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A new and rapidly growing econometric literature is making advances in the problem of using machine learning methods for causal inference questions. Yet, the empirical economics literature has not started to fully exploit the strengths of…

General Economics · Economics 2021-01-05 Anna Baiardi , Andrea A. Naghi

Scientific research is a major driving force in a knowledge based economy. Income, health and wellbeing depend on scientific progress. The better we understand the inner workings of the scientific enterprise, the better we can prompt,…

Digital Libraries · Computer Science 2015-03-12 Michael Ginda , Andrea Scharnhorst , Katy Borner

The objective of this study is applying a utility based analysis to a comparatively efficient design experiment which can capture people's perception towards the various components of a commodity. Here we studied the multi-dimensional…

Applications · Statistics 2024-10-16 Anushka De , Diganta Mukherjee

The primary aim of market segmentation is to identify relevant groups of consumers that can be addressed efficiently by marketing or advertising campaigns. This paper addresses the issue whether consumer groups can be identified from…

Applications · Statistics 2017-04-05 Daniel Müllensiefen , Christian Hennig , Hedie Howells

We study consumer demand in large-scale retail settings with many products, multiple categories and repeated purchase behavior. While inertia and brand loyalty are well documented, existing discrete choice models typically focus on single…

Econometrics · Economics 2026-05-25 Daniel Brunner , Florian Heiss , Anna B. Schmidt

This article aims to explore an empirical approach to analyze the macroeconomicsdeterminants of default of borrowers. For this purpose, we have measured the impact of the adverse economic conditions on the degradation of the credit…

Statistical Finance · Quantitative Finance 2018-03-29 Anas Yassine , Abdelmadjid Ibenrissoul

A potential objective of every financial organization is to retain existing customers and attain new prospective customers for long-term. The economic behaviour of customer and the nature of the organization are controlled by a prescribed…

Computers and Society · Computer Science 2015-04-09 Md. Rafiqul Islam , Md. Ahsan Habib

This study explores the interdependent relationship between consumer credit and consumer confidence in the United States using monthly data from January 1978 to August 2024. Utilizing a Vector Error Correction Model (VECM), the analysis…

General Economics · Economics 2025-05-29 Samiha Tariq , Weikang Zhang

Data Mining is a promising field and is applied in multiple domains for its predictive capabilities. Data in the real world cannot be readily used for data mining as it suffers from the problems of multidimensionality, unbalance and missing…

Machine Learning · Computer Science 2024-06-07 Pooja Thakar , Anil Mehta , Manisha

The aim of behaviour change is to help people to change aspects of their behaviour for the better (e.g., to decrease calorie intake, to drink in moderation, to take more exercise, to complete a course of antibiotics once started, etc.). In…

Artificial Intelligence · Computer Science 2018-02-28 Lisa Chalaguine , Emmanuel Hadoux , Fiona Hamilton , Andrew Hayward , Anthony Hunter , Sylwia Polberg , Henry W. W. Potts

For many companies, competitiveness in e-commerce requires a successful presence on the web. Web sites are used to establish the company's image, to promote and sell goods and to provide customer support. The success of a web site affects…

Machine Learning · Computer Science 2007-05-23 Myra Spiliopoulou , Carsten Pohle

Missing data is a fundamental challenge in data science, significantly hindering analysis and decision-making across a wide range of disciplines, including healthcare, bioinformatics, social science, e-commerce, and industrial monitoring.…

Machine Learning · Statistics 2026-05-12 Jicong Fan

We discuss several aspects of creation of adequate mathematical models in other sciences. In particular, many difficulties stem from great complexity of the source systems and the presence of a variety of uncertain factors. We illustrate…

Optimization and Control · Mathematics 2021-02-19 I. V. Konnov

Consumer spending accounts for a large fraction of the US economic activity. Increasingly, consumer activity is moving to the web, where digital traces of shopping and purchases provide valuable data about consumer behavior. We analyze…

Social and Information Networks · Computer Science 2015-12-16 Farshad Kooti , Kristina Lerman , Luca Maria Aiello , Mihajlo Grbovic , Nemanja Djuric , Vladan Radosavljevic

In order to understand the application of computer technology in financial investment, the author proposes a research on the application of computer technology in financial investment. The author used user transaction data from a certain…

Computational Engineering, Finance, and Science · Computer Science 2024-07-30 Xinye Sha

Social interactions and personal tastes shape our consumption behavior of cultural products. In this study, we present a computational model of a cultural market and we aim to analyze the behavior of the consumer population as an emergent…

General Finance · Quantitative Finance 2008-12-02 Amac Herdagdelen , Haluk Bingol

The aim of our research was to apply well-known data mining techniques (such as linear neural networks, multi-layered perceptrons, probabilistic neural networks, classification and regression trees, support vector machines and finally a…

Artificial Intelligence · Computer Science 2007-05-23 Marcin Paprzycki , Ajith Abraham , Ruiyuan Guo

Process mining is widely used to diagnose processes and uncover performance and compliance problems. It is also possible to see relations between different behavioral aspects, e.g., cases that deviate more at the beginning of the process…

Artificial Intelligence · Computer Science 2021-12-23 Mahnaz Sadat Qafari , Wil van der Aalst

As a mediator variable, self-confidence is one of the most effective elements of the decision-making process of consumer behaviour. This research has studied the effects of different aspects of consuming fashion on the self-confidence and…

General Finance · Quantitative Finance 2022-09-07 Milad Zam , Mohammadhosein Tavakoli , Hasan Ramezanian , Amin Rezasoltani

Social responsibility of consumers is one of the main conditions for the recoupment of enterprises expenses associated with the implementation of social and ethical marketing tasks. Therefore, the enterprises, which plan to act on terms of…

General Economics · Economics 2019-01-03 Lyudmyla Potrashkova , Diana Raiko , Leonid Tseitlin , Olga Savchenko , Szabolcs Nagy
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