Optimizing parallel recursive datalog evaluation on multicore machines

J Wu, J Wang, C Zaniolo - … of the 2022 International Conference on …, 2022 - dl.acm.org
Over the past years, there has been a resurgence of interest in Datalog due to its superior
ability of expressing applications that require recursive computations. However, in addition …

Challenges in AutoML and Declarative Studies Using Systematic Literature Review

ET Khalid, AJY Aldarwish… - … Data Science and …, 2023 - journals.mesopotamian.press
Abstract Machine Learning (ML) technologies have become essential tools, transforming
industries and unlocking incredible potential in various fields. ML is now widely used for …

Movement Analytics: Current Status, Application to Manufacturing, and Future Prospects from an AI Perspective

P Baumgartner, D Smith, M Rana, R Kapoor… - 2022 - researchsquare.com
Data-driven decision making is becoming an integral part of manufacturing companies. Data
is collected and commonly used to improve efficiency and produce high quality items for the …

Optimizing Nested Recursive Queries

A Shaikhha, D Suciu, M Schleich, H Ngo - … of the ACM on Management of …, 2024 - dl.acm.org
Datalog is a declarative programming language that has gained popularity in various
domains due to its simplicity, expressiveness, and efficiency. But" pure" Datalog is limited to …

A Declarative Query Language for Scientific Machine Learning

HM Jamil - arXiv preprint arXiv:2405.16159, 2024 - arxiv.org
The popularity of data science as a discipline and its importance in the emerging economy
and industrial progress dictate that machine learning be democratized for the masses. This …

Communication-Avoiding Recursive Aggregation

Y Sun, S Kumar, T Gilray… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Recursive aggregation has been of considerable interest due to its unifying a wide range of
deductive-analytic workloads, including social-media mining and graph analytics. For …

面向大数据分析的分布式矩阵计算系统研究进展

陈梓浩, 徐辰, 钱卫宁, 周傲英 - 软件学报, 2022 - jos.org.cn
在大数据治理应用中, 数据分析是必不可少的一环, 且具有耗时长, 计算资源需求大的特点, 因此,
优化其执行效率至关重要. 早期由于数据规模不大, 数据分析师可以利用传统的矩阵计算工具 …

Recent Progress in Conversational AI

Z Xue, R Li, M Li - arXiv preprint arXiv:2204.09719, 2022 - arxiv.org
Conversational artificial intelligence (AI) is becoming an increasingly popular topic among
industry and academia. With the fast development of neural network-based models, a lot of …

[PDF][PDF] Logica: Declarative Data Science for Mere Mortals.

E Skvortsov, Y Xia, B Ludäscher - EDBT, 2024 - openproceedings.org
ABSTRACT Logica (= Logic+ aggregation) is a freely available, open-source, feature-
enhanced version of Datalog that automatically compiles logic rules to several SQL …

[PDF][PDF] Developing Big-Data Application as Queries: an Aggregate-Based approach.

C Zaniolo, A Das, J Gu, Y Li, M Li, J Wang - IEEE Data Eng. Bull., 2021 - scholar.archive.org
Recent advances on query languages (QLs) and DBMS suggest that their traditional role in
application development can and should be extended dramatically in many big-data …