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A Unified Taylor Framework for Revisiting Attribution Methods [article]

Huiqi Deng, Na Zou, Mengnan Du, Weifu Chen, Guocan Feng, Xia Hu
2021 arXiv   pre-print
There still lacks a general and theoretical framework that not only can unify these attribution methods, but also theoretically reveal their rationales, fidelity, and limitations.  ...  To bridge the gap, in this paper, we propose a Taylor attribution framework and reformulate seven mainstream attribution methods into the framework.  ...  Acknowledgements The authors thank the anonymous reviewers for their helpful comments.  ... 
arXiv:2008.09695v3 fatcat:tvttvkfam5dwzhp34jysfyifji

An Assurance Framework for Independent Co-assurance of Safety and Security [article]

Nikita Johnson, Tim Kelly
2019 arXiv   pre-print
This paper presents an alternate approach by providing a Safety-Security Assurance Framework (SSAF) based on a core set of assurance principles.  ...  Many co-assurance techniques rely on disregarding some of these challenges in order to present a unified methodology.  ...  with BAE Systems and the University of York.  ... 
arXiv:1903.01220v1 fatcat:bqwrujch5vcntj7nngr54oaahm

A Comparative Study to Talal Assad and Charles Taylor's Approaches to Secularization

Faical Chanour
2021 The International Journal of Humanities & Social Studies  
on the vitality of a democratic civil society'. ( 20 ) It seems therefore that a rigid boundary against religion is not a requirement for democracy.  ...  August, 2021 and barriers for fear of transgressing each other's spheres.  ...  These corpora provide a general basis for this research paper.  ... 
doi:10.24940/theijhss/2021/v9/i8/hs2108-016 fatcat:be5dyi3jxvak7jlhouphgljgdy

Reflecting on what philosophy of epidemiology is and does, as the field comes into its own: Introduction to the Special Issue on Philosophy of Epidemiology

Jonathan Michael Kaplan, Sean A. Valles
2019 Synthese  
The overall goals of the issue are to revisit the state of philosophy of epidemiology and to provide a forum for new voices, approaches, and perspectives in the philosophy of epidemiology literature.  ...  in measurement and causal attribution, (3) epistemic and non-epistemic values in disputes epidemiological practices, (4) decentering philosophy of epidemiology's Eurocentrism, (5) letting pragmatism guide  ...  And, of course, we thank all of the contributors to the issue for their work and for their patience.  ... 
doi:10.1007/s11229-019-02252-3 fatcat:fdfsdwxsg5cfvlxzgg4r56kdla

Table of Contents

2021 IEEE Transactions on Power Systems  
Shahidehpour, and L. L. Lai 2992 A Comprehensive Scheduling Framework Using SP-ADMM for Residential Demand Response With Weather and Consumer Uncertainties . . . . . . . . . . . . . . . . . . . . . .  ...  Capitanescu, and G. Deconinck 3029 Data-Driven Transient Stability Boundary Generation for Online Security Monitoring . . . R. Yan, G. Geng, and Q.  ... 
doi:10.1109/tpwrs.2021.3084726 fatcat:hfbyo6bahjgbzezir7kzrogf3y

There and Back Again: Revisiting Backpropagation Saliency Methods [article]

Sylvestre-Alvise Rebuffi, Ruth Fong, Xu Ji, Andrea Vedaldi
2020 arXiv   pre-print
In this work, we conduct a thorough analysis of backpropagation-based saliency methods and propose a single framework under which several such methods can be unified.  ...  Third, we introduce a class-sensitivity metric and a meta-learning inspired paradigm applicable to any saliency method for improving sensitivity to the output class being explained.  ...  [20] unifies a few methods (e.g., LIME [27] , LRP [4] , DeepLIFT [30] ) under the framework of additive feature attribution. Method Preliminaries.  ... 
arXiv:2004.02866v1 fatcat:kxlgqo766rehvovjhml4e5j4se

There and Back Again: Revisiting Backpropagation Saliency Methods

Sylvestre-Alvise Rebuffi, Ruth Fong, Xu Ji, Andrea Vedaldi
2020 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)  
In this work, we conduct a thorough analysis of backpropagation-based saliency methods and propose a single framework under which several such methods can be unified.  ...  Third, we introduce a classsensitivity metric and a meta-learning inspired paradigm applicable to any saliency method for improving sensitivity to the output class being explained.  ...  [20] unifies a few methods (e.g., LIME [27] , LRP [4] , DeepLIFT [30] ) under the framework of additive feature attribution. Method Preliminaries.  ... 
doi:10.1109/cvpr42600.2020.00886 dblp:conf/cvpr/RebuffiFJV20 fatcat:rtqsyvhd5vg6bmo6u6zgmwgnfi

Internet of Things: From Small- to Large-Scale Orchestration

Charles Consel, Milan Kabac
2017 2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS)  
We propose a unified approach to application development, which covers this spectrum.  ...  To do so, we examine the requirements for orchestrating connected entities and address them with domainspecific design concepts.  ...  For example, when sensors are deployed in a house or in a parking lot, each sensor needs to be registered and attribute values defined (e.g., setting a room for a sensor location).  ... 
doi:10.1109/icdcs.2017.314 dblp:conf/icdcs/ConselK17 fatcat:yavyyutadnaafdj5jf3gd7sryi

An aspect-oriented approach to securing distributed systems

Henner Jakob, Nicolas Loriant, Charles Consel
2009 Proceedings of the 2009 international conference on Pervasive services - ICPS '09  
The increasing size and complexity of distributed systems create a need to raise the level of abstraction for their development.  ...  A system is defined by a high-level description that may be used to produce a programming framework. However, non-functional properties are not specifically addressed by existing ADL works.  ...  Ren and Taylor present an extension of xADL, a XML ADL, for modeling security at the architecture level [11] .  ... 
doi:10.1145/1568199.1568204 dblp:conf/icps/JakobLC09 fatcat:kh2ufn27fbbenfmpljkbnzdr3e

A generalized robust allele-based genetic association test

Lin Zhang, Lei Sun
2021 Biometrics  
We show that the score test statistic derived from this robust and unifying regression framework contains a correction factor that explicitly adjusts for potential departure from HWE, and encompasses the  ...  To develop a generalized robust allelic test, we propose a new allele-based regression model with individual allele as the response variable.  ...  We provide the general form of RA with multiple s and multiple s in Web Appendix D. The proposed RA unifies previous methods.  ... 
doi:10.1111/biom.13456 pmid:33729547 fatcat:e2j2o6xhmvgmtfaj7qwblwvrom

Revisiting the Concentration Curves and Indices as Useful Tools for Assessing Relative and Attributable Risks

Yuejen Zhao
2013 Journal of Biometrics & Biostatistics  
This study generalizes applications of the concentration index to measure the relative and attributable risks for describing exposure-response relationships in medical research.  ...  The GI can be given by Citation: Zhao Y, Lee AH (2012) Revisiting the Concentration Curves and Indices as Useful Tools for Assessing Relative and Attributable Risks. J Biomet Biostat S7-019.  ...  The method brings together the inequality and relative risk analysis in a unified framework and enables researchers to assess overall exposure-response association.  ... 
doi:10.4172/2155-6180.s7-019 fatcat:ph6wn27lxffvdbxyjqy37essqy

2019 Index IEEE Transactions on Knowledge and Data Engineering Vol. 31

2020 IEEE Transactions on Knowledge and Data Engineering  
., +, TKDE May 2019 833-852 A Unified Framework for Community Detection and Network Representa- tion Learning.  ...  ., +, TKDE June 2019 1038-1050 Gradient methods Latent Ability Model: A Generative Probabilistic Learning Framework for Workforce Analytics.  ... 
doi:10.1109/tkde.2019.2953412 fatcat:jkmpnsjcf5a3bhhf4ian66mj5y

Page 4989 of Psychological Abstracts Vol. 86, Issue 12 [page]

1999 Psychological Abstracts  
This article highlights a framework of general phases and specific steps for diffusion of major new approaches across a school dis- trict.  ...  Taylor, Linda; Nelson, Perry & Adelman, Howard S. (U California, Los Angeles Unified School District, Los Angeles, CA) Scal- ing-up reforms across a school district.  ... 

Reflections on architectural connection

Thaís Batista, Christina Chavez, Alessandro Garcia, Awais Rashid, Cláudio Sant'Anna, Uirá Kulesza, Fernando Castor Filho
2006 Proceedings of the 2006 international workshop on Early aspects at ICSE - EA '06  
We review and assess the design of existing aspect-oriented (AO) and non-AO ADLs with respect to these issues. A case study is used to illustrate our viewpoints, claims, and proposals.  ...  Abstractions to express architectural connection play a central role in architecture design, especially in Architecture Description Languages (ADLs).  ...  According to Medvidovic and Taylor framework, components, connectors, configurations and component interfaces constitute a minimum set of required features for ADLs (Section 2.1).  ... 
doi:10.1145/1137639.1137642 fatcat:mk5f2xukczf45ludd2i6n6uccy

Adaptive evolutionary conservation: towards a unified concept for defining conservation units

Dylan J. Fraser, Louis Bernatchez
2001 Molecular Ecology  
We provide a context-based framework for delineating ESUs which circumvents much of this situation.  ...  We reviewed ESU concepts with the aim of proposing a more unified concept that would reconcile opposing views.  ...  Waples and one anonymous reviewer for constructive comments on an earlier version of this paper. We are also grateful to A.M. Calvert for editing assistance.  ... 
doi:10.1046/j.0962-1083.2001.01411.x fatcat:buzoawf56bdtpikwugrfcent6u
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