An Implementation of Decision Tree-Based Context Clustering on Graphics Processing Units

被引:0
|
作者
Pilkington, Nicholas [1 ]
Zen, Heiga [1 ]
机构
[1] Toshiba Res Europe Ltd, Cambridge Res Lab, Cambridge, England
关键词
HMM-based speech synthesis; decision tree-based context clustering; GPU;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Decision tree-based context clustering is essential but time-consuming while building HMM-based speech synthesis systems. Its widely used implementation is not designed to take advantage of highly parallel architectures, such as GPUs. This paper shows an implementation of tree-based clustering for these highly parallel architectures. Experimental results showed that the new implementation running on GPUs was significantly faster than the conventional one running on CPUs.
引用
收藏
页码:833 / 836
页数:4
相关论文
共 50 条
  • [1] DECISION TREE-BASED CONTEXT CLUSTERING BASED ON CROSS VALIDATION AND HIERARCHICAL PRIORS
    Zen, Heiga
    Gales, M. J. F.
    2011 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, 2011, : 4560 - 4563
  • [2] Decision tree-based context dependent sublexical units for Continuous Speech Recognition of Basque
    de Ipiña, KL
    Graña, M
    Ezeiza, N
    Hernández, M
    Zulueta, E
    Ezeiza, A
    PROGRESS IN PATTERN RECOGNITION, SPEECH AND IMAGE ANALYSIS, 2003, 2905 : 259 - 265
  • [3] Gravitational tree-code on graphics processing units: implementation in CUDA
    Gaburov, Evghenii
    Bedorf, Jeroen
    Zwart, Simon Portegies
    ICCS 2010 - INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, PROCEEDINGS, 2010, 1 (01): : 1113 - 1121
  • [4] Application of decision tree-based techniques to veneer processing
    Suborna Shekhor Ahmed
    Julie Cool
    Mohammad Ehsanul Karim
    Journal of Wood Science, 2020, 66
  • [5] Application of decision tree-based techniques to veneer processing
    Ahmed, Suborna Shekhor
    Cool, Julie
    Karim, Mohammad Ehsanul
    JOURNAL OF WOOD SCIENCE, 2020, 66 (01)
  • [6] GPUDePiCt: A Parallel Implementation of a Clustering Algorithm for Computing Degenerate Primers on Graphics Processing Units
    Cickovski, Trevor
    Flor, Tiffany
    Irving-Sachs, Galen
    Novikov, Philip
    Parda, James
    Narasimhan, Giri
    IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2015, 12 (02) : 445 - 454
  • [7] Adaptive Decision Tree-based Phone Cluster Models for Speaker Clustering
    Hsieh, Chia-Hsin
    Wu, Chung-Hsien
    Shen, Han-Ping
    INTERSPEECH 2008: 9TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2008, VOLS 1-5, 2008, : 861 - 864
  • [8] Fast Density-Based Clustering Using Graphics Processing Units
    Loh, Woong-Kee
    Moon, Yang-Sae
    Park, Young-Ho
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2014, E97D (05): : 1349 - 1352
  • [9] Minimum Generation Error Criterion for Tree-based Clustering of Context Dependent HMMs
    Wu, Yi-Jian
    Guo, Wu
    Wang, Ren-Hua
    INTERSPEECH 2006 AND 9TH INTERNATIONAL CONFERENCE ON SPOKEN LANGUAGE PROCESSING, VOLS 1-5, 2006, : 2046 - 2049
  • [10] A decision tree-based method for speech processing:: Question sentence detection
    Quang, Vu Minh
    Castelli, Eric
    Yen, Pham Ngoc
    FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, PROCEEDINGS, 2006, 4223 : 1205 - 1212