Results 11 to 20 of about 6,008,196 (338)
Data-driven multinomial random forest: a new random forest variant with strong consistency [PDF]
Journal of Big Data, 2022 In this paper, we modify the proof methods of some previously weakly consistent variants of random forest into strongly consistent proof methods, and improve the data utilization of these variants in order to obtain better theoretical properties and ...
JunHao Chen, XueLi Wang, Fei Lei
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Bitcoin meets strong consistency [PDF]
Proceedings of the 17th International Conference on Distributed Computing and Networking, 2016 The Bitcoin system only provides eventual consistency. For everyday life, the time to confirm a Bitcoin transaction is prohibitively slow. In this paper we propose a new system, built on the Bitcoin blockchain, which enables strong consistency. Our system, PeerCensus, acts as a certification authority, manages peer identities in a peer-to-peer network,
Jochen Seidel +2 more
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Highly Scalable Distributed Architecture for NoSQL Datastore Supporting Strong Consistency
IEEE Access, 2021 Introducing a strong consistency model into NoSQL data storages is one of the most interesting issues nowadays. In spite of the CAP theorem, many NoSQL systems try to strengthen the consistency to their limits to better serve the business needs. However,
Adam Krechowicz +2 more
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Verifying strong eventual consistency in distributed systems [PDF]
Proceedings of the ACM on Programming Languages, 2017 Data replication is used in distributed systems to maintain up-to-date copies of shared data across multiple computers in a network. However, despite decades of research, algorithms for achieving consistency in replicated systems are still poorly understood.
Mulligan, DP +3 more
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Distributed caching system with strong consistency model
Frontiers in Computer ScienceModern distributed systems store thousands of gigabytes of information in persistent relational database management systems. It is the core storage component for microservice-based architectures.
Viktor Repin, Anatoly Sidorov
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Putting Order in Strong Eventual Consistency [PDF]
IFIP International Conference on Distributed Applications and Interoperable Systems, 2019 Conflict-free replicated data types (CRDTs) aid programmers develop highly available and scalable distributed systems. However, the literature describes only a limited portfolio of conflict-free data types and implementing custom ones requires additional knowledge of replication and consistency techniques.
De Porre, Kevin +5 more
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Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation [PDF]
Computer Vision and Pattern Recognition, 2022 In this work, we revisit the weak-to-strong consistency framework, popularized by FixMatch from semi-supervised classification, where the prediction of a weakly perturbed image serves as supervision for its strongly perturbed version.
Lihe Yang +4 more
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Statistical Theory and Related FieldsThis paper studies the kernel-type distribution estimator based on asymptotically almost negatively associated (AANA, for short) samples. The rate of uniformly strong consistency is established under some mild conditions.
Shipeng Wu +3 more
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Regression Estimation with Errors in the Variables via the Laplace Transform
Axioms, 2023 This paper considers nonparametric regression estimation with errors in the variables. It is a standard assumption that the characteristic function of the covariate error does not vanish on the real line. This assumption is rather strong.
Huijun Guo, Qingqun Bai
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On the strong consistency of asymptotic -estimators [PDF]
Journal of Statistical Planning and Inference, 2007 The aim of this article is to simplify Pfanzagl's proof of consistency for asymptotic maximum likelihood estimators, and to extend it to more general asymptotic M-estimators. The method relies on the existence of a sort of contraction of the parameter space which admits the true parameter as a fixed point. The proofs are short and elementary.
Didier Concordet +3 more
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