Min-redundancy and max-relevance multi-view feature selection for predicting ovarian cancer survival using multi-omics data

Multi-view learning overview: Recent progress and new challenges

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The Ribosomal Protein S19 Suppresses Antitumor Immune Responses via the Complement C5a Receptor 1

(2017) Maciej M. Markiewski et al.   JOURNAL OF IMMUNOLOGY

Integrated genomic and molecular characterization of cervical cancer

(2017)   NATURE

More Is Better: Recent Progress in Multi-Omics Data Integration Methods

(2017) Sijia Huang et al.   Frontiers in Genetics

Using knowledge-driven genomic interactions for multi-omics data analysis: metadimensional models for predicting clinical outcomes in ovarian carcinoma

(2016) Dokyoon Kim et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Multi-view L2-SVM and its multi-view core vector machine

(2016) Chengquan Huang et al.   NEURAL NETWORKS

Integrative methods for analyzing big data in precision medicine

(2016) Vladimir Gligorijević et al.   PROTEOMICS

MVDA: a multi-view genomic data integration methodology

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Multi-View Learning With Incomplete Views

(2015) Chang Xu et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Methods of integrating data to uncover genotype–phenotype interactions

(2015) Marylyn D. Ritchie et al.   NATURE REVIEWS GENETICS

Ensemble manifold regularized sparse low-rank approximation for multiview feature embedding

(2015) Lefei Zhang et al.   PATTERN RECOGNITION

Next-generation sequencing to guide cancer therapy

(2015) Jeffrey Gagan et al.   Genome Medicine

MRM-Lasso: A Sparse Multiview Feature Selection Method via Low-Rank Analysis

(2015) Wanqi Yang et al.   IEEE Transactions on Neural Networks and Learning Systems

Incorporating inter-relationships between different levels of genomic data into cancer clinical outcome prediction

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Similarity network fusion for aggregating data types on a genomic scale

(2014) Bo Wang et al.   NATURE METHODS

PiHelper: an open source framework for drug-target and antibody-target data

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Pattern discovery and cancer gene identification in integrated cancer genomic data

(2013) Qianxing Mo et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Breakthroughs in genomics data integration for predicting clinical outcome

(2012) Yves A. Lussier et al.   JOURNAL OF BIOMEDICAL INFORMATICS

The cBio Cancer Genomics Portal: An Open Platform for Exploring Multidimensional Cancer Genomics Data: Figure 1.

(2012) Ethan Cerami et al.   Cancer Discovery

The NumPy Array: A Structure for Efficient Numerical Computation

(2011) Stéfan van der Walt et al.   COMPUTING IN SCIENCE & ENGINEERING

A two-stage gene selection scheme utilizing MRMR filter and GA wrapper

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Prediction of protein–protein interactions based on PseAA composition and hybrid feature selection

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Comprehensive genomic characterization defines human glioblastoma genes and core pathways

(2008) Roger McLendon et al.   NATURE

GOEAST: a web-based software toolkit for Gene Ontology enrichment analysis

(2008) Qi Zheng et al.   NUCLEIC ACIDS RESEARCH