Design and Implementation of a Support Vector Machine Using an Optoelectronic Matrix-Vector multiplier

机译：基于光电矩阵-矢量乘法器的支持向量机的设计与实现

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Support vector machines (SVM) present very interesting features in the field of image processing, but the intensive calculation needed complicates its use in real-time applications. We present an architecture for a SVM which simplifies most of the calculus using an optoelectronic matrix-vector multiplier (OMVM).

机译：支持向量机（SVM）在图像处理领域中表现出非常有趣的功能，但是所需的密集计算使其在实时应用中的使用变得复杂。我们提出了一种SVM架构，该架构使用光电矩阵矢量乘法器（OMVM）简化了大多数演算。

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来源
《Independent Component Analyses, Wavelets, Unsupervised Nano-Biomimetic Sensors, and Neural Networks V; Proceedings of SPIE-The International Society for Optical Engineering; vol.6576》|2007年|657604.1-657604.6|共6页
会议地点 OrlandoFL(US)
作者
J. Gimeno; H. Lamela; M. Jimenez; M. Gonzalez; M. Ruiz-Llata;
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作者单位

Univ. Carlos III de Madrid, Spain;

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原文格式 PDF
正文语种 eng
中图分类图像信号处理;
关键词
support vector machines (SVMs); optoelectronic matrix-vector multiplier (OMVM); image processing and classification;

机译：支持向量机（SVM）；光电矩阵矢量乘法器（OMVM）;图像处理与分类;

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2. Design and Implementation of a Communication-Optimal Classifier for Distributed Kernel Support Vector Machines [J] . Yang You, James Demmel, Kent Czechowski, IEEE Transactions on Parallel and Distributed Systems . 2017,第4期

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3. An analog VLSI implementation of one-class support vector machine for multiclass classification of highly dimensional vectors [J] . Renyuan Zhang, Mineo Kaneko, Tadashi Shibata Japanese journal of applied physics . 2014,第4S期

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4. Design and Implementation of a Support Vector Machine Using an Optoelectronic Matrix-Vector multiplier [C] . J. Gimeno, H. Lamela, M. Jimenez, Conference on Independent Component Analyses, Wavelets, Unsupervised Nano-Biomimetic Sensors, and Neural Networks . 2007

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5. IMPLEMENTATION OF A DIGITAL OPTICAL MATRIX-VECTOR MULTIPLIER USING A HOLOGRAPHIC LOOK-UP TABLE AND RESIDUE ARITHMETIC [D] . HABIBY, SARRY FOUAD 1986

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6. A Model-Based Design Floating-Point Accumulator. Case of Study: FPGA Implementation of a Support Vector Machine Kernel Function [O] . Marco Bassoli, Valentina Bianchi, Ilaria De Munari 2020

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7. A Model-Based Design Floating-Point Accumulator. Case of Study: FPGA Implementation of a Support Vector Machine Kernel Function [O] . Marco Bassoli, Valentina Bianchi, Ilaria De Munari 2020

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8. Implementation of a digital optical matrix-vector multiplier using a holographic look-up table and residue arithmetic [R] . Habiby, Sarry F. 1987

机译：使用全息查找表和残差算法实现数字光学矩阵矢量乘法器

Design and Implementation of a Support Vector Machine Using an Optoelectronic Matrix-Vector multiplier

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