The inadequacy of Shapley values for explainability
This paper develops a rigorous argument for why the use of Shapley values in explainable
AI (XAI) will necessarily yield provably misleading information about the relative importance …
AI (XAI) will necessarily yield provably misleading information about the relative importance …
On the failings of Shapley values for explainability
Abstract Explainable Artificial Intelligence (XAI) is widely considered to be critical for building
trust into the deployment of systems that integrate the use of machine learning (ML) models …
trust into the deployment of systems that integrate the use of machine learning (ML) models …
Predicting terrorist attacks in the United States using localized news data
Terrorism is a major problem worldwide, causing thousands of fatalities and billions of
dollars in damage every year. To address this threat, we propose a novel feature …
dollars in damage every year. To address this threat, we propose a novel feature …
Marburg virus outbreak and a new conspiracy theory: findings from a comprehensive analysis and forecasting of web behavior
During virus outbreaks in the recent past, web behavior mining, modeling, and analysis
have served as means to examine, explore, interpret, assess, and forecast the worldwide …
have served as means to examine, explore, interpret, assess, and forecast the worldwide …
Local turn in knowledge production about post-conflict societies: the case of the Balkan peace index
N Džuverović - Journal of Intervention and Statebuilding, 2024 - Taylor & Francis
The notion that peace can be measured has been heavily criticised in peace and conflict
studies. The critique has even produced an alternative approach based on local voices and …
studies. The critique has even produced an alternative approach based on local voices and …
Word differences in news media of lower and higher peace countries revealed by natural language processing and machine learning
LS Liebovitch, W Powers, L Shi, A Chen-Carrel… - PLoS one, 2023 - journals.plos.org
Language is both a cause and a consequence of the social processes that lead to conflict or
peace.“Hate speech” can mobilize violence and destruction. What are the characteristics of …
peace.“Hate speech” can mobilize violence and destruction. What are the characteristics of …
Spatiotemporal evolution of hedging effects in Asia-Pacific countries amid Sino-US competition: Insights from massive event data
Q Hu, L Yuan, B Liu - PloS one, 2025 - journals.plos.org
Facing the pressure of Sino-US strategic competition, countries in the Asia-Pacific region
often adopt hedging strategies to minimize risk and protect their interests. If implemented …
often adopt hedging strategies to minimize risk and protect their interests. If implemented …
A refutation of shapley values for explainability
Recent work demonstrated the existence of Boolean functions for which Shapley values
provide misleading information about the relative importance of features in rule-based …
provide misleading information about the relative importance of features in rule-based …
Well-being and relative deprivation in a digital era
Social unrest is a feature of the early 21st century, yet relatively little research binds
theoretical aspects with empirical validation of the drivers of protests and revolutions. This …
theoretical aspects with empirical validation of the drivers of protests and revolutions. This …
Does Green Overseas Investment Improve Public Perception in Host Countries? Evidence from Chinese Energy Engagement in 32 African Countries
C Nedopil, M Yue - Sustainability, 2024 - mdpi.com
This study examines whether and how green overseas economic engagement impacts
public perception in host countries as a form of soft power. We build an extensive country …
public perception in host countries as a form of soft power. We build an extensive country …