EMPIRICAL ANALYSIS OF IEEE754, FIXED-POINT AND POSIT IN LOW PRECISION MACHINE LEARNING

被引:0
|
作者
Ciocîrlan, Ștefan-Dan [1 ]
Neacșu, Teodor-Andrei [1 ]
Rughiniș, Răzvan-Victor [1 ]
机构
[1] University POLITEHNICA of Bucharest, Dept. of Computer Science, Romania
关键词
D O I
暂无
中图分类号
学科分类号
摘要
14
引用
收藏
页码:13 / 24
相关论文
共 26 条
  • [1] EMPIRICAL ANALYSIS OF IEEE754, FIXED-POINT AND POSIT IN LOW PRECISION MACHINE LEARNING
    Ciocirlan, Stefan-Dan
    Neacs, Teodor-Andrei
    Rughinis, Razvan-Victor
    UNIVERSITY POLITEHNICA OF BUCHAREST SCIENTIFIC BULLETIN SERIES C-ELECTRICAL ENGINEERING AND COMPUTER SCIENCE, 2023, 85 (03): : 13 - 24
  • [2] Empirical analysis of IEEE 754 and Posit in statistical methods
    Ciocirlan, Stefan-Dan
    Ebru, Resul
    Rughinis, Razvan-Victor
    Vrejoiu, Mihnea
    CONTROL ENGINEERING AND APPLIED INFORMATICS, 2023, 25 (01): : 59 - 68
  • [3] Deep Learning Inference on Embedded Devices: Fixed-Point vs Posit
    Langroudi, Seyed H. F.
    Pandit, Tej
    Kudithipudi, Dhireesha
    2018 1ST WORKSHOP ON ENERGY EFFICIENT MACHINE LEARNING AND COGNITIVE COMPUTING FOR EMBEDDED APPLICATIONS (EMC2), 2018, : 19 - 23
  • [4] Implementation of Machine Learning Applications on a Fixed-Point DSP
    Bharati, Swetha K.
    Jhunjhunwala, Ashok
    2015 IEEE 28TH CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE), 2015, : 1458 - 1463
  • [5] Fixed-Point Evaluation of Extreme Learning Machine for Classification
    Xu, Yingnan
    Jiang, Jingfei
    Jiang, Juping
    Liu, Zhiqiang
    Xu, Jinwei
    PROCEEDINGS OF ELM-2015, VOL 1: THEORY, ALGORITHMS AND APPLICATIONS (I), 2016, 6 : 27 - 38
  • [6] Training Neural Networks with Low Precision Dynamic Fixed-Point
    Jo, Sujeong
    Park, Hanmin
    Lee, Gunhee
    Choi, Kiyoung
    2018 IEEE 36TH INTERNATIONAL CONFERENCE ON COMPUTER DESIGN (ICCD), 2018, : 405 - 408
  • [7] Evaluation of Static Analysis Techniques for Fixed-Point Precision Optimization
    Cong, Jason
    Gururaj, Karthik
    Liu, Bin
    Liu, Chunyue
    Zhang, Zhiru
    Zhou, Sheng
    Zou, Yi
    PROCEEDINGS OF THE 2009 17TH IEEE SYMPOSIUM ON FIELD PROGRAMMABLE CUSTOM COMPUTING MACHINES, 2009, : 231 - +
  • [8] Empirical Analysis of Fixed Point Precision Quantization of CNNs
    Ansari, Anaam
    Ogunfunmi, Tokunbo
    2019 IEEE 62ND INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2019, : 243 - 246
  • [9] Analysis of Precision for Scaling the Intermediate Variables in Fixed-Point Arithmetic Circuits
    Sarbishei, O.
    Radecka, K.
    2010 IEEE AND ACM INTERNATIONAL CONFERENCE ON COMPUTER-AIDED DESIGN (ICCAD), 2010, : 739 - 745
  • [10] Analysis of Range and Precision for Fixed-Point Linear Arithmetic Circuits with Feedbacks
    Sarbishei, O.
    Pang, Y.
    Radecka, K.
    2010 IEEE INTERNATIONAL HIGH LEVEL DESIGN VALIDATION AND TEST WORKSHOP (HLDVT), 2010, : 25 - 32