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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
To bridge the gap, in this paper, we propose a Taylor attribution framework and reformulate seven mainstream attribution methods into the framework.  ...  Moreover, We establish three principles for a good attribution in the Taylor attribution framework, i.e., low approximation error, correct contribution assignment, and unbiased baseline selection.  ...  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.  ...  So, too, have the reasons why the attributes cannot be simply unified in one assurance process.  ... 
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  
democratic civil society'. ( 20 ) It seems therefore that a rigid boundary against religion is not a requirement for democracy.  ...  There is no sufficient reason to separate religion from the public space in a democratic system; on the contrary, separating religion from politics can be counter-productive for democracy itself.  ...  Therefore, secular liberalism should be revisited so that secularism's virtues will be preserved.  ... 
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.  ...  themes that emerged in the articles that make up the issue: (1) philosophy of epidemiology and epidemiological theory-what they are and what they ought to be, (2) pluralism in measurement and causal attribution  ...  Sahotra Sarkar shares credit for the proposal to commission the special issue. 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

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.  ...  Thus, there is a need for rigorously understanding the relationships between different methods as well as their failure modes.  ...  a few methods (e.g., LIME [27] , LRP [4] , DeepLIFT [30] ) under the framework of additive feature attribution.  ... 
doi:10.1109/cvpr42600.2020.00886 dblp:conf/cvpr/RebuffiFJV20 fatcat:rtqsyvhd5vg6bmo6u6zgmwgnfi

Table of Contents

2021 IEEE Transactions on Power Systems  
Lai 2992 A Comprehensive Scheduling Framework Using SP-ADMM for Residential Demand Response With Weather and Consumer Uncertainties . . . . . . . . . . . . . . . . . . . . . . X. Kou, F. Li, J.  ...  Holbøll 3017 A Comprehensive Multi-Period Optimal Power Flow Framework for Smart LV Networks . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .  ... 
doi:10.1109/tpwrs.2021.3084726 fatcat:hfbyo6bahjgbzezir7kzrogf3y

Intelligent Web Proxy Cache Replacement Algorithm Based on Adaptive Weight Ranking Policy via Dynamic Aging

Rashidah Funke Olanrewaju, Dua'a Mahmoud Mohammad Al-Qudah, Amelia Wong Azman, Mashkuri Yaacob
2016 Indian Journal of Science and Technology  
This work proposes a hybrid method that optimize cache replacement algorithm using Naïve Bayes (NB) based approach.  ...  Performance evaluations based on hit rate and byte hit rate for new the method over conventional methods with real data will be conducted for validation and verification.  ...  Also, others feature selection method can be used for enhancing the performance of intelligent classifier. Figure 2 . 2 Framework of NB-AWRPDA approach.  ... 
doi:10.17485/ijst/2016/v9i36/102159 fatcat:npysx44hszdotf4dzcgipndy7q

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.  ...  Thus, there is a need for rigorously understanding the relationships between different methods as well as their failure modes.  ...  [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

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

Yuejen Zhao
2013 Journal of Biometrics & Biostatistics  
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.  ...  This study generalizes applications of the concentration index to measure the relative and attributable risks for describing exposure-response relationships in medical research.  ...  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

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.  ...  We have applied our work across a spectrum of infrastructure sizes, ranging from an automated pilot in avionics, to an assisted living platform for the home of seniors, to a parking management system in  ...  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  
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.  ...  The increasing size and complexity of distributed systems create a need to raise the level of abstraction for their development.  ...  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

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  
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

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  ...  Finally, the proposed allele-based method can analyze multiple (continuous or binary) phenotypes simultaneously and multi-allelic genetic markers, while accounting for covariate effect, sample correlation  ...  The proposed RA unifies previous methods.  ... 
doi:10.1111/biom.13456 pmid:33729547 fatcat:e2j2o6xhmvgmtfaj7qwblwvrom

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

1999 Psychological Abstracts  
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.  ...  This article highlights a framework of general phases and specific steps for diffusion of major new approaches across a school dis- trict.  ... 

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.  ...  Wang, Q., +, TKDE Aug. 2019 1569-1580 Complex networks A Unified Framework for Community Detection and Network Representa- tion Learning.  ... 
doi:10.1109/tkde.2019.2953412 fatcat:jkmpnsjcf5a3bhhf4ian66mj5y
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