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HUMAN-MACHINE INFERENCE NETWORKS FOR SMART DECISION MAKING: OPPORTUNITIES AND CHALLENGES

Abstract: 

The emerging paradigm of Human-Machine Inference Networks (HuMaINs) combines complementary cognitive strengths of humans and machines in an intelligent manner to tackle various inference tasks and achieves higher performance than either humans or machines by themselves. While inference performance optimization techniques for human-only or sensor-only networks are quite mature, HuMaINs require novel signal processing and machine learning solutions. In this paper, we present an overview of the HuMaINs architecture with a focus on three main issues that include architecture design, inference algorithms including security/privacy challenges, and application areas/use cases.

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Paper Details

Authors:
Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney
Submitted On:
19 April 2018 - 4:14pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Aditya Vempaty
Paper Code:
SS-L15.01
Document Year:
2018
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ICASSP2018_ppt.pdf

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[1] Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney, "HUMAN-MACHINE INFERENCE NETWORKS FOR SMART DECISION MAKING: OPPORTUNITIES AND CHALLENGES", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/3018. Accessed: Nov. 19, 2018.
@article{3018-18,
url = {http://sigport.org/3018},
author = {Aditya Vempaty; Bhavya Kailkhura; Pramod K. Varshney },
publisher = {IEEE SigPort},
title = {HUMAN-MACHINE INFERENCE NETWORKS FOR SMART DECISION MAKING: OPPORTUNITIES AND CHALLENGES},
year = {2018} }
TY - EJOUR
T1 - HUMAN-MACHINE INFERENCE NETWORKS FOR SMART DECISION MAKING: OPPORTUNITIES AND CHALLENGES
AU - Aditya Vempaty; Bhavya Kailkhura; Pramod K. Varshney
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/3018
ER -
Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney. (2018). HUMAN-MACHINE INFERENCE NETWORKS FOR SMART DECISION MAKING: OPPORTUNITIES AND CHALLENGES. IEEE SigPort. http://sigport.org/3018
Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney, 2018. HUMAN-MACHINE INFERENCE NETWORKS FOR SMART DECISION MAKING: OPPORTUNITIES AND CHALLENGES. Available at: http://sigport.org/3018.
Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney. (2018). "HUMAN-MACHINE INFERENCE NETWORKS FOR SMART DECISION MAKING: OPPORTUNITIES AND CHALLENGES." Web.
1. Aditya Vempaty, Bhavya Kailkhura, Pramod K. Varshney. HUMAN-MACHINE INFERENCE NETWORKS FOR SMART DECISION MAKING: OPPORTUNITIES AND CHALLENGES [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/3018