Training SVMs with parallelized stochastic gradient descent

• 1. 一种基于Hadoop的并行化SVM求解方法 [P] . 中国专利： CN102750309B . 2015.06.17
• 2. 一种基于Hadoop的并行化SVM求解方法 [P] . 中国专利： CN102750309A . 2012-10-24
• 3. Training SVMs with Parallelized Stochastic Gradient Descent [P] . 美国专利： US2011295774A1 . 2011-12-01

  机译： 通过并行的随机梯度下降训练SVM

• 4. MACHINE LEARNING THROUGH PARALLELIZED STOCHASTIC GRADIENT DESCENT [P] . 世界知识产权组织专利： WO2017132010A1 . 2017-08-03

  机译： 通过随机分布的梯度下降进行机器学习

• 5. MACHINE LEARNING THROUGH PARALLELIZED STOCHASTIC GRADIENT DESCENT [P] . 美国专利： US2017213148A1 . 2017-07-27

  机译： 通过随机分布的梯度下降进行机器学习

• 1. Efficient and High-quality Recommendations via Momentum-incorporated Parallel Stochastic Gradient Descent-Based Learning [J] . Xin Luo, Wen Qin, Ani Dong, 自动化学报（英文版） . 2021,第002期
• 2. Efficient and High-quality Recommendations via Momentum-incorporated Parallel Stochastic Gradient Descent-Based Learning [J] . Xin Luo, Wen Qin, Ani Dong, 自动化学报：英文版 . 2021,第002期
• 3. Comparative study of multilayer perceptron-stochastic gradient descent and gradient boosted trees for predicting daily suspended sediment load: The case study of the Mississippi River, U.S. [J] . Sadra Shadkani, Akram Abbaspour, Saeed Samadianfard, 国际泥沙研究（英文版） . 2021,第004期
• 4. Breaking the Curse of Kernelization: Budgeted Stochastic Gradient Descent for Large-Scale SVM Training [J] . Wang Zhuang, Crammer Koby, Vucetic Slobodan Journal of machine learning research . 2012,第Oct期
• 5. Stochastic Gradient Descent with Barzilai-Borwein update step for SVM [J] . Sopyla Krzysztof, Drozda Pawel Information Sciences: An International Journal . 2015,第Null期
• 6. A Stochastic Gradient Descent Based SVM with Fuzzy-Rough Feature Selection and Instance Selection for Breast Cancer Diagnosis [J] . Onan Aytug Journal of Medical Imaging and Health Informatics . 2015,第6期
• 7. Speeding Up Budgeted Stochastic Gradient Descent SVM Training with Precomputed Golden Section Search [C] . Tobias Glasmachers, Sahar Qaadan International Conference on Machine Learning, Optimization, and Data Science . 2019
• 8. Efficient and Scalable Parallel Stochastic Gradient Descent on a Heterogeneous CPU-FPGA platform for Large Scale Machine Learning [D] . Rasoori, Sandeep. 2017
• 9. Mutual Information Based Learning Rate Decay for Stochastic Gradient Descent Training of Deep Neural Networks [O] . Shrihari Vasudevan 2020
• 10. Performance Optimization on Model Synchronization in Parallel Stochastic Gradient Descent Based SVM [O] . Vibhatha Lakmal Abeykoon, Geoffrey Charles Fox, Minje Kim 2019

• 1. Stochastic parallel gradient descent based adaptive optics used for a high contrast imaging coronagraph [J] . Bing Dong ,De-Qing Ren ,Xi Zhang . 天文和天体物理学研究 . 2011,第008期
• 2. Stochastic parallel gradient descent based adaptive optics used for a high contrast imaging coronagraph [J] . Bing Dong ,De-Qing Ren ,Xi Zhang . 天文和天体物理学研究 . 2011,第008期
• 3. 基于SVM的轴承振动信号回归训练样本研究 [C] . 丁其坤 ,张来斌 ,梁伟 . 第九届全国设备与维修工程学术会议暨第十五届全国设备监测与诊断学术会议 . 2012
• 4. 基于改进随机梯度下降算法的SVM [A] . 金钊 . 2017