Search Results for author: Amin Jaber

Found 5 papers, 0 papers with code

Causal Discovery from Soft Interventions with Unknown Targets: Characterization and Learning

no code implementations NeurIPS 2020 Amin Jaber, Murat Kocaoglu, Karthikeyan Shanmugam, Elias Bareinboim

One fundamental problem in the empirical sciences is of reconstructing the causal structure that underlies a phenomenon of interest through observation and experimentation.

Causal Discovery

Characterization and Learning of Causal Graphs with Latent Variables from Soft Interventions

no code implementations NeurIPS 2019 Murat Kocaoglu, Amin Jaber, Karthikeyan Shanmugam, Elias Bareinboim

We introduce a novel notion of interventional equivalence class of causal graphs with latent variables based on these invariances, which associates each graphical structure with a set of interventional distributions that respect the do-calculus rules.

Identification of Conditional Causal Effects under Markov Equivalence

no code implementations NeurIPS 2019 Amin Jaber, Jiji Zhang, Elias Bareinboim

A generalization of this problem restricts the qualitative knowledge to a class of Markov equivalent causal diagrams, which, unlike a single, fully-specified causal diagram, can be inferred from the observational distribution.

Causal Identification

Causal Identification under Markov Equivalence

no code implementations15 Dec 2018 Amin Jaber, Jiji Zhang, Elias Bareinboim

The problem of identification of causal effects is concerned with determining whether a causal effect can be computed from a combination of observational data and substantive knowledge about the domain under investigation, which is formally expressed in the form of a causal graph.

Causal Identification

Morphology-based Entity and Relational Entity Extraction Framework for Arabic

no code implementations17 Sep 2017 Amin Jaber, Fadi A. Zaraket

Rule-based techniques to extract relational entities from documents allow users to specify desired entities with natural language questions, finite state automata, regular expressions and structured query language.

Entity Extraction using GAN Morphological Analysis +1

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