Prospective Explanations

Prospective Explanations: An Interactive Mechanism for Model ...

Prospective explanations are aimed at showing how models function by highlighting likely changes in model outcomes under changes in input. This in contrast to ...

Prospective Explanations: An Interactive Mechanism for Model ...

Abstract. We demonstrate a system for prospective explanations of black box models for regression and classification tasks with structured data.

Prospective Explanations: An Interactive Mechanism for Model ...

Prospective Explanations: An Interactive Mechanism for Model Understanding for NeurIPS 2021 by Rahul Nair et al.

[2308.00894] User-Controllable Recommendation via ... - arXiv

By providing both retrospective and prospective explanations through counterfactual reasoning, users can customize their control over the system ...

Prospective Explanations: An Interactive Mechanism for Model ...

About NeurIPS 2021. Neural Information Processing Systems (NeurIPS) is a multi-track machine learning and computational neuroscience ...

Prospective, Retrospective, Case-control, Cohort Studies - StatsDirect

A prospective study watches for outcomes, such as the development of a disease, during the study period and relates this to other factors such as suspected ...

Prospective teachers' learning to provide instructional explanations

Several studies have documented prospective teachers' (PSTs) difficulties in offering instructional explanations. However, less is known about PSTs' ...

User-Controllable Recommendation via Counterfactual ... - arXiv

Thus, we propose a model-agnostic framework that generates counterfactual retrospective and prospective explanations, informing users of their ...

Prospective analysis

The purpose of a FRAM analysis is to describe how a system should function to meet its objectives (ie, “everyday” performance), and to understand the ...

Prospective teachers' learning to provide instructional explanations

We trace changes in the explanations offered by a purposeful sample of PSTs before and after a mathematics content/methods course sequence.

Retrospective versus prospective explanations of changes in ...

Semistructured interviews focusing on three political issues were held with 47 psychology undergraduates. Subjects were asked to explain (a) why ...

Explanations of prospective middle school mathematics teachers for ...

This study is an explanatory study, which follows a qualitative methodology and aims to reveal the explanations of prospective mathematics ...

Prospective analysis of personality and behavioral vulnerabilities ...

Gender difference evaluations in the risk score components indicated that a significantly greater proportion of girls than boys endorsed behaviors that were ...

Screen time and mental health: a prospective analysis of the ...

Conclusions. Screen time is prospectively associated with a range of mental health symptoms, especially depressive symptoms, though effect sizes ...

A prospective analysis of the Ab response to Plasmodium falciparum ...

Abstract. Abs are central to malaria immunity, which is only acquired after years of exposure to Plasmodium falciparum (Pf). Despite the enormous worldwide ...

Prospective Analysis - DOPL (idaho.gov)

PROSPECTIVE ANALYSIS. FACTORY BUILT STRUCTURES ADVISORY BOARD. IDAPA 24.39.31. RULE 100 LICENSURE REQUIREMENTS (MOBILE AND MANUFACTURED HOMES). Proposed Rule ...

Prospective Analysis of Genetic Variants Associated with Human ...

We present a massive investigation into the genetic basis of human lifespan. Beginning with a genome-wide association (GWA) study using a de-identified ...

Adverse drug reactions as cause of admission to hospital - The BMJ

We undertook a prospective analysis of admissions caused by ADRs in two large UK hospitals to define prevalence and outcome and to assess causality and ...

A framework for the prospective analysis of ethno-cultural super ...

The main objective of this paper is to present a framework for the prospective analysis of super-diversity in several high immigration countries.

Prospective reference theory: Toward an explanation of the paradoxes

This article develops a variant of the expected utility model termed prospective reference theory. Although the standard model occurs as a limiting case, t.