scholarly journals Probabilistic Learning on Manifolds ( PLoM ) with partition

2021 ◽  
Author(s):  
Christian Soize ◽  
Roger Ghanem
Keyword(s):  
Probabilistic Learning

scholarly journals Learning tractable probabilistic models for moral responsibility and blame

2021 ◽  
Vol 35 (2) ◽  
pp. 621-659
Author(s):  
Lewis Hammond ◽  
Vaishak Belle
Keyword(s):  
Moral Responsibility ◽  
Probabilistic Models ◽  
Autonomous Systems ◽  
Cancer Staging ◽  
Data Driven ◽  
Probabilistic Learning ◽  
Learning Framework ◽  
Decision Points ◽  
Self Driving Cars ◽  
Trolley Problems

AbstractMoral responsibility is a major concern in autonomous systems, with applications ranging from self-driving cars to kidney exchanges. Although there have been recent attempts to formalise responsibility and blame, among similar notions, the problem of learning within these formalisms has been unaddressed. From the viewpoint of such systems, the urgent questions are: (a) How can models of moral scenarios and blameworthiness be extracted and learnt automatically from data? (b) How can judgements be computed effectively and efficiently, given the split-second decision points faced by some systems? By building on constrained tractable probabilistic learning, we propose and implement a hybrid (between data-driven and rule-based methods) learning framework for inducing models of such scenarios automatically from data and reasoning tractably from them. We report on experiments that compare our system with human judgement in three illustrative domains: lung cancer staging, teamwork management, and trolley problems.

Probabilistic Learning

2014 ◽  
pp. 153-168
Author(s):  
Stephen Marsland
Keyword(s):  
Probabilistic Learning

scholarly journals Probabilistic learning of emotion categories.

2019 ◽  
Vol 148 (10) ◽  
pp. 1814-1827 ◽  
Author(s):  
Rista C. Plate ◽  
Adrienne Wood ◽  
Kristina Woodard ◽  
Seth D. Pollak
Keyword(s):  
Probabilistic Learning

scholarly journals Optimal Well-Placement Using Probabilistic Learning

2018 ◽  
Vol 2 (1) ◽  
Author(s):  
Roger Ghanem ◽  
Christian Soize ◽  
Charanraj Thimmisetty
Keyword(s):  
Probabilistic Learning ◽  
Well Placement ◽  
Optimal Well Placement
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