[EN] Causality is a fundamental part of reasoning to model the physics of an application domain, to understand the behaviour of an agent or to identify the relationship between two entities. Causality occurs when an action is taken and may also occur when two happenings come undeniably together. The study of causal inference aims at uncovering causal dependencies among observed data and to come up with automated methods to find such dependencies. While there exist a broad range of principles and approaches involved in causal inference, in this position paper we argue that it is possible to unify different causality views under a common framework of symbolic learning.This work is supported by the Spanish MINECO project TIN2017-88476-C2-1-R. ...
Purpose – The purpose of this paper is the study of the causal relationship. The concept called “nai...
permits unrestricted use, distribution, and reproduction in any medium, provided the original work i...
Much of human cognition and activity depends on causal beliefs and reasoning. In psychological resea...
[EN] Causality is a fundamental part of reasoning to model the physics of an application domain, to ...
Causality is a complex concept, which roots its developments across several fields, such as statisti...
Causality is a complex concept, which roots its developments across several fields, such as statisti...
The two fields of machine learning and graphical causality arose and are developed separately. Howev...
Introduction Reasoning in terms of cause and effect is a strategy that arises in many tasks. For ex...
Symbolic models of causal reasoning. In the AI view, causal reasoning can be compared to -and should...
Symbolic models of causal reasoning. In the AI view, causal reasoning can be compared to -and should...
Causal feature learning (CFL) (Chalupka et al., Proceedings of the Thirty-First Conference on Uncert...
Causal reasoning is the main learning and explanation tool used by humans. AI systems should possess...
We present a cognitive model of the human ability to acquire causal relationships. We report on expe...
We present a cognitive model of the human ability to acquire causal relationships. We report on expe...
The ability to learn and reason with causal knowledge is a key aspect of intelligent behavior. In co...
Purpose – The purpose of this paper is the study of the causal relationship. The concept called “nai...
permits unrestricted use, distribution, and reproduction in any medium, provided the original work i...
Much of human cognition and activity depends on causal beliefs and reasoning. In psychological resea...
[EN] Causality is a fundamental part of reasoning to model the physics of an application domain, to ...
Causality is a complex concept, which roots its developments across several fields, such as statisti...
Causality is a complex concept, which roots its developments across several fields, such as statisti...
The two fields of machine learning and graphical causality arose and are developed separately. Howev...
Introduction Reasoning in terms of cause and effect is a strategy that arises in many tasks. For ex...
Symbolic models of causal reasoning. In the AI view, causal reasoning can be compared to -and should...
Symbolic models of causal reasoning. In the AI view, causal reasoning can be compared to -and should...
Causal feature learning (CFL) (Chalupka et al., Proceedings of the Thirty-First Conference on Uncert...
Causal reasoning is the main learning and explanation tool used by humans. AI systems should possess...
We present a cognitive model of the human ability to acquire causal relationships. We report on expe...
We present a cognitive model of the human ability to acquire causal relationships. We report on expe...
The ability to learn and reason with causal knowledge is a key aspect of intelligent behavior. In co...
Purpose – The purpose of this paper is the study of the causal relationship. The concept called “nai...
permits unrestricted use, distribution, and reproduction in any medium, provided the original work i...
Much of human cognition and activity depends on causal beliefs and reasoning. In psychological resea...