Yaroslav Kivva

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https://people.epfl.ch/yaroslav.kivva

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Please note that this is not a complete list of this person’s publications. It includes only semantically relevant works. For a full list, please refer to Infoscience.

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Chair of Business Analytics

EPFL
CDM
MTEI
BAN

Related publications (4)

Please note that this is not a complete list of this person’s publications. It includes only semantically relevant works. For a full list, please refer to Infoscience.

On the identifiability and estimation of causal effects

Yaroslav Kivva

Understanding causal relationships lies at the heart of scientific inquiry. Across disciplines, from medicine and public health to economics (Card, 1993; Angrist and Krueger, 1991), social sciences (Rosenbaum and Rubin, 1983; Imbens, 2024), epidemiology (R ...

EPFL2025

On Identifiability of Conditional Causal Effects

Negar Kiyavash, Yaroslav Kivva, Seyed Jalal Etesami

We address the problem of identifiability of an arbitrary conditional causal effect given both the causal graph and a set of any observational and/or interventional distributions of the form Q[S] :" P p(S|do(V/S)), where V denotes the set of all observed v ...

2023

Revisiting the General Identifiability Problem

Negar Kiyavash, Ehsan Mokhtarian, Yaroslav Kivva, Seyed Jalal Etesami

We revisit the problem of general identifiability originally introduced in [Lee et al., 2019] for causal inference and note that it is necessary to add positivity assumption of observational distribution to the original definition of the problem. We show t ...

2022