98, 1998, Refereed, Not invited
    Lead
  • Spoken Digit Recognition Using Neural Networks Trained by Incremental Learning
    T. Hoya; H. Kamata; and Y. Ishida
    Fifth Australian International Conference on Speech Science and Technology, 1994, Refereed, Not invited
    Lead
  • Spoken Word Recognition by Neural Networks Using Adaptive Inverse Filters
    T. Hoya; H. Ihara; and Y. Ishida
    Proc. of International Conference on Signal Processing Applications & Technology, 1994, Refereed, Not invited
    Lead
  • Word Recognition Using Adaptive Mel-Cepstral Analysis
    T. Hoya; H. Ihara; T. Asano; and Y. Ishida
    Proc. IEEE International Workshop on Intelligent Signal Processing and Communication Systems '94, 1994, Refereed, Not invited
    Lead
  • Design and Implementation of an Adaptive Filter Using Neural Networks
    T. Houya; H. Kamata and Y. Ishida
    Proc. International Joint Conference on Neural Networks '93, 1993, Refereed, Not invited
    Lead
  • Design of an Adaptive FIR Filter Using Symmetric Nerual Networks
    T. Houya; H. Kamata and Y. Ishida
    Proc. 1993 Canadian Conference on Electrical and Computer Engineering, 1993, Refereed, Not invited
    Lead

MISC

  • Digits Recognition Using a Combined Self-Organizing Map and Edit Distance
    D. Kamio; T. Hiroki; R. Tanaka; T. Hoya; and Y. Ishida
    Proc. 2015 Annual Conf., Institute of Electrical Engi., Mar. 2015, Not refereed, Not invited

Books and other publications

  • 24 Prelude Impromptus
    Tetsuya Hoya, Single work, Tetsuya Hoya
    Tokyo International Association of Arts, Aug. 2020
    9784990810993
  • Spoken Language Processing, from Isolated Word Recognition to Neural Representation of Syntactical Structures, Based upon Kernel Memory
    Tetsuya Hoya, Single work, Chapter 16, Tetsuya Hoya
    Pan Stanford Publishing, Nov. 2018, Not refereed
  • Modeling the Structures of Complex Systems -- Data Representations, Neural Learning, and Artificial Mind
    Tetsuya Hoya, Single work, Chapter 13 (pp. 407-431), Tetsuya Hoya
    Pan Stanford Publishing, Jul. 2015, Not refereed
  • Artificial Mind System -- Kernel Memory Approach (Studies in Computational Intelligence, Vol.1)
    T. Hoya, Single work, 1(巻) 1-270, T. Hoya
    Springer-Verlag: Heidelberg, Aug. 2005, Not refereed

Lectures, oral presentations, etc.

  • Overview of spoken language processing by means of kernel memory, from isolated word recognition to representation of syntactical structures
    2018 RIKEN-BSI-Cichocki Laboratory Alumni Japan Workshop on Frontier of Multidisciplinary Research: Brain Signal Processing and Multiway Data Mining, Mar. 2018, BSI-RIKEN, Invited
  • Kernel Memory -- A New Connectionist Framework and Its Application to Spoken Word Recognition and Modelling Cognitive Faculties
    Tetsuya Hoya
    The Constantinides Workshop, the 19th Int. Conf. on Digital Signal Processing (DSP-2014), Aug. 2015, Invited
  • Efficient Identification of EMG Patterns in Electroencephalograms by Multilinear Subspace Analysis
    Hikaru Sahara; Hovagim Bakardjian‡; and Andrzej Cichocki
    26th Signal Information Processing Symposium, Nov. 2011, 電子情報通信学会, Not invited
  • Artificial Intelligence and Language Acquisition -- Modelling An Artificial Language Acquisition Mechanism for Representing Inflections of Words Within the Context of Artificial Mind System and Kernel Memory
    T. Hoya and N. Akiho-Toyoda
    Sendai International Forum on Sentence Processing and Psycholinguistics in East Asian Languages, 2006, Not invited
  • Towards the Development of Artificial Mind System -- Robots with Emotions
    保谷哲也
    IEEJ Annual Lectures (Saitama branch), RIKEN, Oct. 2005, Invited
  • Analysis of Dynamical Visual Evoked Potential EEG Data Using ICA Approach
    L. Zhao; J. Cao; T. Hoya; and A. Cichocki
    Annual Conf. Japanese Soc. for Medical and Biological Engineering, Tsukuba, 2005, Not invited
  • Creating the Brain - It's Not a Mere Dream But an Active and Multi-Disciplinary Research Topic
    保谷哲也
    First Forum for Young Scientists, Saitama Institute of Technology, 2003, Invited

Affiliated academic society

  • Jan. 2001 - Present
    IEEE
  • May 2007 - May 2011
    IEICE

Industrial Property Rights

  • 4925235, 特開2003-099756, 2001-291235, 脳の精神的な機能をモデル化した人工ニューラルネットワーク構造の形成方法
  • 4899177, 特開2006-171714, 特願2005-328805, SELF-DEVELOPMENT TYPE VOICE LANGUAGE PATTERN RECOGNITION SYSTEM, AND METHOD AND PROGRAM FOR STRUCTURING SELF-ORGANIZING NEURAL NETWORK STRUCTURE USED FOR SAME SYSTEM
  • 特許第4354387号, 特開2006-146484, 特願2004-334485, Separation System, Signal Separation Method, and Signal Separation Program Therefor
    E. Li, A. Cichocki, S. Amari, and T. Hoya
  • 4338998, 特開2004-005498, 2003-080962, 記憶連鎖システム、記憶連鎖プログラム、記憶連鎖システムで用いられるニューロン素子
  • 4228104, 特願2002-129820, 雑音除去システムおよび雑音除去方法
    Andrzej Cichocki
  • 4219611, 特願2002-129752, 雑音除去システムおよび雑音除去方法
    Andrzej Cichocki, Takahiro Murakami, Yoshihisa Ishida