BigData Applications from Graph Analytics to Machine Learning by Aggregates in Recursion

Author:

Das Ariyam1,Li Youfu1,Wang Jin1,Li Mingda1,Zaniolo Carlo1

Affiliation:

1. University of California, Los Angeles, USA

Publisher

Open Publishing Association

Reference16 articles.

1. In-Database Learning with Sparse Tensors;Abo Khamis,2018

2. Declarative Systems for Large-Scale Machine Learning;et al.,2012

3. Design and Implementation of the LogicBlox System;Aref,2015

4. Scaling-up reasoning and advanced analytics on BigData;Condie;TPLP,2018

5. A Case for Stale Synchronous Distributed Model for Declarative Recursive Computation;Das,2019

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1. Convergence of datalog over (Pre-) Semirings;Journal of the ACM;2024-04-10

2. Demonstration of LogicLib: An Expressive Multi-Language Interface over Scalable Datalog System;Proceedings of the 31st ACM International Conference on Information & Knowledge Management;2022-10-17

3. Optimizing Parallel Recursive Datalog Evaluation on Multicore Machines;Proceedings of the 2022 International Conference on Management of Data;2022-06-10

4. Recursive Rules with Aggregation: A Simple Unified Semantics;Logical Foundations of Computer Science;2021-12-16

5. Formal semantics and high performance in declarative machine learning using Datalog;The VLDB Journal;2021-05-31

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