Knowledge-based Residual Learning

被引：0

作者：

Zheng, Guanjie ^{[1
,2
]}

Liu, Chang ^{[1
]}

Wei, Hua ^{[2
]}

Jenkins, Porter ^{[2
]}

Chen, Chacha ^{[2
]}

Wen, Tao ^{[3
]}

Li, Zhenhui ^{[2
]}

机构：

[1] Shanghai Jiao Tong Univ, Shanghai, Peoples R China

[2] Penn State Univ, State Coll, PA 16801 USA

[3] Syracuse Univ, Syracuse, NY USA

来源：

PROCEEDINGS OF THE THIRTIETH INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, IJCAI 2021 | 2021年

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Small data has been a barrier for many machine learning tasks, especially when applied in scientific domains. Fortunately, we can utilize domain knowledge to make up the lack of data. Hence, in this paper, we propose a hybrid model KRL that treats domain knowledge model as a weak learner and uses another neural net model to boost it. We prove that KRL is guaranteed to improve over pure domain knowledge model and pure neural net model under certain loss functions. Extensive experiments have shown the superior performance of KRL over baselines. In addition, several case studies have explained how the domain knowledge can assist the prediction.

引用

页码：1653 / 1659

页数：7

共 50 条

[21] Learning processes in a class of knowledge-based systems
Bubnicki, Z
KYBERNETES, 2000, 29 (7-8) : 1016 - 1028
[22] Knowledge-Based Learning for Emergency Voltage Control
Ma, Haomin
Chen, Sufang
Zhang, Yinghui
2015 SIXTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2015, : 241 - 245
[23] Repair learning for a working knowledge-based system
Univ of Bradford
Proc Inst Mech Eng Part B J Eng Manuf, B4 (287-294):
[24] New generation knowledge-based learning initiatives
Drinkwater, D
AUSIMM YOUTH CONGRESS 2001, PROCEEDINGS, 2001, : 5 - 7
[25] THE CONCEPT OF LEARNING ORGANIZATION IN KNOWLEDGE-BASED SOCIETY
Prelovsky, Ivan
AKTUALNE PROBLEMY PODNIKOVEJ SFERY 2012, 2012, : 420 - 424
[26] Towards knowledge-based generative learning objects
Stuikys, Vytautas
Damasevicius, Robertas
INFORMATION TECHNOLOGY AND CONTROL, 2007, 36 (02): : 202 - 212
[27] REPAIR LEARNING FOR A WORKING KNOWLEDGE-BASED SYSTEM
OLLEY, P
KOCHHAR, AK
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART B-JOURNAL OF ENGINEERING MANUFACTURE, 1995, 209 (04) : 287 - 294
[28] Knowledge-based repository for constructivist learning communities
Daoud, Fawzi
International Journal of Information Technology and Management, 2003, 2 (04) : 345 - 363
[29] Learning algorithms in a class of knowledge-based systems
Zdzislaw Bubnicki
Artificial Life and Robotics, 2000, 4 (1) : 22 - 26
[30] The knowledge-based economy: From the economics of knowledge to the learning economy
Foray, D
Lundvall, BA
EMPLOYMENT AND GROWTH IN THE KNOWLEDGE-BASED ECONOMY, 1996, : 11 - 32

← 1 2 3 4 5 →