True to the model or true to the data?

H Chen, JD Janizek, S Lundberg, SI Lee - arXiv preprint arXiv:2006.16234, 2020 - arxiv.org
model’s prediction more effectively. In the second setting we consider a model trained on
biological data … this case ”true to the data” and show that for a sparse model (Lasso regularized…

Modeling data revisions: Measurement error and dynamics of “true” values

JPAM Jacobs, S Van Norden - Journal of Econometrics, 2011 - Elsevier
… state-space methods to construct optimal forecasts and estimates of the underlying true
values; and we show how to optimally estimate trends or cycles from multiple data vintages. …

The true lift model: a novel data mining approach to response modeling in database marketing

VSY Lo - ACM SIGKDD Explorations Newsletter, 2002 - dl.acm.org
… Thus, we suggest that the quantitative business objective of a model, measured by its
effectiveness for campaigns, is to maximize (AB) – (CD), which is hereafter referred to as the true

The true‐change model with individual method effects: Reliability issues

S Vautier, R Steyer, A Boomsma - British Journal of …, 2008 - Wiley Online Library
… We develop a model for analysing test–retest data gathered … The model relaxes the
assumption of perfectly correlated true… of equal loadings on the true-score variables representing …

Simple statistical models for discrete panel data developed and applied to test the hypothesis of true state dependence against the hypothesis of spurious state …

JJ Heckman - Annales de l'INSEE, 1978 - JSTOR
model presented in this paper is essentially a discrete data analogue of the familiar continuous
variate distributed lag model … to develop a model applicable to panel data and to develop …

Prevalence dependence in model goodness measures with special emphasis on true skill statistics

I Somodi, N Lepesi, Z Botta‐Dukát - Ecology and evolution, 2017 - Wiley Online Library
… The sources we identified can serve as a checklist to safely control comparisons, so that
true discrimination capacity is compared as opposed to artefacts arising from data structure, …

There's no such thing as a 'true'model: the challenge of assessing face validity

V Litvak, A Jafarian, P Zeidman, R Tibon… - … on systems, man …, 2019 - ieeexplore.ieee.org
… Intuitively, the model that generated the datadata, this is not necessarily the case and the
true model” that generated the data is not necessarily the one assigned the strongest model

Selecting models for measuring change when true experimental conditions do not exist

JC Fortune, BA Hiison - The Journal of Educational Research, 1984 - Taylor & Francis
… These are: 1) covariant adjustments of the data; 2) standardized gainEach proposed … data;
and 3) true-score adjustor more different strategies through which a given arti- ment of the data

Assessing accuracy methods of species distribution models: AUC, specificity, sensitivity and the true skill statistic

F Shabani, L Kumar, M Ahmadi - Global Journal of …, 2018 - researchnow.flinders.edu.au
… In that there was no data representing true absence of each species in Australia, the
proportions of the extent of Australia identified as suitable were calculated, as an index of potential …

Does model-free forecasting really outperform the true model?

F Hartig, CF Dormann - Proceedings of the National …, 2013 - National Acad Sciences
Model-free forecasting outperforms the correct mechanistic model for simulated and experimental
data… Moreover, if there is sufficient noise in either process or observation, “true” chaotic …