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Entity Resolution and Federated Learning get a Federated Resolution [article]

Richard Nock and Stephen Hardy and Wilko Henecka and Hamish Ivey-Law and Giorgio Patrini and Guillaume Smith and Brian Thorne
2018 arXiv   pre-print
This problem of federated learning over vertically partitioned data includes a crucial upstream issue: entity resolution, i.e. finding the correspondence between the rows of the datasets.  ...  In our experiments, we modify a simple token-based entity resolution algorithm so that it indeed aims at avoiding matching rows belonging to different classes, and perform experiments in the setting where  ...  Overall, our results shed light on large margin classification in the context of federated learning, and how it brings resilience in learning after entity resolution.  ... 
arXiv:1803.04035v2 fatcat:nvqhahfhfrbszgm2w2tonvvl7a

Multiple Resolution Modeling: A Particular Case of Distributed Simulation

Mario Marin, Gene Lee, Jaeho Kim
2020 Information  
MRM is a relatively new research area, and there is a demand for simulator integration from a modeling complexity point of view.  ...  Multiple resolution modeling (MRM) is the future of distributed simulation. This article describes different definitions and notions related to MRM.  ...  MRM Scenario MASA Sword simulation is used as a low-resolution federate, and VR-forces participate as a high-resolution federate.  ... 
doi:10.3390/info11100469 fatcat:tasii64livaedb23lqn6vxxpva

Towards Federated Graph Learning for Collaborative Financial Crimes Detection [article]

Toyotaro Suzumura, Yi Zhou, Natahalie Baracaldo, Guangnan Ye, Keith Houck, Ryo Kawahara, Ali Anwar, Lucia Larise Stavarache, Yuji Watanabe, Pablo Loyola, Daniel Klyashtorny, Heiko Ludwig (+1 others)
2019 arXiv   pre-print
federated learning and also graph learning approaches.  ...  In this paper, we propose a methodology to share key information across institutions by using a federated graph learning platform that enables us to build more accurate machine learning models by leveraging  ...  Acknowledgments The use cases and computing environment were provided by UK FCA (Financial Conduct Authority) TechSprint in August 2019. The data was also provided by Harbr during TechSprint.  ... 
arXiv:1909.12946v2 fatcat:5pbq6oztnjd2hjgmg7g55j4gfy

Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption [article]

Stephen Hardy, Wilko Henecka, Hamish Ivey-Law, Richard Nock, Giorgio Patrini, Guillaume Smith, Brian Thorne
2017 arXiv   pre-print
They aim to learn a linear model jointly in a federated setting, namely, data is local and a shared model is trained from locally computed updates.  ...  First, we describe a three-party end-to-end solution in two phases ---privacy-preserving entity resolution and federated logistic regression over messages encrypted with an additively homomorphic scheme  ...  Section 7 investigates the formal properties of learning in a federated learning setting that relies on entity resolution. Section 8 presents and discusses experiments.  ... 
arXiv:1711.10677v1 fatcat:vdx4bzwzgrgnjod6ntsdoifzfa

ADL-R

Henry Jerez, Giridhar Manepalli, Christophe Blanchi, Laurence W. Lannom
2006 D-Lib Magazine  
CORDRA Federation: The successful aggregation of multiple registries and registries of registries to provide a set of discovery, registration and resolution services.  ...  It is the first instance of a registry-based approach to repository federation resulting from the Content Object Repository Discovery and Registration/Resolution Architecture (CORDRA) project.  ... 
doi:10.1045/february2006-jerez fatcat:e4mz5yajo5cyfg3hxcvtp4265y

Data fusion in data federation using modified discriminative Markov logic networks

M. S. Hema, M. Nageswara Guptha
2016 International Journal of Advanced and Applied Sciences  
These principles are taking the value of a preferred source and taking the most frequent value.  ...  However, it is a challenge for data integration to choose the most trustworthy data source and it is arbitrary to trust only certain source.  ...  A framework for entity resolution based on Markov Logic Network was proposed by Singla and Domingos (2006) . The similarity among the records were found using Markov Logic Network.  ... 
doi:10.21833/ijaas.2016.08.013 fatcat:wih4yzbjlzhuzbaaj23qm7p5qm

Ethics in ADR: The Many "Cs" of Professional Responsibility and Dispute Resolution

Carrie J. Menkel-Meadow
2001 Social Science Research Network  
, as well.lO Indeed, Attorney General Janet Reno appointed a federal agency to coordinate federal ADR,l1 and the Code of Federal Regulations and Federal Register soon will contain proposed regulations  ...  Thus, I have spent a fair amount of the last few years trying to get the screen provision put in place.  ... 
doi:10.2139/ssrn.288805 fatcat:cnzygm5ewbf3zfkozpsnyzhpzu

Top Five HIPAA Lessons Learned: A Review of HHS Resolution Agreements

Justin Pope
2020 Innovations in Clinical Neuroscience  
(www.prms.com), a manager of medical professional liability insurance programs with services that include risk management consultation, education and on-site risk management audits, and other resources  ...  Note: The information and recommendations in this article are applicable to physicians and other health care professionals so "clinician" is used to indicate all treatment team members.  ...  Innov Clin Neurosci. 2020;17(7-9):45-48 Top Five HIPAA Lessons Top Five HIPAA Lessons Learned: Learned: A Review of HHS A Review of HHS Resolution Agreements Resolution Agreements electronic protected  ... 
pmid:33520404 pmcid:PMC7839657 fatcat:4pk5pxnqmfddvhbef7ukecxk7i

Back to the Futures: Privatizing Future Claims Resolution

Linda S. Mullenix
2000 University of Pennsylvania law review  
Professional commercial entities should process future claims and, with proper economic incentives, future claims resolution should bring into existence such entities. 500,000 claims).  ...  ; and (4) create an independent entity to process future claims.  ...  Either we can think and talk about new ideas, or, as Professor Hazard concludes (and I gloomily second), we can soldier on with the present law of torts and procedure, and we probably will do so.  ... 
doi:10.2307/3312775 fatcat:voya6376m5fbfb3qdn5whc6zm4

Tribal Leaders Attend Historic National Repatriation Summit, Oklahoma City, June 8-9, 2000

Scarlet Wootton
2000 American Indian Law Review  
are in the possession and control of federal entities.'"  ...  Keel added, "This is a start in getting tribal leaders to come together and show that tribes can work together.  ... 
doi:10.2307/20070655 fatcat:mqi5n3tcbvdjjhgb5lnsz7pfoa

Multi-VFL: A Vertical Federated Learning System for Multiple Data and Label Owners [article]

Vaikkunth Mugunthan, Pawan Goyal, Lalana Kagal
2021 arXiv   pre-print
In this paper, we propose a novel method, Multi Vertical Federated Learning (Multi-VFL), to train VFL models when there are multiple data and label owners.  ...  This proposed configuration allows different entities to train and learn optimal models without having to share their data.  ...  ., government regulations such as GDPR [16] and CCPA [12] restrict how entities can share data with other organizations. To solve this problem, Federated Learning (FL) was proposed.  ... 
arXiv:2106.05468v2 fatcat:rtjuzyppzrhnrcaiolbedsj47y

Canada: Financial Sector Assessment Program-Crisis Management and Bank Resolution Framework-Technical Note

International Monetary Fund
2014 IMF Staff Country Reports  
No-one has a mandate to collect and analyze data for the financial system as a wholefederally and provincially regulated entities, unregulated entities, and markets.  ...  and liaising with important domestic resolution entities that may be impacted in resolution activities. 51.  ...  Principle 2: Moral Hazard  The federal deposit insurance system in Canada incorporates features to reduce moral hazard through prudential supervision and regulation, effective resolution and various design  ... 
doi:10.5089/9781484329825.002 fatcat:2st4s37elzbpzmazmpjynwibbq

Agriculture Cooperatives in Brazil and The Importance for The Economic Development

MURILLO DE OLIVEIRA DIAS, Andre Correa Teles
2019 Figshare  
However, it took 82 years until the Brazilian Federal Government regulates Cooperatives, issuing Law no 5,764, from December 16, 1971.  ...  Agriculture cooperatives operation in Brazil were then analyzed, critical success factors and best practices to the sector were discussed in this article.  ...  (a) Brazilian Federal Constitution, (b) Federal, (c) State Laws, and (d) Resolutions, as well as (e) ICA's standards and (f) ILO's Recommendation 193.  ... 
doi:10.6084/m9.figshare.7832354.v1 fatcat:mpepikwr2bdwfnngytliublm3a

Multiparty Mediation as Solution for Urban Conflicts: A Case Analysis from Brazil

D. B. Ferreira, L. Severo
2021 BRICS Law Journal  
Social conflicts are becoming more complex every day and, therefore, the development of alternative forms of conflict resolution is necessary in view of the limited role of the Judiciary.  ...  In the first step, a theoretical-descriptive analysis of multiparty mediation in Brazil and the mediator's role is carried out.  ...  interests of the Federal Government, the States, the Federal District and Municipal Districts, by means of legal representation, in all federal spheres, of the public legal entities that make up the government  ... 
doi:10.21684/2412-2343-2021-8-3-5-29 fatcat:2coblt43svhojixtgyfglgwvmy

Quoref: A Reading Comprehension Dataset with Questions Requiring Coreferential Reasoning

Pradeep Dasigi, Nelson F. Liu, Ana Marasovic, Noah A. Smith, Matt Gardner
2019 Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)  
Machine comprehension of texts longer than a single sentence often requires coreference resolution.  ...  We present a new crowdsourced dataset containing more than 24K span-selection questions that require resolving coreference among entities in over 4.7K English paragraphs from Wikipedia.  ...  Thanks to HuggingFace for releasing pytorch-transformers, and to Dheeru Dua for sharing with us the crowdsourcing setup used for DROP.  ... 
doi:10.18653/v1/d19-1606 dblp:conf/emnlp/DasigiLMSG19 fatcat:mc43ix73djfhnc4dg54hbdbix4
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