Artem Timoshenko

Kellogg School of Management, Northwestern University

2001 Sheridan Road

Evanston, IL 60208

United States

SCHOLARLY PAPERS

7

DOWNLOADS
Rank 24,857

SSRN RANKINGS

Top 24,857

in Total Papers Downloads

2,655

SSRN CITATIONS
Rank 28,124

SSRN RANKINGS

Top 28,124

in Total Papers Citations

30

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 812 (39,332)
Citation 20

Abstract:

Loading...

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 612 (57,276)
Citation 7

Abstract:

Loading...

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: 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 497 (74,275)
Citation 7

Abstract:

Loading...

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 I. Zoumpoulis
Massachusetts Institute of Technology (MIT) - Sloan School of Management, Kellogg School of Management, Northwestern University and INSEAD - Decision Sciences
Downloads 267 (148,893)
Citation 1

Abstract:

Loading...

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), 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 BusinessUniversity of Pennsylvania - Marketing Department, Kellogg School of Management, Northwestern University, affiliation not provided to SSRN and University of Washington
Downloads 264 (150,550)
Citation 1

Abstract:

Loading...

Machine learning, marketing

6.

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 103 (331,697)

Abstract:

Loading...

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

7.

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 100 (338,244)

Abstract:

Loading...