Page 65 - Artificial Intelligence in the Age of Neural Networks and Brain Computing

CHAPTER

Third Gen AI as Human

Experience Based Expert 3

Systems

a
Harold Szu , The Al Working Group b
Catholic University of America, Washington, DC, United States

CHAPTER OUTLINE
1. Introduction .........................................................................................................53
2. Third Gen AI.........................................................................................................56
2.1 MaxwelleBoltzmann Homeostasis .......................................................... 61
2.2 The Inverse Is Convolution Neural Networks ............................................ 63
2.3 Fuzzy Membership Function (FMF and Data Basis) .................................. 67
3. MFE Gradient Descent...........................................................................................70
3.1 Unsupervised Learning Rule................................................................... 70
4. Conclusion ..........................................................................................................74
Acknowledgment.......................................................................................................77
References ...............................................................................................................77
Further Reading ........................................................................................................78

1. INTRODUCTION
What started the third Gen of AI? Shortfalls of driverless autonomous vehicles
(DAV) coexisted with human psychological behaviors.

a
Theory led by Lin-Ching Chang; Jeff Jenkins, Binh Tran, Hong Yu, Lu Feng, Simon Foo, Soo-Young
Lee, Guna Seetharaman, Modeling led by Mike Wardlaw; Yufeng Zheng, Anke Meyer-Base, Henry
Chu, John Gray, Charles Hsu, Implementation led by Ming Kai Hsu; Joseph Landa, Richard Messner,
Gyu Moon, Jerry Wu, Shiqiong Susan Young.
b
The AI Working Group: Lin-Ching Chang, Jeffery Jenkins, Harold Szu, Binh Tran, Hong Yu, CUA,
Washington, DC; Lu Feng, Am U., Washington, DC; Simon Foo, FAMU, Capital Tallahassee,
FL (foo@eng.famu.fsu.edu)); Soo-Young Lee, Korean Advanced Institute Science Technology, Tai-
chung, South Korea; Guna Seetharaman, NRL, Washington, DC; Mike Wardlaw, ONR, Arlington,
VA; Yufeng Zheng (http://ica-wavelet.org) Alcon U.; Anke Meyer-Baese, FSU, FL; Henry Chu, UL
Lafayette, LA (chu@louisiana.edu); John E. Gray, Naval Surface Warfare Center Dahlgren Division,
VA, Charles Hsu, Ming-Kai Hsu, GWU, Washington, DC; Joseph Landa, Briartek, Arlington, VA:
Anke Meyer-Baese, FSU, FL; Richard Messner, UNH, Gyu Moon, Hallym U.; Jerry Wu, Univ. of
Maryland College Park, MD; Shiqiong Susan Young, ARL, MD.
53
Artificial Intelligence in the Age of Neural Networks and Brain Computing. https://doi.org/10.1016/B978-0-12-815480-9.00003-7
Copyright © 2019 Elsevier Inc. All rights reserved.