datascience.bib

@article{bass_empirical_1995,
	title = {Empirical {Generalizations} and {Marketing} {Science}: {A} {Personal} {View}},
	volume = {14},
	issn = {0732-2399},
	url = {https://doi.org/10.1287/mksc.14.3.G6},
	doi = {10.1287/mksc.14.3.G6},
	abstract = {Marketing has matured to the point where it seems desirable to take stock of where we are, what we have learned, and fruitful directions for extending the knowledge base that has developed. Science is a process involving the interaction between empirical generalizations and theory. An empirical generalization is ?a pattern or regularity that repeats over different circumstances and that can be described simply by mathematical, graphic, or symbolic methods.? One of the purposes of the Empirical Generalizations Conference held at Wharton on February 16?18, 1994 was to develop a list of examples of such empirical generalizations in marketing. Empirical generalization can precede a theory to explain it or it can be predicted by a theory. Science is the process of interaction between theory and data that leads to higher level theories. Examples are provided here of empirical generalizations in marketing and their theoretical counterparts. One example is provided of a higher level theory.},
	number = {3\_supplement},
	urldate = {2020-06-03},
	journal = {Marketing Science},
	author = {Bass, Frank M.},
	month = aug,
	year = {1995},
	note = {Publisher: INFORMS},
	pages = {G6--G19},
	annote = {doi: 10.1287/mksc.14.3.G6},
}

@article{campbell_convergent_1959,
	title = {Convergent and discriminant validation by the multitrait-multimethod matrix.},
	volume = {56},
	issn = {1939-1455, 0033-2909},
	url = {http://doi.apa.org/getdoi.cfm?doi=10.1037/h0046016},
	doi = {10.1037/h0046016},
	language = {en},
	number = {2},
	urldate = {2020-07-02},
	journal = {Psychological Bulletin},
	author = {Campbell, Donald T. and Fiske, Donald W.},
	year = {1959},
	pages = {81--105},
}

@article{kenny_analysis_1992,
	title = {Analysis of the multitrait-multimethod matrix by confirmatory factor analysis.},
	volume = {112},
	issn = {1939-1455, 0033-2909},
	url = {http://doi.apa.org/getdoi.cfm?doi=10.1037/0033-2909.112.1.165},
	doi = {10.1037/0033-2909.112.1.165},
	language = {en},
	number = {1},
	urldate = {2020-07-02},
	journal = {Psychological Bulletin},
	author = {Kenny, David A. and Kashy, Deborah A.},
	month = jul,
	year = {1992},
	pages = {165--172},
}

@article{meng_statistical_2018,
	title = {Statistical paradises and paradoxes in big data ({I}): {Law} of large populations, big data paradox, and the 2016 {US} presidential election},
	volume = {12},
	issn = {1932-6157},
	shorttitle = {Statistical paradises and paradoxes in big data ({I})},
	url = {https://projecteuclid.org/euclid.aoas/1532743473},
	doi = {10.1214/18-AOAS1161SF},
	language = {en},
	number = {2},
	urldate = {2019-11-07},
	journal = {The Annals of Applied Statistics},
	author = {Meng, Xiao-Li},
	month = jun,
	year = {2018},
	pages = {685--726},
}

@article{bourdieu_opinion_1973,
	title = {L'opinion publique n'existe pas},
	number = {n°318},
	journal = {Les Temps modernes},
	author = {Bourdieu, Pierre},
	month = jan,
	year = {1973},
	pages = {1292--1309},
}

@article{cumming_is_2010,
	title = {{IS} {PROBABILITY} {SAMPLING} {ALWAYS} {BETTER}? {A} {COMPARISON} {OF} {RESULTS} {FROM} {A} {QUOTA} {AND} {A} {PROBABILITY} {SAMPLE} {SURVEY}},
	volume = {14},
	issn = {03149021},
	shorttitle = {{IS} {PROBABILITY} {SAMPLING} {ALWAYS} {BETTER}?},
	url = {http://doi.wiley.com/10.1111/j.1753-6405.1990.tb00033.x},
	doi = {10.1111/j.1753-6405.1990.tb00033.x},
	language = {en},
	number = {2},
	urldate = {2021-06-13},
	journal = {Community Health Studies},
	author = {Cumming, Robert Graham},
	month = feb,
	year = {2010},
	pages = {132--137},
}

@article{seng_historical_1951,
	title = {Historical {Survey} of the {Development} of {Sampling} {Theories} and {Practice}},
	volume = {114},
	issn = {00359238},
	url = {https://www.jstor.org/stable/10.2307/2980977?origin=crossref},
	doi = {10.2307/2980977},
	number = {2},
	urldate = {2021-06-13},
	journal = {Journal of the Royal Statistical Society. Series A (General)},
	author = {Seng, You Poh},
	year = {1951},
	pages = {214},
}

@book{sneath_numerical_1973,
	address = {San Francisco},
	series = {A {Series} of books in biology},
	title = {Numerical taxonomy: the principles and practice of numerical classification},
	isbn = {978-0-7167-0697-7},
	shorttitle = {Numerical taxonomy},
	publisher = {W. H. Freeman},
	author = {Sneath, P. H. A. and Sokal, Robert R.},
	year = {1973},
	keywords = {Numerical taxonomy},
}

@article{churchill_paradigm_1979,
	title = {A {Paradigm} for {Developing} {Better} {Measures} of {Marketing} {Constructs}},
	volume = {16},
	issn = {00222437},
	url = {https://www.jstor.org/stable/3150876?origin=crossref},
	doi = {10.2307/3150876},
	number = {1},
	urldate = {2018-11-15},
	journal = {Journal of Marketing Research},
	author = {Churchill, Gilbert A.},
	month = feb,
	year = {1979},
	pages = {64},
}

@book{cohen_statistical_1988,
	address = {Hillsdale, N.J},
	edition = {2nd ed},
	title = {Statistical power analysis for the behavioral sciences},
	isbn = {978-0-8058-0283-2},
	publisher = {L. Erlbaum Associates},
	author = {Cohen, Jacob},
	year = {1988},
	keywords = {Probabilities, Social sciences, Statistical methods, Statistical power analysis},
}

@article{goldstein_peeking_2015,
	title = {Peeking {Inside} the {Black} {Box}: {Visualizing} {Statistical} {Learning} {With} {Plots} of {Individual} {Conditional} {Expectation}},
	volume = {24},
	issn = {1061-8600, 1537-2715},
	shorttitle = {Peeking {Inside} the {Black} {Box}},
	url = {http://www.tandfonline.com/doi/full/10.1080/10618600.2014.907095},
	doi = {10.1080/10618600.2014.907095},
	language = {en},
	number = {1},
	urldate = {2018-12-22},
	journal = {Journal of Computational and Graphical Statistics},
	author = {Goldstein, Alex and Kapelner, Adam and Bleich, Justin and Pitkin, Emil},
	month = jan,
	year = {2015},
	pages = {44--65},
}

@article{selya_practical_2012,
	title = {A {Practical} {Guide} to {Calculating} {Cohen}’s f2, a {Measure} of {Local} {Effect} {Size}, from {PROC} {MIXED}},
	volume = {3},
	issn = {1664-1078},
	url = {http://journal.frontiersin.org/article/10.3389/fpsyg.2012.00111/abstract},
	doi = {10.3389/fpsyg.2012.00111},
	urldate = {2018-12-24},
	journal = {Frontiers in Psychology},
	author = {Selya, Arielle S. and Rose, Jennifer S. and Dierker, Lisa C. and Hedeker, Donald and Mermelstein, Robin J.},
	year = {2012},
}

@article{sigmund_panel_2017,
	title = {Panel {Vector} {Autoregression} in {R} with the {Package} {Panelvar}},
	issn = {1556-5068},
	url = {https://www.ssrn.com/abstract=2896087},
	doi = {10.2139/ssrn.2896087},
	language = {en},
	urldate = {2019-01-27},
	journal = {SSRN Electronic Journal},
	author = {Sigmund, Michael and Ferstl, Robert},
	year = {2017},
}

@article{nosek_preregistration_2018,
	title = {The preregistration revolution},
	volume = {115},
	issn = {0027-8424, 1091-6490},
	url = {http://www.pnas.org/lookup/doi/10.1073/pnas.1708274114},
	doi = {10.1073/pnas.1708274114},
	language = {en},
	number = {11},
	urldate = {2019-02-20},
	journal = {Proceedings of the National Academy of Sciences},
	author = {Nosek, Brian A. and Ebersole, Charles R. and DeHaven, Alexander C. and Mellor, David T.},
	month = mar,
	year = {2018},
	pages = {2600--2606},
}

@incollection{stodden_knitr_2014,
	title = {knitr: {A} {Comprehensive} {Tool} for {Reproducible} {Research} in {R}},
	url = {http://www.crcpress.com/product/isbn/9781466561595},
	booktitle = {Implementing {Reproducible} {Computational} {Research}},
	publisher = {Chapman and Hall/CRC},
	author = {Xie, Yihui},
	editor = {Stodden, Victoria and Leisch, Friedrich and Peng, Roger D.},
	year = {2014},
	annote = {ISBN 978-1466561595},
	annote = {ISBN 978-1466561595},
}

@article{forse_cibois_nodate,
	title = {Cibois {Philippe}, {L}'analyse factorielle.},
	author = {Forsé, Michel},
	pages = {4},
}

@article{lemoine_application_1981,
	title = {Application de l'analyse factorielle à l'étude de la croissance en hauteur des arbres : exemple du {Pin} maritime},
	volume = {38},
	url = {http://www.afs-journal.org/10.1051/forest:19810102},
	doi = {10.1051/forest:19810102},
	number = {1},
	journal = {Annales des Sciences Forestières},
	author = {Lemoine, B. and Sartolou, A.},
	year = {1981},
	pages = {31--54},
}

@article{hungerford_sheepskin_1987,
	title = {Sheepskin {Effects} in the {Returns} to {Education}},
	volume = {69},
	url = {https://www.jstor.org/stable/1937919?origin=crossref},
	doi = {10.2307/1937919},
	number = {1},
	journal = {The Review of Economics and Statistics},
	author = {Hungerford, Thomas and Solon, Gary},
	month = feb,
	year = {1987},
	pages = {175},
}

@article{newhouse_rocky_nodate,
	title = {Rocky {Mountain} {Spotted} {Fever} {In} {Georgia}, 1961-75: {Analysis} of {Social} and {Environmental} {Factors} {Affecting} {Occurrence}},
	author = {Newhouse, Verne F and Choi, Keewhan and Holman, Robert C and Thacker, Stephen B and D'Angelo, Lawrence J and Smith, J David},
	pages = {10},
}

@article{vallet_analyse_1985,
	title = {Analyse des données},
	author = {Vallet, Michel},
	year = {1985},
	pages = {8},
}

@article{blanchard_les_nodate,
	title = {Les usages de l’analyse factorielle},
	author = {Blanchard, Philippe and Patou, Charles},
	pages = {28},
}

@article{thurstone_v_1949,
	title = {V. - {L}'analyse factorielle, méthode scientifique},
	volume = {50},
	url = {https://www.persee.fr/doc/psy_0003-5033_1949_hos_50_1_8425},
	doi = {10.3406/psy.1949.8425},
	number = {1},
	journal = {L'année psychologique},
	author = {Thurstone, L. L.},
	year = {1949},
	pages = {61--75},
}

@article{benzecri_analyse_2006,
	title = {L'analyse de données : {Histoire}, {Bilan}, {Projets} et {Perspectives}},
	author = {Benzecri, Jean-Paul},
	year = {2006},
	pages = {5},
}

@techreport{fodor_survey_2002,
	title = {A {Survey} of {Dimension} {Reduction} {Techniques}},
	url = {http://www.osti.gov/servlets/purl/15002155-mumfPN/native/},
	author = {Fodor, I K},
	month = may,
	year = {2002},
	doi = {10.2172/15002155},
	annote = {DOI: 10.2172/15002155},
}

@article{beaudouin_retour_2016,
	title = {Retour aux origines de la statistique textuelle: {Benzécri} et l'école française d'analyse des données},
	abstract = {In this article, we have attempted to trace the history of the statistical analysis of textual data, focusing on the influence of Benzécri’s work and school, and to make explicit their theoretical positions, clearly opposed to AI and to Chomskyan linguistics. After a presentation of the intellectual project, as an inductive approach to language based on the exploration of corpora, we present the principles of correspondence analysis, which is the main method developed in the Data Analysis School, used for corpus analysis but also for many other types of datasets. Then, we will focus on textual data analysis. Based on the fact that software programmes have played a major role in the use of these statistical techniques, we shall examine a selection of these, display their specificities and their underlying theoretical bases.},
	language = {fr},
	author = {Beaudouin, Valérie},
	year = {2016},
	pages = {21},
	file = {Beaudouin - 2016 - Retour aux origines de la statistique textuelle B.pdf:C\:\\Users\\33623\\Zotero\\storage\\SPN698W9\\Beaudouin - 2016 - Retour aux origines de la statistique textuelle B.pdf:application/pdf},
}

@article{horvth_competitive_2005,
	title = {Competitive reaction- and feedback effects based on {VARX} models of pooled store data},
	volume = {22},
	url = {http://www.sciencedirect.com/science/article/B6V8R-4HNS63D-1/1/ffb9aa895837e9c6f231b727fd91f281},
	doi = {10.1016/j.ijresmar.2005.09.007},
	abstract = {We apply a model that accommodates dynamic phenomena in demand- and reaction functions. The latter functions capture reactions to actions as well as to consequences of actions. We estimate a fixed effects VARX model with dynamic and interactive effects for multiple brands based on pooled time series and cross-sectional data for two product categories. The Impulse Response Analysis (IRA) results for one category (tuna) under different scenarios show that the inclusion/exclusion of competitive reaction- and feedback effects matters a lot, consistent with a high degree of competitive interaction in this market. We find that the role of cross-brand feedback effects is greater than the role of traditional competitive reaction effects. Intrafirm effects (internal decisions) also play an important role. In a decomposition study we show that the exclusion of these effects may either increase (up to 12\%) or decrease (by as much as 50\%) the net unit sales effect of a 20\% price reduction. By contrast, in the second category (shampoo), where brands have distinct positions, the exclusion of these effects matters very little.},
	number = {4},
	urldate = {2008-06-30},
	journal = {International Journal of Research in Marketing},
	author = {Horv�th, Csilla and Leeflang, Peter S.H. and Wieringa, Jaap E. and Wittink, Dick R.},
	month = dec,
	year = {2005},
	note = {Number: 4
Repository: ScienceDirect},
	keywords = {Cumulative promotion effects, Decomposition of reaction functions, Pooled data, VARX modelling},
	pages = {415--426},
}

@article{spearman_general_1904,
	title = {"{General} {Intelligence}," {Objectively} {Determined} and {Measured}},
	volume = {15},
	issn = {00029556},
	url = {https://www.jstor.org/stable/1412107?origin=crossref},
	doi = {10.2307/1412107},
	number = {2},
	urldate = {2021-12-28},
	journal = {The American Journal of Psychology},
	author = {Spearman, C.},
	month = apr,
	year = {1904},
	pages = {201},
}

@article{thurstone_multiple_1931,
	title = {Multiple factor analysis.},
	volume = {38},
	issn = {0033-295X},
	url = {http://content.apa.org/journals/rev/38/5/406},
	doi = {10.1037/h0069792},
	language = {en},
	number = {5},
	urldate = {2021-12-28},
	journal = {Psychological Review},
	author = {Thurstone, L. L.},
	year = {1931},
	pages = {406--427},
}

@article{reinartz_empirical_2009,
	title = {An empirical comparison of the efficacy of covariance-based and variance-based {SEM}.},
	volume = {26},
	issn = {01678116},
	url = {http://search.ebscohost.com/login.aspx?direct=true&db=bth&AN=44826705&site=ehost-live},
	doi = {10.1016/j.ijresmar.2009.08.001},
	abstract = {Abstract: Variance-based SEM, also known under the term partial least squares (PLS) analysis, is an approach that has gained increasing interest among marketing researchers in recent years. During the last 25years, more than 30 articles have been published in leading marketing journals that have applied this approach instead of the more traditional alternative of covariance-based SEM (CBSEM). However, although an analysis of these previous publications shows that there seems to be at least an implicit agreement about the factors that should drive the choice between PLS analysis and CBSEM, no research has until now empirically compared the performance of these approaches given a set of different conditions. Our study addresses this open question by conducting a large-scale Monte-Carlo simulation. We show that justifying the choice of PLS due to a lack of assumptions regarding indicator distribution and measurement scale is often inappropriate, as CBSEM proves extremely robust with respect to violations of its underlying distributional assumptions. Additionally, CBSEM clearly outperforms PLS in terms of parameter consistency and is preferable in terms of parameter accuracy as long as the sample size exceeds a certain threshold (250 observations). Nevertheless, PLS analysis should be preferred when the emphasis is on prediction and theory development, as the statistical power of PLS is always larger than or equal to that of CBSEM; already, 100 observations can be sufficient to achieve acceptable levels of statistical power given a certain quality of the measurement model. [Copyright 2009 Elsevier]},
	number = {4},
	urldate = {2009-11-15},
	journal = {International Journal of Research in Marketing},
	author = {Reinartz, Werner and Haenlein, Michael and Henseler, Jörg},
	month = dec,
	year = {2009},
	pages = {332--344},
	annote = {Accession Number: 44826705; Reinartz, Werner 1,2; Email Address: werner.reinartz@uni-koeln.de; Haenlein, Michael 3; Email Address: haenlein@escpeurope.eu; Henseler, Jörg 4,5; Email Address: j.henseler@fm.ru.nl; Affiliations: 1: University of Cologne, Germany; 2: INSEAD, Fontainebleau, France; 3: ESCP Europe, Paris, France; 4: Nijmegen School of Management, Radboud University, Nijmegen, The Netherlands; 5: ISEGI, New University of Lisbon, Portugal; Issue Info: Dec2009, Vol. 26 Issue 4, p332; Number of Pages: 13p; Document Type: Article},
	annote = {Accession Number: 44826705; Reinartz, Werner 1,2; Email Address: werner.reinartz@uni-koeln.de; Haenlein, Michael 3; Email Address: haenlein@escpeurope.eu; Henseler, Jörg 4,5; Email Address: j.henseler@fm.ru.nl; Affiliations: 1: University of Cologne, Germany; 2: INSEAD, Fontainebleau, France; 3: ESCP Europe, Paris, France; 4: Nijmegen School of Management, Radboud University, Nijmegen, The Netherlands; 5: ISEGI, New University of Lisbon, Portugal; Issue Info: Dec2009, Vol. 26 Issue 4, p332; Number of Pages: 13p; Document Type: Article},
	annote = {Copyright of International Journal of Research in Marketing is the property of Elsevier Science Publishers B.V. and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)},
	annote = {Copyright of International Journal of Research in Marketing is the property of Elsevier Science Publishers B.V. and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)},
}

@article{wickham_tidy_2014,
	title = {Tidy {Data}},
	volume = {59},
	issn = {1548-7660},
	url = {http://www.jstatsoft.org/v59/i10/},
	doi = {10.18637/jss.v059.i10},
	language = {en},
	number = {10},
	urldate = {2022-10-15},
	journal = {Journal of Statistical Software},
	author = {Wickham, Hadley},
	year = {2014},
}

@article{schwartz_les_2006,
	title = {Les valeurs de base de la personne : théorie, mesures et applications:},
	volume = {Vol. 47},
	issn = {0035-2969},
	shorttitle = {Les valeurs de base de la personne},
	url = {https://www.cairn.info/revue-francaise-de-sociologie-1-2006-4-page-929.htm?ref=doi},
	doi = {10.3917/rfs.474.0929},
	number = {4},
	urldate = {2022-10-18},
	journal = {Revue française de sociologie},
	author = {Schwartz, Shalom H.},
	month = nov,
	year = {2006},
	pages = {929--968},
}