Artem Timoshenko

Kellogg School of Management, Northwestern University

2001 Sheridan Road

Evanston, IL 60208

United States

SCHOLARLY PAPERS

8

DOWNLOADS
Rank 20,170

SSRN RANKINGS

Top 20,170

in Total Papers Downloads

4,818

SSRN CITATIONS
Rank 13,610

SSRN RANKINGS

Top 13,610

in Total Papers Citations

112

CROSSREF CITATIONS

2

Scholarly Papers (8)

1.

Design and Evaluation of Product Aesthetics: A Human-Machine Hybrid Approach

Number of pages: 47 Posted: 19 Jul 2019 Last Revised: 03 Mar 2021
Alex Burnap, John R. Hauser and Artem Timoshenko
Yale School of Management, MIT Sloan School of Management and Kellogg School of Management, Northwestern University
Downloads 1,169 (35,108)
Citation 14

Abstract:

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Aesthetics, Generative Adversarial Networks, Generating New Products, Machine Learning, Prelaunch Forecasting, Product Development, Variational Autoencoders.

2.

Identifying Customer Needs from User-Generated Content

Number of pages: 50 Posted: 14 Jun 2017 Last Revised: 16 Jul 2018
Artem Timoshenko and John R. Hauser
Kellogg School of Management, Northwestern University and MIT Sloan School of Management
Downloads 1,052 (40,854)
Citation 43

Abstract:

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Customer Needs, Online Reviews, Machine Learning, Voice of the Customer, User-generated Content, Market Research, Text Mining; Deep Learning, Natural Language Processing

3.

Product Choice with Large Assortments: A Scalable Deep-Learning Model

Number of pages: 38 Posted: 21 Jun 2019 Last Revised: 29 Dec 2020
Sebastian Gabel and Artem Timoshenko
Rotterdam School of Management, Erasmus University Rotterdam and Kellogg School of Management, Northwestern University
Downloads 1,022 (42,609)
Citation 28

Abstract:

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Product Choice Model, Neural Networks, Deep Learning, Cross-Category Choice, Retail Analytics

4.

Product Aesthetic Design: A Machine Learning Augmentation

MIT Sloan Research Paper No. 5814-19
Number of pages: 53 Posted: 20 Oct 2022 Last Revised: 15 Nov 2022
Alex Burnap, John R. Hauser and Artem Timoshenko
Yale School of Management, MIT Sloan School of Management and Kellogg School of Management, Northwestern University
Downloads 621 (82,750)

Abstract:

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Aesthetics, Generative Adversarial Networks, Generating New Products, Machine Learning, Prelaunch Forecasting, Product Development, Variational Autoencoders

5.

Soul and Machine (Learning)

NYU Stern School of Business
Number of pages: 17 Posted: 24 Sep 2019 Last Revised: 26 Aug 2020
Marshall School of Business - University of Southern California, MIT Sloan School of Management, New York University (NYU) - Leonard N. Stern School of Business, Harvard University - Business School (HBS), Yale School of Management, Duke University, Fuqua School of Business, Boston University - Questrom School of Business, Amazon, University of Michigan, Stephen M. Ross School of Business, University of Michigan, Stephen M. Ross School of Business, Kellogg School of Management, Northwestern University, affiliation not provided to SSRN and University of Washington
Downloads 375 (151,505)
Citation 8

Abstract:

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Machine learning, marketing

6.

Efficiently Evaluating Targeting Policies: Improving Upon Champion vs. Challenger Experiments

INSEAD Working Paper No. 2017/63/DSC
Number of pages: 26 Posted: 12 Aug 2017 Last Revised: 15 May 2019
Duncan Simester, Artem Timoshenko and Spyros I. Zoumpoulis
Massachusetts Institute of Technology (MIT) - Sloan School of Management, Kellogg School of Management, Northwestern University and INSEAD - Decision Sciences
Downloads 331 (174,112)
Citation 1

Abstract:

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targeting, field experiments, counterfactual policy logging, standard errors

7.

A Sample Size Calculation for Training and Certifying Targeting Policies

MIT Sloan Research Paper No. 6802-22, INSEAD Working Paper No. 2023/32/DSC
Number of pages: 67 Posted: 06 Oct 2022 Last Revised: 16 Jul 2024
Duncan Simester, Artem Timoshenko and Spyros I. Zoumpoulis
Massachusetts Institute of Technology (MIT) - Sloan School of Management, Kellogg School of Management, Northwestern University and INSEAD - Decision Sciences
Downloads 200 (287,448)

Abstract:

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sample size calculation, targeting policies, policy training, policy certification, experimentation

8.

In-Store Coupon Effectiveness: A Large-Scale Field Experiment

Number of pages: 69 Posted: 26 Jan 2023 Last Revised: 12 Apr 2024
Sebastian Gabel, Duncan Simester and Artem Timoshenko
Rotterdam School of Management, Erasmus University Rotterdam, Massachusetts Institute of Technology (MIT) - Sloan School of Management and Kellogg School of Management, Northwestern University
Downloads 48 (747,027)

Abstract:

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Retail Media Platforms, Treatment Effects, Machine Learning, Field Experiment