IEEE Computational Intelligence Magazine - August 2018 - 1

Volume 13 Number 3 ❏ August 2018
www.ieee-cis.org

Features

12
Identifying DNA Methylation Modules Associated

with a Cancer by Probabilistic Evolutionary Learning

b y Je-Keun Rhee, Soo-Jin Kim, and Byoung-Tak Zhang
20
Augmentation of Physician Assessments with Multi-Omics

Enhances Predictability of Drug Response: A Case Study
of Major Depressive Disorder

by Arjun Athreya, Ravishankar Iyer, Drew Neavin, Liewei Wang,
Richard Weinshilboum, Rima Kaddurah-Daouk, John Rush,
Mark Frye, and William Bobo

Columns

32 Research Frontier

Optimal Weighted Extreme Learning Machine for Imbalanced Learning

with Differential Evolution

by JongHyok Ri, Liang Liu,Yong Liu, Huifeng Wu,Wenliang Huang, and Hun Kim

on the cover

©istockphoto.com/kirstypargeter

Learning Without External Reward

by Haibo He and Xiangnan Zhong
55 Review Article

Recent Trends in Deep Learning Based Natural Language Processing

by Tom Young, Devamanyu Hazarika, Soujanya Poria, and Erik Cambria

Departments

2 Editor's Remarks
3 President's Message

by Nikhil R. Pal
5 Conference Reports
Conference Report on IEEE
Computational Intelligence
Society ExCom Workshop 2018

by Jie Lu
8 Publication Spotlight

by Haibo He, Jon Garibaldi,
Kay Chen Tan, Julian Togelius,
Yaochu Jin, and Yew Soon Ong

10 Guest Editorial
Computational Intelligence
Techniques in Bioinformatics
and Bioengineering

by Richard Allmendinger,
Daniel Ashlock, and
Sansanee Auephanwiriyakul
76 Conference Calendar

by Bernadette Bouchon-Meunier

Promoting Sustainable Forestry
SFI-01681

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Digital Object Identifier 10.1109/MCI.2017.2770275

August 2018 | IEEE Computational intelligence magazine

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Table of Contents for the Digital Edition of IEEE Computational Intelligence Magazine - August 2018