Artem Timoshenko

Kellogg School of Management, Northwestern University

2001 Sheridan Road

Evanston, IL 60208

United States

SCHOLARLY PAPERS

7

DOWNLOADS
Rank 28,079

SSRN RANKINGS

Top 28,079

in Total Papers Downloads

1,952

SSRN CITATIONS
Rank 42,494

SSRN RANKINGS

Top 42,494

in Total Papers Citations

14

CROSSREF CITATIONS

2

Scholarly Papers (7)

1.

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 723 (40,111)
Citation 13

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

2.

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
Humboldt University of Berlin - School of Business and Economics and Kellogg School of Management, Northwestern University
Downloads 348 (99,264)
Citation 1

Abstract:

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

3.

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

Number of pages: 37 Posted: 19 Jul 2019
Alex Burnap, John R. Hauser and Artem Timoshenko
MIT Sloan School of Management, MIT Sloan School of Management and Kellogg School of Management, Northwestern University
Downloads 267 (132,101)
Citation 4

Abstract:

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

4.

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 Zoumpoulis
Massachusetts Institute of Technology (MIT) - Sloan School of Management, Kellogg School of Management, Northwestern University and INSEAD - Decision Sciences
Downloads 249 (141,783)

Abstract:

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targeting, field experiments, counterfactual policy logging, standard errors

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), MIT Sloan School of Management, Duke University, Fuqua School of Business, Carnegie Mellon University - David A. Tepper School of Business, Netflix, 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 215 (163,869)
Citation 1

Abstract:

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Machine learning, marketing

6.

Using Past Responders to Target Non-Responders

INSEAD Working Paper No. 2017/61/DSC
Number of pages: 47 Posted: 20 Sep 2017
INSEAD, Massachusetts Institute of Technology (MIT) - Sloan School of Management, Kellogg School of Management, Northwestern University and INSEAD - Decision Sciences
Downloads 91 (321,763)

Abstract:

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7.

Scaling Human Effort in Idea Screening and Content Evaluation

INSEAD Working Paper No. 2020/42/MKT, HEC Paris Research Paper No. MKG-2020-1384
Number of pages: 61 Posted: 18 Sep 2020 Last Revised: 22 Jan 2021
Pavel Kireyev, Artem Timoshenko and Cathy L. Yang
INSEAD, Kellogg School of Management, Northwestern University and HEC Paris - Marketing
Downloads 59 (409,805)

Abstract:

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Crowdsourcing, Innovation, Content Evaluation, Wisdom of Crowds, Machine Learning