Data, compression by geometric quantization

被引：6
|
作者：
Khumbah, NA [1 ]
Wegman, EJ [1 ]
机构：
[1] N Georgia Coll & State Univ, Dept Math & Comp Sci, Newton Oakes Ctr 212, Dahlonega, GA 30597 USA
来源：
RECENT ADVANCES AND TRENDS IN NONPARAMETRIC STATISTICS | 2003年
关键词：
D O I：
10.1016/B978-044451378-6/50003-X
中图分类号：
O21 [概率论与数理统计]; C8 [统计学];
学科分类号：
020208 ; 070103 ; 0714 ;
摘要：
In this paper, we propose a nonparametric method for data quantization so as to reduce massive data sets to more manageable sizes. We, investigate the probabilistic foundation and demonstrate statistical results for the quantization process. We discuss optimal geometric quantization procedures and discuss the computational and storage complexity of these procedures.
引用
收藏
页码：35 / 46
页数：12
相关论文
共 50 条
  • [41] Progressive image data compression with adaptive scale-space quantization
    Przelaskowski, A
    INTERNET IMAGING, 2000, 3964 : 143 - 154
  • [42] Compression of raw SAR data using entropy-constrained quantization
    Algra, T
    IGARSS 2000: IEEE 2000 INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOL I - VI, PROCEEDINGS, 2000, : 2660 - 2662
  • [43] QMBRI: INVERSE QUANTIZATION OF MINIMUM BOUNDING RECTANGLES FOR SPATIAL DATA COMPRESSION
    Kim, Jongwan
    Oh, Dukshin
    Kim, Keecheon
    COMPUTING AND INFORMATICS, 2013, 32 (04) : 679 - 696
  • [44] ON THE GEOMETRIC-QUANTIZATION AND BRST QUANTIZATION FOR BOSONIC STRINGS
    YU, Y
    GUO, HY
    PHYSICS LETTERS B, 1989, 216 (1-2) : 68 - 74
  • [45] Deformation Quantization and Geometric Quantization of Abelian Moduli Spaces
    Jørgen Ellegaard Andersen
    Communications in Mathematical Physics, 2005, 255 : 727 - 745
  • [46] NONLINEAR ESTIMATION WITH QUANTIZED MEASUREMENTS . PCM, PREDICTIVE QUANTIZATION, AND DATA COMPRESSION
    CURRY, RE
    IEEE TRANSACTIONS ON INFORMATION THEORY, 1970, 16 (01) : 113 - +
  • [47] Data Compression for DNN Weighting Coefficients using Layer Adaptive Quantization
    Aogaki, Ryota
    Yashima, Yoshiyuki
    INTERNATIONAL WORKSHOP ON ADVANCED IMAGING TECHNOLOGY (IWAIT) 2021, 2021, 11766
  • [48] Study on SAR raw data compression using block adaptive quantization
    Ye, S.
    Sha, N.
    Zhu, Z.
    2001, Nanjing University of Aeronautics an Astronautics (16):
  • [49] Image data compression by adaptive vector quantization of classified wavelet coefficients
    Ancis, M
    Giusto, DD
    1997 IEEE PACIFIC RIM CONFERENCE ON COMMUNICATIONS, COMPUTERS AND SIGNAL PROCESSING, VOLS 1 AND 2: PACRIM 10 YEARS - 1987-1997, 1997, : 330 - 333
  • [50] Lossless image data sequence compression using optimal context quantization
    Forchhammer, S
    Wu, XL
    Andersen, JD
    DCC 2001: DATA COMPRESSION CONFERENCE, PROCEEDINGS, 2001, : 53 - 62
12345