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researcher

Ignacio Martínez

3 papers hereh-index 431 citations12 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author1
  • last author1

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • stat.ME3

identity via Semantic Scholar / OpenAlex

activity
20222025
most citedLongBet: Heterogeneous Treatment Effect Estimation in Panel Data

1 citations · 2 across the 3 of their papers we have counts for

collaborators
Showing stat.MEShow all

3 papers · 1 filter

stat.ME2025★ 1 cited

Quantifying and Correcting Measurement Error in LLM-Generated Classifications: A Beta-Binomial Latent Class Model for Correlated Repeated Judgments

Yichi Zhang, Ignacio Martinez

Large language models are increasingly used to classify text at scale. Because their outputs are stochastic, it is common to query a model several times per item and aggregate the…

stat.ME2024★ 1 cited

LongBet: Heterogeneous Treatment Effect Estimation in Panel Data

Meijia Wang, Ignacio Martinez, P. Richard Hahn

This paper introduces a novel approach for estimating heterogeneous treatment effects of binary treatment in panel data, particularly focusing on short panel data with large cross-…

stat.ME2022

Bayesian and Frequentist Inference for Synthetic Controls

Ignacio Martinez, Jaume Vives-i-Bastida

The synthetic control method has become a widely popular tool to estimate causal effects with observational data. Despite this, inference for synthetic control methods remains chal…

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