scholarly journals Aligning Faithful Interpretations with their Social Attribution

2021 ◽  
Vol 9 ◽  
pp. 294-310
Author(s):  
Alon Jacovi ◽  
Yoav Goldberg

Abstract We find that the requirement of model interpretations to be faithful is vague and incomplete. With interpretation by textual highlights as a case study, we present several failure cases. Borrowing concepts from social science, we identify that the problem is a misalignment between the causal chain of decisions (causal attribution) and the attribution of human behavior to the interpretation (social attribution). We reformulate faithfulness as an accurate attribution of causality to the model, and introduce the concept of aligned faithfulness: faithful causal chains that are aligned with their expected social behavior. The two steps of causal attribution and social attribution together complete the process of explaining behavior. With this formalization, we characterize various failures of misaligned faithful highlight interpretations, and propose an alternative causal chain to remedy the issues. Finally, we implement highlight explanations of the proposed causal format using contrastive explanations.

1981 ◽  
Vol 36 (5) ◽  
pp. 480-487 ◽  
Author(s):  
Russell H. Weigel ◽  
Jeffrey J. Pappas
Keyword(s):  

2021 ◽  
Vol 14 (1) ◽  
pp. 205979912110085
Author(s):  
Jane Richardson ◽  
Barry Godfrey ◽  
Sandra Walklate

In March 2020, the UK Research and Innovation announced an emergency call for research to inform policy and practice responses to the COVID-19 pandemic. This call implicitly and explicitly required researchers to work rapidly, remotely and responsively. In this article, we briefly review how rapid response methods developed in health research can be used in other social science fields. After outlining the literature in this area, we use the early stages of our applied research into criminal justice responses to domestic abuse during COVID-19 as a case study to illustrate some of the practical challenges we faced in responding to this rapid funding call. We review our use of and experience with remote research methods and describe how we used and adapted these methods in our research, from data gathering through to transcription and analysis. We reflect on our experiences to date of what it means to be responsive in fast-changing research situations. Finally, we make some practical recommendations for conducting applied research in a ‘nimble’ way to meet the demands of working rapidly, remotely, responsively and, most importantly, responsibly.


2017 ◽  
Vol 22-23 ◽  
pp. 1-21 ◽  
Author(s):  
M. Dolfin ◽  
L. Leonida ◽  
N. Outada

2021 ◽  
Vol 13 (11) ◽  
pp. 6492
Author(s):  
Fengyi Ji ◽  
Shangyi Zhou

Previous studies have failed to grasp the essence of traditional building habits responding to natural challenges. Therefore, contradictions arise between unified regulations protecting traditional residential architecture proposed by experts and the diverse construction transformation performed by locals. To resolve these contradictions, fieldwork was conducted in Yangwan, a famous village in South China. The traditional residential architectural characteristics in three periods were obtained and compared. Peirce’s interpretation of the three natures of habit and Heidegger’s dwelling help determine the essence of building habits. The logic in traditional residential architecture is analysed through the “four-layer integrated into one” framework (including the natural environment, livelihood form, institution and ideology), yielding the following results. (1) The characteristics of the residential architectural form change with local livelihood form, institution and ideology. Nevertheless, the process by which local residents think, judge and respond to natural challenges remains unchanged (Thirdness of Habit), forming the core of dwelling. (2) The characteristics of the architectural form are determined by the causal chain of “four-layer integrated into one”. Stable causal chains are formed by the Thirdness of Habit, which represents people’s initiative in addressing natural challenges. Therefore, the protection of traditional residential architecture should centre on dwelling and people’s agency in response to the natural environment rather than on maintaining a unified physical form.


2018 ◽  
Vol 25 (9-10) ◽  
pp. 1128-1136
Author(s):  
Ian F. Shaw

Doing social science involves collaboration. Yet, there has been little attention to the character of collaboration between social scientists, or to if and in what ways research networks exist. This article reports aspects of a mixed method, participatory case study of a small international social work research network. It sets out how someone becomes a member of—or leaves—the network, how roles appeared to form and be assigned or taken, how the network operates, and the perceived transitional status of the network. The nature of collaboration is central to this analysis. The article illumines forms of collaboration typically deemphasized in arguments for its desirability. It was not characterized by consensus, but required role friction and creative reflexivity, where uncertainty and ambiguity were endemic, sometimes productively so.


2018 ◽  
Vol 7 (3.27) ◽  
pp. 142
Author(s):  
Sri Astuti Indriyati ◽  
. .

A fundamental premise on environmental and behavioral fields involves assumptions about the systematic interrelationships between architecture and patterns of human behavior. The case study conducted was to confirm the needs of specific design methodology in relations to the area of Perception and Human Behavior. The research focused to the extent to which Office Space Performance gives impact on Employee Productivity and Satisfaction. Following that, It was also seen how those affect the behavior of coping. The findings show that there is a significant impact of Spaces’ Performances on Space Satisfaction. Further, there is a significant impact of Space Satisfaction on Coping Behavior and also a significant impact of Spaces’ Performances against Coping behavior. Humanist architecture with architectural behavior approach is required as a Concept of Planning and Architectural Design in the Future. A New Guidelines for Planning and Architectural Design Method for Architectural Design with Behavior concerns is proposed.   


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