A Review of Deep Machine Learning

被引：45

作者：

Benuwa, Ben-Bright ^{[1
,2
]}

Zhan, Yongzhao ^{[1
]}

Ghansah, Benjamin ^{[1
,2
]}

Wornyo, Dickson Keddy ^{[1
]}

Kataka, Frank Banaseka ^{[1
]}

机构：

[1] Jiangsu Univ, Sch Comp Sci & Telecommun Engn, Xuefu Rd 301, Jiangsu City 212013, Zhenjiang, Peoples R China

[2] Data Link Inst, Sch Comp Sci, POB 2481, Tema Ghana, West Africa, Ghana

来源：

INTERNATIONAL JOURNAL OF ENGINEERING RESEARCH IN AFRICA | 2016年 / 24卷

关键词：

Deep learning; Deep belief networks; feature learning; unsupervised learning; Boltzmann Machine; neural nets;

D O I：

10.4028/www.scientific.net/JERA.24.124

中图分类号：

T [工业技术];

学科分类号：

08 ;

摘要：

The rapid increase of information and accessibility in recent years has activated a paradigm shift in algorithm design for artificial intelligence. Recently, Deep Learning (a surrogate of Machine Learning) have won several contests in pattern recognition and machine learning. This review comprehensively summarises relevant studies, much of it from prior state-of-the-art techniques. This paper also discusses the motivations and principles regarding learning algorithms for deep architectures.

引用

页码：124 / 136

页数：13

共 67 条

[1] Comparing human and automatic face recognition performance [J].

Adler, Andy ;

Schuckers, Michael E. .

IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2007, 37 (05) :1248-1255

[2]

Aleksander I., 2009, ESANN

[3] Deep Machine Learning-A New Frontier in Artificial Intelligence Research [J].

Arel, Itamar ;

Rose, Derek C. ;

Karnowski, Thomas P. .

IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2010, 5 (04) :13-18

[4] Notes on the BMS group in three dimensions: II. Coadjoint representation [J].

Barnich, Glenn ;

Oblak, Blagoje .

JOURNAL OF HIGH ENERGY PHYSICS, 2015, (03)

[5] Guest Editors' Introduction: Special Section on Learning Deep Architectures [J].

Bengio, Samy ;

Deng, Li ;

Larochelle, Hugo ;

Lee, Honglak ;

Salakhutdinov, Ruslan .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2013, 35 (08) :1795-1797

[6]

Bengio Yoshua, 2013, Statistical Language and Speech Processing. First International Conference, SLSP 2013. Proceedings: LNCS 7978, P1, DOI 10.1007/978-3-642-39593-2_1

[7]

Bengio Y, 2013, INT CONF ACOUST SPEE, P8624, DOI 10.1109/ICASSP.2013.6639349

[8] Representation Learning: A Review and New Perspectives [J].