Galit Shmueli

Institute of Service Science, National Tsing Hua University, Taiwan

Distinguished Professor

Hsinchu, 30013

Taiwan

http://www.iss.nthu.edu.tw

  • Institute of Service Science, National Tsing Hua University, Taiwan

SCHOLARLY PAPERS

43

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Scholarly Papers (43)

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1.

Predictive Analytics in Information Systems Research

Robert H. Smith School Research Paper No. RHS 06-138
Number of pages: 48 Posted: 13 May 2010 Last Revised: 25 Jul 2011
Galit Shmueli and O. Koppius
Institute of Service Science, National Tsing Hua University, Taiwan and Rotterdam School of Management, Erasmus University
Downloads 3,107 (6,806)
Citation 44

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2.

To Explain or To Predict?

Statistical Science
Number of pages: 31 Posted: 02 Mar 2009 Last Revised: 25 Jul 2011
Galit Shmueli
Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 2,634 (8,774)
Citation 31

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Explanatory models, causality, predictive modeling, predictive power, statistical strategy, data mining, scientific research

3.

The Challenge of Prediction in Information Systems Research

Robert H. Smith School Research Paper No. RHS 06-152
Number of pages: 58 Posted: 27 Mar 2008 Last Revised: 02 Sep 2014
Galit Shmueli and O. Koppius
Institute of Service Science, National Tsing Hua University, Taiwan and Rotterdam School of Management, Erasmus University
Downloads 1,846 (15,467)
Citation 5

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predictive models, inference, information systems, statistical methods

4.

Linear Probability Models (LPM) and Big Data: The Good, the Bad, and the Ugly

Indian School of Business Research Paper Series
Number of pages: 45 Posted: 13 Nov 2013 Last Revised: 12 Oct 2016
Suneel Chatla and Galit Shmueli
Institute of Service Science, National Tsing Hua University and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 1,621 (18,887)
Citation 2

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linear regression, linear probability model, binary outcome, selection bias, estimation, inference, prediction, big data, logit, probit

5.

A Flexible Regression Model for Count Data

Robert H. Smith School Research Paper No. RHS 06-060
Number of pages: 36 Posted: 01 May 2008 Last Revised: 25 Jul 2011
Kimberly F. Sellers and Galit Shmueli
Georgetown University - Department of Mathematics and Statistics and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 922 (43,025)

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Conway-Maxwell Poisson distribution, dispersion, generalized linear models

6.

On Information Quality

Downloads 856 (47,665)

On Information Quality

Robert H. Smith School Research Paper No. RHS 06-100
Number of pages: 33 Posted: 31 Aug 2009 Last Revised: 13 Aug 2012
Ron S. Kenett and Galit Shmueli
KPA Ltd. and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 694 (62,292)
Citation 2

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data, statistical modeling, data analytics, data mining, study design, study goal, data quality

On Information Quality

Journal of the Royal Statistical Society, Series A, Forthcoming
Number of pages: 34 Posted: 13 Aug 2012
Ron S. Kenett and Galit Shmueli
KPA Ltd. and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 162 (302,985)

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data, statistical modeling, data analytics, data mining, study design, study goal, data quality

7.

Too Big to Fail: Larger Samples and False Discoveries

Robert H. Smith School Research Paper No. RHS 06-068
Number of pages: 37 Posted: 03 Feb 2009 Last Revised: 25 Jul 2011
Mingfeng Lin, Henry C. Lucas and Galit Shmueli
Scheller College of Business, Georgia Institute of Technology, University of Maryland - Robert H. Smith School of Business and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 824 (50,242)
Citation 3

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large samples, p-values, statistical significance, practical significance

8.

Consumer Surplus in Online Auctions

Downloads 549 (84,898)
Citation 16

Consumer Surplus in Online Auctions

Number of pages: 48 Posted: 10 Nov 2005
Ravi Bapna, Wolfgang Jank and Galit Shmueli
Indian School of Business, University of Maryland - Decision and Information Technologies Department and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 402 (122,080)
Citation 22

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eBay, sniping, highest bid, Weibull distribution

Consumer Surplus in Online Auctions

Information Systems Research, Forthcoming
Number of pages: 31 Posted: 30 Jan 2008 Last Revised: 24 Feb 2015
Ravi Bapna, Wolfgang Jank and Galit Shmueli
Indian School of Business, University of Maryland - Decision and Information Technologies Department and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 147 (328,896)

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eBay, sniping, highest bid, consumer surplus

9.

A Tree-Based Approach for Addressing Self-Selection in Impact Studies with Big Data

Yahav, I., Shmueli, G., & Mani, D. (2016). A tree-based approach for addressing self-selection in impact studies with big data. MIS Quarterly, 40(4), 819-848.
Number of pages: 50 Posted: 10 Jun 2013 Last Revised: 27 Nov 2020
Inbal Yahav, Galit Shmueli and Deepa Mani
Tel Aviv University - Coller School of Management, Institute of Service Science, National Tsing Hua University, Taiwan and Indian School of Business (ISB), Hyderabad
Downloads 545 (85,633)
Citation 4

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10.

Statistical Inference with Large (eCommerce) Datasets

Robert H. Smith School Research Paper No. RHS 06-061
Number of pages: 4 Posted: 27 Mar 2008 Last Revised: 25 Jul 2011
Galit Shmueli
Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 522 (90,380)

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large datasets, inference, p-values

11.

Beyond Overall Treatment Effects: Leveraging Covariates in Randomized Experiments Guided by Causal Structure

Tafti, Ali, and Galit Shmueli. "Beyond Overall Treatment Effects: Leveraging Covariates in Randomized Experiments Guided by Causal Structure." Information Systems Research 31.4 (2020): 1183-1199.
Number of pages: 46 Posted: 26 Feb 2019 Last Revised: 29 Jan 2021
Ali R. Tafti and Galit Shmueli
University of Illinois at Chicago and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 494 (96,620)
Citation 4

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randomized experiments, causal inference, randomized clinical trials, causal diagrams

12.

The Effect of Product Assortment Changes on Customer Retention

Marketing Science, Vol. 24, No. 4, pp. 616-622, 2005
Number of pages: 7 Posted: 11 Jun 2007
Peter Boatwright, Joseph (Jay) B. Kadane, Joseph (Jay) B. Kadane, Joseph Nunes and Galit Shmueli
Carnegie Mellon University - David A. Tepper School of Business, Carngeie Mellon UniversityCarnegie Mellon University - David A. Tepper School of Business, University of Southern California - Marshall School of Business and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 392 (126,827)

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customer retention, product assortment, efficient assortment, category management, variety

13.

The Forest or the Trees? Tackling Simpson's Paradox with Classi fication and Regression Trees

Indian School of Business Research Paper Series
Number of pages: 36 Posted: 11 Feb 2014
Galit Shmueli and Inbal Yahav
Institute of Service Science, National Tsing Hua University, Taiwan and Tel Aviv University - Coller School of Management
Downloads 383 (130,234)

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CART, causality, data mining, conditional-inference trees, decision making, aggregation, variable selection

14.

Predicting Censored Count Data with COM-Poisson Regression

Robert H. Smith School Research Paper No. RHS-06-129
Number of pages: 20 Posted: 06 Nov 2010 Last Revised: 25 Jul 2011
Kimberly F. Sellers and Galit Shmueli
Georgetown University - Department of Mathematics and Statistics and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 375 (133,376)
Citation 3

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over-dispersion, under-dispersion, predictive distribution, mean versus median predictions, ensembles

15.

The Elephant in the Room: Evaluating the Predictive Performance of Partial Least Squares (PLS) Path Models

Number of pages: 31 Posted: 12 Sep 2015
Galit Shmueli, Soumya Ray, Juan Velasquez Estrada and Suneel Chatla
Institute of Service Science, National Tsing Hua University, Taiwan, National Tsing Hua University, Taiwan, National Tsing Hua University and Institute of Service Science, National Tsing Hua University
Downloads 373 (134,161)
Citation 6

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Partial Least Squares, Path Modeling, Prediction, Predictive Performance, Out-­of-sample prediction, Casewise Prediction

16.

Simulating Multivariate Syndromic Time Series and Outbreak Signatures

Robert H. Smith School Research Paper No. RHS-06-054
Number of pages: 24 Posted: 01 Jun 2007 Last Revised: 25 Jul 2011
Thomas Lotze, Galit Shmueli and Inbal Yahav
University of Maryland - College of Computer, Mathematical and Natural Sciences, Institute of Service Science, National Tsing Hua University, Taiwan and Tel Aviv University - Coller School of Management
Downloads 366 (137,032)

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Biosurveillance

17.

Transporting Causal Effects Across Populations Using Structural Causal Modeling: The Example of Work-From-Home Productivity

Forthcoming at Information Systems Research
Number of pages: 54 Posted: 01 Feb 2022 Last Revised: 30 Apr 2023
Sujin Park, Ali R. Tafti and Galit Shmueli
University of Illinois at Chicago - Department of Information and Decision Sciences, University of Illinois at Chicago and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 364 (138,248)

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transportability, causal inference, causal diagrams, work-from-home productivity

18.

On Generating Multivariate Poisson Data in Management Science Applications

Yahav I. and Shmueli G., On Generating Multivariate Poisson Data in Management Science Applications (2011). Applied Stochastic Models in Business and Industry, 28(1), pp. 91-102. Wiley Online Library., Robert H. Smith School Research Paper No. RHS 06-085
Number of pages: 17 Posted: 19 Aug 2009 Last Revised: 18 Jan 2016
Inbal Yahav and Galit Shmueli
Tel Aviv University - Coller School of Management and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 354 (142,129)

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19.

Analyzing Behavioral Big Data: Methodological, Practical, Ethical, and Moral Issues

Number of pages: 18 Posted: 23 Feb 2016
Galit Shmueli
Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 339 (148,912)

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big data, human behavior, data mining, statistical methods

20.

Profiling Price Dynamics in Online Auctions Using Curve Clustering

Robert H. Smith School Research Paper No. RHS-06-004
Number of pages: 29 Posted: 18 May 2006
Wolfgang Jank and Galit Shmueli
University of Maryland - Decision and Information Technologies Department and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 276 (184,806)
Citation 15

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functional data analysis, clustering, differential equations, electronic commerce, online auction, eBay, price dynamics, auction types

21.

Tree-Based Methods for Clustering Time Series Using Domain-Relevant Attributes

Number of pages: 42 Posted: 12 Nov 2018 Last Revised: 23 Nov 2018
Mahsa Ashouri, Galit Shmueli and Chor-yiu (CY) Sin
Institute of Statistical Science, Academia Sinica, Institute of Service Science, National Tsing Hua University, Taiwan and National Tsing Hua University
Downloads 261 (195,491)
Citation 1

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time series, Clustering, Model-based Partitioning Tree, Linear Regression, Autoregressive integrated moving average (ARIMA), Forecasting

22.

Measuring Consumer Surplus on eBay: An Empirical Study

Robert H. Smith School Research Paper No. RHS-06-053
Number of pages: 20 Posted: 01 Jun 2007 Last Revised: 25 Jul 2011
Ravi Bapna, Wolfgang Jank and Galit Shmueli
Indian School of Business, University of Maryland - Decision and Information Technologies Department and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 256 (199,237)

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Online auctions, consumer surplus, eBay, sniping

23.

Price Formation and its Dynamics in Online Auctions

Robert H. Smith School Research Paper No. RHS-06-003
Number of pages: 35 Posted: 18 May 2006
Ravi Bapna, Wolfgang Jank and Galit Shmueli
Indian School of Business, University of Maryland - Decision and Information Technologies Department and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 242 (211,289)
Citation 3

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Functional regression analysis, data smoothing, eBay, online auction, auction dynamics, electronic commerce

24.

Analyzing the Impact of GDPR on Data Scientists Using the InfoQ Framework

Number of pages: 22 Posted: 05 Jun 2018
Galit Shmueli and Travis Greene
Institute of Service Science, National Tsing Hua University, Taiwan and National Tsing Hua University - College of Technology Management
Downloads 241 (211,289)
Citation 2

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Data Privacy, Regulation, Data Science, GDPR

25.

Modeling Price Dynamics in eBay Auctions Using Principal Differential Analysis

Robert H. Smith School Research Paper No. RHS-06-052
Number of pages: 36 Posted: 01 Jun 2007
Wolfgang Jank, Galit Shmueli, Shanshan Wang and Paul Smith
University of Maryland - Decision and Information Technologies Department, Institute of Service Science, National Tsing Hua University, Taiwan, University of Maryland - College of Computer, Mathematical and Natural Sciences and University of Maryland - College of Computer, Mathematical and Natural Sciences
Downloads 241 (211,289)
Citation 1

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Auction dynamics, functional data analysis, differential equation, price curve, multiple comparisons

26.

Evaluating the Predictive Performance of Composites in PLS Path Modeling

Number of pages: 5 Posted: 19 Oct 2017 Last Revised: 19 Nov 2018
Nicholas Danks, Soumya Ray and Galit Shmueli
Trinity College Dublin, National Tsing Hua University, Taiwan and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 229 (222,100)
Citation 4

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Predictive Validity, Composites, Partial Least Squares (PLS) path modeling, Structural Equation Modeling (SEM)

27.

Modeling Bid Arrivals in Online Auctions

Robert H. Smith School Research Paper No. RHS-06-001
Number of pages: 34 Posted: 17 May 2006
Galit Shmueli, Ralph P. Russo and Wolfgang Jank
Institute of Service Science, National Tsing Hua University, Taiwan, University of Iowa - Department of Statistics & Actuarial Science and University of Maryland - Decision and Information Technologies Department
Downloads 190 (263,797)
Citation 7

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Non-homogenous Poisson process,online auction,bid data, self-similarity, bidding dynamics

28.

Wavelet-Based Monitoring in Modern Biosurveillance

Robert H. Smith School Research Paper No. RHS-06-002
Number of pages: 34 Posted: 18 May 2006
Galit Shmueli
Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 183 (272,746)
Citation 6

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Early detection, autocorrelation, disease outbreak, syndromic data, discrete wavelet transform

29.

Evaluating Directionally-Sensitive Multivariate Control Charts with an Application to Biosurveillance

Robert H. Smith School Research Paper No. RHS 06-059
Number of pages: 40 Posted: 13 Apr 2008 Last Revised: 22 Jun 2014
Inbal Yahav and Galit Shmueli
Tel Aviv University - Coller School of Management and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 156 (312,619)

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30.

Data Dispersion: Now You See it... Now You Don't

Robert H. Smith School Research Paper No. RHS 06-122
Number of pages: 14 Posted: 21 May 2010 Last Revised: 25 Jul 2011
Kimberly F. Sellers and Galit Shmueli
Georgetown University - Department of Mathematics and Statistics and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 151 (321,332)

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Conway-Maxwell-Poisson (COM-Poisson) regression, mixture model, negative binomial regression, over dispersion, under-dispersion

31.

From Quality to Information Quality in Official Statistics

Number of pages: 30 Posted: 17 Apr 2014
Ron S. Kenett and Galit Shmueli
KPA Ltd. and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 138 (345,232)
Citation 2

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InfoQ, survey data, decision making, industry

32.

Beauty Is in the Eye of the (Data) Beholder: Behavioral Researchers' Dilemmas Using Behavioral Big Data

Number of pages: 33 Posted: 21 Sep 2016 Last Revised: 14 May 2017
Galit Shmueli
Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 131 (359,249)

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Data Mining, Ethics, Big Data, Data Analysis

33.

Real-Time Forecasting of Online Auctions via Functional K-Nearest Neighbors

Number of pages: 32 Posted: 12 Jul 2009
Shu Zhang, Wolfgang Jank and Galit Shmueli
University of Maryland - College Park, University of Maryland - Decision and Information Technologies Department and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 129 (363,426)
Citation 4

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eBay, functional forecasting, functional data, Kullback-Leibler distance, Beta distribution, dynamics

34.

Barriers for Academic Data Science Research in the New Realm of Behavior Modification by Digital Platforms

Number of pages: 15 Posted: 25 Oct 2021
Travis Greene, David Martens and Galit Shmueli
National Tsing Hua University - College of Technology Management, University of Antwerp and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 110 (408,585)

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digital platforms, academic research, machine learning, AI, behavior modification, reinforcement learning

35.

A Generalized Stochastic Process for Count Data

Number of pages: 21 Posted: 25 Jul 2014
Li Zhu, Kimberly F. Sellers and Galit Shmueli
Georgetown University, Georgetown University - Department of Mathematics and Statistics and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 102 (431,036)

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Bernoulli process, Poisson process, count process, waiting time, dispersion, dependence, Conway-Maxwell-Poisson (COM-Poisson)

36.

Modeling Concurrency of Events in Online Auctions Via Spatio-Temporal Semiparametric Models

Robert H. Smith School Research Paper No. RHS 06-030
Number of pages: 42 Posted: 24 Jul 2006
Wolfgang Jank and Galit Shmueli
University of Maryland - Decision and Information Technologies Department and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 102 (431,036)
Citation 5

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Nonparametric model, distance measure, dissimilarity, spatial model, timelag, mixed model, online auction, E-Bay

37.

One-Way Mirrors and Weak-Signaling in Online Dating: A Randomized Field Experiment - Online E-Companion Appendix

Number of pages: 9 Posted: 08 Jul 2015
Ravi Bapna, Jui Ramaprasad, Galit Shmueli and Akhmed Umyarov
University of Minnesota - Minneapolis, University of Maryland, Institute of Service Science, National Tsing Hua University, Taiwan and University of Minnesota - Minneapolis
Downloads 93 (458,293)
Citation 15

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online dating, anonymity, weak-signaling, randomized trial, field experiment

38.

Transformations for Semi-Continuous Data

Robert H. Smith School Research Paper No. RHS 06-051
Number of pages: 32 Posted: 15 Jan 2007
Galit Shmueli, Wolfgang Jank and Valerie Hyde
Institute of Service Science, National Tsing Hua University, Taiwan, University of Maryland - Decision and Information Technologies Department and University of Maryland
Downloads 91 (464,652)

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data tranformation, too-frequent values, jittering, local-regeneration, max-bin histogram, online auction, eBay

39.

Outcomes Matter: Estimating Pre-Transplant Survival Rates of Kidney-Transplant Patients Using Simulation-Based Propensity Scores

Robert H. Smith School Research Paper No. RHS 06-137
Number of pages: 33 Posted: 01 Aug 2011 Last Revised: 31 Jul 2012
Inbal Yahav and Galit Shmueli
Tel Aviv University - Coller School of Management and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 79 (506,104)
Citation 1

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Selection bias, Pre-transplant survival rate, Kidney allocation, Propensity scores, Survival analysis, Simulation

40.

Bridging Medical Research and Clinical Work by Evaluating Predictive Ability

Number of pages: 4 Posted: 12 Nov 2019
Galit Shmueli and Megan Donaldson
Institute of Service Science, National Tsing Hua University, Taiwan and Tufts University - Department of Family Medicine & Community Health
Downloads 54 (616,532)

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personalized prediction, medicine, clinical prediction rules

41.

SOABER: An Innovative Approach to Maximize Bidder Surplus in Simultaneous Online Art Auctions

Number of pages: 37 Posted: 26 Nov 2010
Mayukh Dass, Wolfgang Jank and Galit Shmueli
Texas Tech University - Area of Marketing, University of Maryland - Decision and Information Technologies Department and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 53 (621,687)

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42.

How SCM Causal Diagrams Differ from PLS-PM and CB-SEM Path Diagrams

Number of pages: 6 Posted: 11 Oct 2022
Ali R. Tafti and Galit Shmueli
University of Illinois at Chicago and Institute of Service Science, National Tsing Hua University, Taiwan
Downloads 29 (776,842)

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Structural causal models, PLS-PM, CB-SEM, causal diagrams

43.

Predictive Model Assessment in PLS-SEM: Guidelines for Using PLSpredict

European Journal of Marketing, 53(11), 2322-2347, Forthcoming
Posted: 25 Oct 2019
Galit Shmueli, Marko Sarstedt, Joseph F. Hair, Jacky Cheah, Hiram Ting, Santha Vaithilingam and Christian M. Ringle
Institute of Service Science, National Tsing Hua University, Taiwan, Otto-von-Guericke-Universität Magdeburg, Kennesaw State University, affiliation not provided to SSRN, Universiti Malaysia Sarawak (UNIMAS), Monash University Malaysia and Hamburg University of Technology (TUHH)

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PLS-SEM, partial least squares, structural equation modeling, PLSpredict, out-of-sample prediction, predictive power