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This paper provides a formal econometric framework behind the newly developed difference-in-discontinuities design (DiDC). Despite its increasing use in applied research, there are currently limited studies of its properties. We formalize…

计量经济学 · 经济学 2026-01-28 Pedro Picchetti , Cristine C. X. Pinto , Stephanie T. Shinoki

Difference-in-differences is one of the most used identification strategies in empirical work in economics. This chapter reviews a number of important, recent developments related to difference-in-differences. First, this chapter reviews…

计量经济学 · 经济学 2022-08-02 Brantly Callaway

While explainability is a desirable characteristic of increasingly complex black-box models, modern explanation methods have been shown to be inconsistent and contradictory. The semantics of explanations is not always fully understood - to…

人工智能 · 计算机科学 2024-08-09 Omer Reingold , Judy Hanwen Shen , Aditi Talati

Contemporary complexity theory has been instrumental in providing novel rigorous definitions for some classic philosophical concepts, including emergence. In an attempt to provide an account of emergence that is consistent with complexity…

适应与自组织系统 · 物理学 2015-02-06 Jonathan Lawhead

Recently, in order to explore the mechanism behind wealth or income distribution, several models have been proposed by applying principles of statistical mechanics. These models share some characteristics, such as consisting of a group of…

物理与社会 · 物理学 2008-12-02 Yougui Wang , Ning Ding , Ning Xi

Recurrence equations have played a central role in static cost analysis, where they can be viewed as abstractions of programs and used to infer resource usage information without actually running the programs with concrete data. Such…

编程语言 · 计算机科学 2024-09-02 Louis Rustenholz , Pedro Lopez-Garcia , José F. Morales , Manuel V. Hermenegildo

Many economic theory models incorporate finiteness assumptions that, while introduced for simplicity, play a real role in the analysis. We provide a principled framework for scaling results from such models by removing these finiteness…

计算机科学与博弈论 · 计算机科学 2023-04-11 Yannai A. Gonczarowski , Scott Duke Kominers , Ran I. Shorrer

This paper synthesizes recent advances in the econometrics of difference-in-differences (DiD) and provides concrete recommendations for practitioners. We begin by articulating a simple set of ``canonical'' assumptions under which the…

计量经济学 · 经济学 2023-01-11 Jonathan Roth , Pedro H. C. Sant'Anna , Alyssa Bilinski , John Poe

Arrangement theory plays an essential role in the study of the unfolding model used in many fields. This paper describes how arrangement theory can be usefully employed in solving the problems of counting (i) the number of admissible…

组合数学 · 数学 2013-01-11 Hidehiko Kamiya , Akimichi Takemura , Norihide Tokushige

The features of a logically sound approach to a theory of statistical reasoning are discussed. A particular approach that satisfies these criteria is reviewed. This is seen to involve selection of a model, model checking, elicitation of a…

统计理论 · 数学 2018-05-09 Luai Al-Labadi , Zeynep Baskurt , Michael Evans

The explosion of mobile phone communications in the last years occurs at a moment where data processing power increases exponentially. Thanks to those two changes in a global scale, the road has been opened to use mobile phone…

计算机与社会 · 计算机科学 2020-03-17 Martin Fixman , Ariel Berenstein , Jorge Brea , Martin Minnoni , Matias Travizano , Carlos Sarraute

International audit standards require the direct assessment of a financial statement's underlying accounting journal entries. Driven by advances in artificial intelligence, deep-learning inspired audit techniques emerged to examine vast…

机器学习 · 计算机科学 2022-04-01 Hamed Hemati , Marco Schreyer , Damian Borth

We provide a review of recent developments in the calculation of standard errors and test statistics for statistical inference. While much of the focus of the last two decades in economics has been on generating unbiased coefficients,…

计量经济学 · 经济学 2024-10-04 Jeffrey D. Michler , Anna Josephson

In this article we focus on evolving information systems. First a delimitation of the concept of evolution is provided, resulting in a first attempt to a general theory for such evolutions. The theory makes a distinction between the…

人工智能 · 计算机科学 2021-05-25 H. A. Proper , Th. P. van der Weide

It is well-known that biological phenomena are emergent. Emergent phenomena are quite interesting and amazing. However, they are difficult to be understood. Due to this difficulty, we propose a theory to describe emergence based on a…

范畴论 · 数学 2018-10-30 Giuliano Gadioli La Guardia , Pedro Jeferson Miranda

Firm disclosures about future prospects are crucial for corporate valuation and compliance with global regulations, such as the EU's MAR and the US's SEC Rule 10b-5 and RegFD. To comply with disclosure obligations, issuers must identify…

统计金融 · 定量金融 2023-11-21 Moritz Scherrmann , Ralf Elsas

Based on decision trees, many fields have arguably made tremendous progress in recent years. In simple words, decision trees use the strategy of "divide-and-conquer" to divide the complex problem on the dependency between input features and…

机器学习 · 计算机科学 2021-01-22 Jinxiong Zhang

While model checking has often been considered as a practical alternative to building formal proofs, we argue here that the theory of sequent calculus proofs can be used to provide an appealing foundation for model checking. Since the…

计算机科学中的逻辑 · 计算机科学 2017-01-19 Quentin Heath , Dale Miller

We present here a general framework, expressed by a system of nonlinear differential equations, suitable for the modelling of taxation and redistribution in a closed (trading market) society. This framework allows to describe the evolution…

物理与社会 · 物理学 2011-09-06 Maria Letizia Bertotti , Giovanni Modanese

Usually gradual and continuous changes in entities will lead to appear events. But usually it is supposed that an event is occurred at once. In this research an integrated framework called continuous occurrence theory (COT) is presented to…

人工智能 · 计算机科学 2016-11-14 Abdorrahman Haeri
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