Multilevel Weighted Support Vector Machine for Classification on Healthcare Data with Missing Values.

Multilevel Weighted Support Vector Machine for Classification on Healthcare Data with Missing Values.

This work is motivated by the needs of predictive analytics on healthcare data as represented by Electronic Medical Records. Such data is invariably problematic: noisy, with missing entries, with imbalance in classes of interests, leading to serious bias in predictive modeling. Since standard data m...

Full description

Bibliographic Details
Main Authors:	Talayeh Razzaghi, Oleg Roderick, Ilya Safro, Nicholas Marko
Format:	Article
Language:	English
Published:	Public Library of Science (PLoS) 2016-01-01
Series:	PLoS ONE
Online Access:	http://europepmc.org/articles/PMC4873242?pdf=render

Similar Items

PMSVM: An Optimized Support Vector Machine Classification Algorithm Based on PCA and Multilevel Grid Search Methods
by: Yukai Yao, et al.
Published: (2015-01-01)

Weighted Linear Loss Projection Twin Support Vector Machine for Pattern Classification
by: Sugen Chen, et al.
Published: (2019-01-01)

Support Vector Machines for Classification and Imputation
by: Rogers, Spencer David
Published: (2012)

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

Application of Nonparametric Weighted Feature Extraction and Support Vector Machine in the New-thyroid Classification
by: Ya-Ching Chiu, et al.
Published: (2008)

Integrating Label Uncertainty in Ultrasound Image Classification using Weighted Support Vector Machines
by: Hagenah Jannis, et al.
Published: (2019-09-01)

Multilevel Image Thresholding and Handwritten Chinese Character Recognition by Support Vector Machines
by: Yi-Guei Lin, et al.
Published: (2011)

TEXT CLASSIFICATION BASED ON SUPPORT VECTOR MACHINE
by: Lê Thị Minh Nguyện
Published: (2019-06-01)

Support Vector Machine Implementations for Classification & Clustering
by: Winters-Hilt Stephen, et al.
Published: (2006-09-01)

Support Vector Machines for Unbalanced Multicategory Classification
by: Kang-Mo Jung
Published: (2015-01-01)

Piecewise-Smooth Support Vector Machine for Classification
by: Qing Wu, et al.
Published: (2013-01-01)

Pairwise Classification and Pairwise Support Vector Machines
by: Brunner, Carl
Published: (2012)

Application of Support Vector Machine for Emotion Classification
by: Yu-Meng Lin, et al.
Published: (2012)

Support Vector Machines for Multi-label Classification
by: Wen-Hsien Su, et al.
Published: (2006)

Metagenomic Phylogenetic Classification with Support Vector Machine
by: Kun-Xain Liu, et al.
Published: (2015)

A Study on Web Pages Classification Based on Support Vector Machines with Weight Voting Schema
by: Chung-Hsun Hsieh, et al.
Published: (2005)

Applying the Support Vector Regression to the Missing Value Problems
by: Hsi–An Chen, et al.
Published: (2010)

Support vector machine classification of Major Depressive Disorder using diffusion-weighted neuroimaging and graph theory
by: Matthew D Sacchet, et al.
Published: (2015-02-01)

An effective Weighted Multi-class Least Squares Twin Support Vector Machine for Imbalanced data classification
by: Divya Tomar, et al.
Published: (2015-08-01)

Websites Classification Using Web Page Layout Weighting Scheme and Multi-class Support Vector Machine
by: Kai-Liang Ko, et al.
Published: (2006)

Smooth Diagonal Weighted Newton Support Vector Machine
by: Jinjin Liang, et al.
Published: (2013-01-01)

Twin Bounded Weighted Relaxed Support Vector Machines
by: Fatemeh Alamdar, et al.
Published: (2019-01-01)

Smooth Support Vector Machine for Multi-class Classification
by: Chih-Cheng Chang, et al.
Published: (2007)

Apply support vector machine in anime images classification.
by: Hao-Yu Chuang, et al.
Published: (2018)

An Updated Projection Twin Support Vector Machine for Classification
by: Hua Xiaopeng, et al.
Published: (2017-01-01)

Minimal Complexity Support Vector Machines for Pattern Classification
by: Shigeo Abe
Published: (2020-11-01)

Support Vector Machine Classification of Drunk Driving Behaviour
by: Huiqin Chen, et al.
Published: (2017-01-01)

Support vector machine classification of streptavidin-binding aptamers.
by: Xinliang Yu, et al.
Published: (2014-01-01)

Kernel Parameter Selection for Support Vector Machine Classification
by: Zhiliang Liu, et al.
Published: (2014-06-01)

Talent classification of motoric parameters with support vector machine
by: Hanife Kanat USTA, et al.
Published: (2018-09-01)

Speech Signal Classification Using Support Vector Machines
by: Sood, Gaurav
Published: (2011)

On the parameter optimization of Support Vector Machines for binary classification
by: Gaspar Paulo, et al.
Published: (2012-12-01)

A Study of Support Vector Machine for Audio Classifications
by: Chien-Chang Lin, et al.
Published: (2007)

Ellipsoid support vector machines for rotational texture classification
by: Kang Lee, et al.
Published: (2008)

Apply Fuzzy Support Vector Machine to Texture Classification
by: 詹茗旭
Published: (2009)

Flower Image Classification Based on the Support Vector Machine
by: Tsai-ming Sun, et al.
Published: (2016)

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

Quantum Support Vector Machine for Big Data Classification
by: Mohseni, Masoud, et al.
Published: (2014)

Adaptive Multilevel Kernel Machine for Scene Classification
by: Junlin Hu, et al.
Published: (2013-01-01)

Concurrent fault diagnosis of modular multilevel converter with Kalman filter and optimized support vector machine
by: Yong Zhang, et al.
Published: (2019-12-01)