Can you trust your model's uncertainty? evaluating predictive uncertainty under dataset shift

Y Ovadia, E Fertig, J Ren, Z Nado… - Advances in neural …, 2019 - proceedings.neurips.cc
… For each method we show the mean on the test set and summarize the results on each
intensity of shift with a box plot. Each box shows the quartiles summarizing the results across all (…

How much should we trust estimates from multiplicative interaction models? Simple tools to improve empirical practice

J Hainmueller, J Mummolo, Y Xu - Political Analysis, 2019 - cambridge.org
… based on articles published in the top political science journals, our conclusions about the
… To this end we develop a set of simple diagnostic tests that help researchers to detect these …

The more you know: trust dynamics and calibration in highly automated driving and the effects of take-overs, system malfunction, and system transparency

J Kraus, D Scholz, D Stiegemeier… - Human factors, 2020 - journals.sagepub.com
… To test this, we used polynomial contrast analysis comparing … By providing an enhanced
research model of trust calibration and empirical findings of two simulator studies, this paper …

[HTML][HTML] How much should we trust staggered difference-in-differences estimates?

AC Baker, DF Larcker, CCY Wang - Journal of Financial Economics, 2022 - Elsevier
… , because we believe that dynamic treatment effects are the most … We also demonstrate why
these biases can result in both … To the extent possible, we believe this diagnostic test should

Understanding the effect of accuracy on trust in machine learning models

M Yin, J Wortman Vaughan, H Wallach - … of the 2019 chi conference on …, 2019 - dl.acm.org
… , we test whether these results are robust to different levels of observed accuracy by running
two additional variations of our first experiment: one … : “How much did you trust our machine …

Public acceptance of fully automated driving: Effects of social trust and risk/benefit perceptions

P Liu, R Yang, Z Xu - Risk Analysis, 2019 - Wiley Online Library
… ST1: I trust the government authorities that regulate and supervise … To check the robustness
of the PLS results, we first … Our results demonstrate the differences between the direct and …

[图书][B] From the editors: Can I trust your findings? Ruling out alternative explanations in international business research

A Cuervo-Cazurra, U Andersson, MY Brannen… - 2020 - Springer
… Moreover, it is crucial to check for data quality in qualitative research, because there are
no statistical tests to provide assurances about the operationalization of theoretical constructs …

Effect of confidence and explanation on accuracy and trust calibration in AI-assisted decision making

Y Zhang, QV Liao, RKE Bellamy - … of the 2020 conference on fairness …, 2020 - dl.acm.org
… hypothesis we wanted to testcould improve people’s trust and the joint decision outcome.
But a closer look at Lai and Tan’s results revealed a trend of indiscriminatory increase in trust (…

How the coronavirus crisis affects citizen trust in institutions and in unknown others: Evidence from 'the Swedish experiment'

P Esaiasson, J Sohlberg, M Ghersetti… - European journal of …, 2021 - Wiley Online Library
We examine change over time with paired t-tests since measurements … We cannot
determine how far results generalize to other national contexts. As mentioned, the rally effect on …

THE CORRELATION BETWEEN STUDENTS'SELF-ESTEEM AND THEIR ENGLISH PROFICIENCY TEST RESULT

S Gultom, L Oktaviani - Journal of English Language Teaching …, 2022 - jim.teknokrat.ac.id
can go to the Polytechnic or … that, showed that the students believe in their ability, if they
work hard they will get the result that they wanted, they believe working harder would help them …