Interpretability and explainability: A machine learning zoo mini-tour

R Marcinkevičs, JE Vogt - arXiv preprint arXiv:2012.01805, 2020 - arxiv.org
In this review, we examine the problem of designing interpretable and explainable machine
learning models. Interpretability and explainability lie at the core of many machine learning …

All models are wrong, but many are useful: Learning a variable's importance by studying an entire class of prediction models simultaneously

A Fisher, C Rudin, F Dominici - Journal of Machine Learning Research, 2019 - jmlr.org
Variable importance (VI) tools describe how much covariates contribute to a prediction
model's accuracy. However, important variables for one well-performing model (for example …

[图书][B] Big data, little data, no data: Scholarship in the networked world

CL Borgman - 2017 - books.google.com
An examination of the uses of data within a changing knowledge infrastructure, offering
analysis and case studies from the sciences, social sciences, and humanities.“Big Data” is …

[图书][B] Qualitative communication research methods

TR Lindlof, BC Taylor - 2017 - books.google.com
" This is the best qualitative methods book I've seen, especially among books aimed at
undergraduate audiences."—Michael Irvin Arrington, Indiana State University Qualitative …

[图书][B] The allure of order: High hopes, dashed expectations, and the troubled quest to remake American schooling

J Mehta - 2013 - books.google.com
Ted Kennedy and George W. Bush agreed on little, but united behind the No Child Left
Behind Act (NCLB). Passed in late 2001, it was hailed as a dramatic new departure in …

How paradigms create politics: The transformation of American educational policy, 1980–2001

J Mehta - American Educational Research Journal, 2013 - journals.sagepub.com
American educational policy was rapidly transformed between 1980 and 2001.
Accountability was introduced into a sphere that had long been loosely coupled, both major …

Mere description

J Gerring - British Journal of Political Science, 2012 - cambridge.org
This article attempts to reformulate and resuscitate the seemingly prosaic methodological
task of description, which is often derided in favour of causal analysis. First, the problem of …

Is leadership in the eye of the beholder? A study of intended and perceived leadership practices and organizational performance

CB Jacobsen, L Bøgh Andersen - Public administration review, 2015 - Wiley Online Library
Leadership is a matter of both intentions and perceptions, which do not necessarily always
match. Because employees' motivation and commitment are only affected by leadership if …

[图书][B] Becoming right: How campuses shape young conservatives

A Binder, K Wood - 2014 - books.google.com
How divergent campus cultures affect conservative college students Conservative pundits
allege that the pervasive liberalism of America's colleges and universities has detrimental …

Research in school shootings

GW Muschert - Sociology compass, 2007 - Wiley Online Library
Studies of school shootings have been conducted in a variety of disciplines, including
sociology, psychology, and media studies. However, to date there is no unified body of …