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
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
  • [1] Compression of ECG data by vector quantization
    Wang, BH
    Yuan, GX
    IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE, 1997, 16 (04): : 23 - 26
  • [2] IMAGE COMPRESSION BY VECTOR QUANTIZATION OF PROJECTION DATA
    PARK, HB
    LEE, CW
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 1992, E75D (01) : 148 - 155
  • [3] A Quantization Method for Haptic Data Lossy Compression
    Nakano, Tomohiro
    Uozumi, Seiji
    Johansson, Rolf
    Ohnishi, Kouhei
    2015 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS (ICM), 2015, : 126 - 131
  • [4] Vertex data compression through vector quantization
    Chou, PH
    Meng, TH
    IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2002, 8 (04) : 373 - 382
  • [5] QUANTIZATION STUDIES ON DATA COMPRESSION TECHNIQUES APPLIED TO ECG DATA
    SHRIDHAR, M
    MOHANKRISHNAN, N
    STEVENS, MF
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1979, 26 (09) : 524 - 524
  • [6] GEOMETRIC QUANTIZATION
    LLOYDEVANS, DJR
    LETTERE AL NUOVO CIMENTO, 1976, 16 (11): : 321 - 324
  • [7] Tensor Quantization: High-Dimensional Data Compression
    Chang, Shih Yu
    Wu, Hsiao-Chun
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2022, 32 (08) : 5566 - 5580
  • [8] Vector quantization for saturated SAR raw data compression
    Hua, Bin
    Qi, Haiming
    Zhang, Ping
    Li, Xin
    ADVANCES IN SPACE RESEARCH, 2010, 45 (11) : 1330 - 1337
  • [9] Lossy compression of hyperspectral data using vector quantization
    Ryan, MJ
    Arnold, JF
    REMOTE SENSING OF ENVIRONMENT, 1997, 61 (03) : 419 - 436
  • [10] Coarse quantization for data compression in coherent location systems
    Fowler, ML
    IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2000, 36 (04) : 1269 - 1278