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02/04/2023
Advances in Automatically Rating the Trustworthiness of Text Processing Services
AI services are known to have unstable behavior when subjected to change...
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02/04/2023
Rating Sentiment Analysis Systems for Bias through a Causal Lens
Sentiment Analysis Systems (SASs) are data-driven Artificial Intelligenc...
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05/29/2020
Learning LWF Chain Graphs: A Markov Blanket Discovery Approach
This paper provides a graphical characterization of Markov blankets in c...
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05/27/2020
Learning LWF Chain Graphs: an Order Independent Algorithm
LWF chain graphs combine directed acyclic graphs and undirected graphs. ...
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02/24/2020
AMP Chain Graphs: Minimal Separators and Structure Learning Algorithms
We address the problem of finding a minimal separator in an Andersson-Ma...
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10/01/2019
Order-Independent Structure Learning of Multivariate Regression Chain Graphs
This paper deals with multivariate regression chain graphs (MVR CGs), wh...
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02/26/2019
Transfer Learning for Performance Modeling of Configurable Systems: A Causal Analysis
Modern systems (e.g., deep neural networks, big data analytics, and comp...
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11/20/2018
On a hypergraph probabilistic graphical model
We propose a directed acyclic hypergraph framework for a probabilistic g...
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06/27/2018
Comment on: Decomposition of structural learning about directed acyclic graphs [1]
We propose an alternative proof concerning necessary and sufficient cond...
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06/25/2018
A Proof of the Front-Door Adjustment Formula
We provide a proof of the the Front-Door adjustment formula using the do...
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06/03/2018
Structural Learning of Multivariate Regression Chain Graphs via Decomposition
We extend the decomposition approach for learning Bayesian networks (BN)...
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03/16/2018
A New Result on the Complexity of Heuristic Estimates for the A* Algorithm
Relaxed models are abstract problem descriptions generated by ignoring c...
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03/09/2018
On the Properties of MVR Chain Graphs
Depending on the interpretation of the type of edges, a chain graph can ...
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03/09/2018
The evolution of multivariate regression chain graphs
Depending on the interpretation of the type of edges, a chain graph can ...
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03/09/2018
The evolution of the global Markov property for multivariate regression graphs: differences and conflicts
Depending on the interpretation of the type of edges, a chain graph can ...
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03/06/2013
An Algorithm for the Construction of Bayesian Network Structures from Data
Previous algorithms for the construction of Bayesian belief network stru...
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01/30/2013