Large-scale Linear Support Vector Regression

Large-scale Linear Support Vector Regression

碩士 === 國立臺灣大學 === 資訊工程學研究所 === 100 === Support vector regression (SVR) and support vector classification (SVC) are popular learning techniques, but their use with kernels is often time consuming. Recently, linear SVC without kernels has been shown to give competitive accuracy for some applications,...

Full description

Bibliographic Details
Main Authors:	Chia-Hua Ho, 何家華
Other Authors:	Chih-Jen Lin
Format:	Others
Language:	en_US
Published:	2012
Online Access:	http://ndltd.ncl.edu.tw/handle/90643485073745704762

Similar Items

Large-scale Logistic Regression and Linear Support Vector Machines Using Spark
by: Chieh-Yen Lin, et al.
Published: (2014)

Linear Twin Quadratic Surface Support Vector Regression
by: Qianru Zhai, et al.
Published: (2020-01-01)

Dual Coordinate Descent Methods for Large-scale Linear Support Vector Machines
by: Kai-Wei Chang, et al.
Published: (2009)

Embedded Support Vector Regression on CMAC and CMAC-GBF Techniques
by: CHIA-CHU HSU, et al.
Published: (2007)

Linear and support vector regressions based on geometrical correlation of data
by: Kaijun Wang, et al.
Published: (2007-10-01)

Large-Scale Landslide Displacement Rate Prediction Based on Multi-Factor Support Vector Regression Machine
by: Xiuzhen Li, et al.
Published: (2021-02-01)

Coordinate Descent Method for Large-scale L2-loss Linear Support Vector Machines
by: Cho-Jui Hsieh, et al.
Published: (2009)

Two-variable Block Dual Coordinate DescentMethods for Large-scale Linear Support VectorMachines
by: Chi-Cheng Chiu, et al.
Published: (2018)

DOA Finding with Support Vector Regression Based Forward–Backward Linear Prediction
by: Jingjing Pan, et al.
Published: (2017-05-01)

Parameter learning and support vector reduction in support vector regression
by: Chih-cheng Yang, et al.
Published: (2006)

LINEX Support Vector Machine for Large-Scale Classification
by: Yue Ma, et al.
Published: (2019-01-01)

Large Deformation Modeling of Wing-Like Structures Based on Support Vector Regression
by: Chao An, et al.
Published: (2020-08-01)

Decision trees using local support vector regression models for large datasets
by: Minh-Thu Tran-Nguyen, et al.
Published: (2020-01-01)

Forecasting Prices of Taiwan Stock Index Options using the Support Vector Regression Approach and Multiple Linear Regression
by: PENG,CHUN-YI, et al.
Published: (2016)

Construction costs forecasting: comparison of the accuracy of linear regression and support vector machine models
by: Aida Brkan-Vejzović, et al.
Published: (2017-01-01)

Single Image Super-Resolution by Non-Linear Sparse Representation and Support Vector Regression
by: Yungang Zhang, et al.
Published: (2017-02-01)

Linear Regression Supporting Vector Machine and Hybrid LOG Filter-Based Image Restoration
by: Basha D. Khalandar, et al.
Published: (2019-07-01)

Modeling of Soil Aggregate Stability using Support Vector Machines and Multiple Linear Regression
by: Ali Asghar Besalatpour, et al.
Published: (2016-02-01)

Selection of Support Vector Candidates Using Relative Support Distance for Sustainability in Large-Scale Support Vector Machines
by: Minho Ryu, et al.
Published: (2020-10-01)

Online Nonlinear Support Vector Machine for Large-Scale Classification
by: Yi-Fan Chen, et al.
Published: (2014)

Robust ε-Support Vector Regression
by: Yuan Lv, et al.
Published: (2014-01-01)

Support vector machines for classification and regression
by: Shah, Rohan Shiloh.
Published: (2007)

Estimation of Parameters in Support Vector Regression
by: Yi-Chao Chan, et al.
Published: (2006)

Large scale support vector machines algorithms for visual classification
by: Doan, Thanh-Nghi
Published: (2013)

Linear regression for large data base.
by: Li-Ya Shao, et al.
Published: (2003)

Stream Data Load Prediction for Resource Scaling Using Online Support Vector Regression
by: Zhigang Hu, et al.
Published: (2019-02-01)

Stochastic Newton Method for Large Scale Nonlinear Support Vector Machine
by: Tsai, Yi-En, et al.
Published: (2016)

The Application of Non-linear Regression Method to Large Scale Parameter Identification for Groundwater Simulation
by: Shao, Chang-Ping, et al.
Published: (1997)

Linear Epitope Prediction Based on Support Vector Machine and Propensity Scale Method
by: Ya-Chi Lin, et al.
Published: (2010)

Approximation Analysis of Learning Algorithms for Support Vector Regression and Quantile Regression
by: Dao-Hong Xiang, et al.
Published: (2012-01-01)

Application of support vector regression in circle detection
by: Guanmao WU, et al.
Published: (2018-04-01)

Least Absolute Deviation Support Vector Regression
by: Kuaini Wang, et al.
Published: (2014-01-01)

Significance Support Vector Regression for Image Denoising
by: Bing Sun, et al.
Published: (2021-09-01)

Analysis for fuzzy support vector regression model
by: Yao-Yun Liang, et al.
Published: (2010)

Application of Support Vector Regression in Profile Monitoring
by: I-Lin Wu, et al.

GDOP approximation using support vector regression
by: Wei-Han Su, et al.
Published: (2008)

Forecasting Realized Volatility with Support Vector Regression
by: Wei-Cheng Hsu, et al.
Published: (2011)

Robust Vicinity-Emphasis Support Vector Regression
by: Yang, Chan-Yun, et al.
Published: (2014)

Short-Term Air Quality Prediction Based on Fractional Grey Linear Regression and Support Vector Machine
by: Meng Dun, et al.
Published: (2020-01-01)

Prediction of Rice Cultivation in India—Support Vector Regression Approach with Various Kernels for Non-Linear Patterns
by: Kiran Kumar Paidipati, et al.
Published: (2021-04-01)

Cannot write session to /tmp/vufind_sessions/sess_uh8qf4g4pguloj1v2invqjorc4