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Bao et al., 2024 - Google Patents

Rock: Cleaning Data by Embedding ML in Logic Rules

Bao et al., 2024

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Document ID
13165426000225878415
Author
Bao X
Bao Z
Binbin B
Duan Q
Fan W
Lei H
Li D
Lin W
Liu P
Lv Z
Ouyang M
Tang S
Wang Y
Wei Q
Xie M
Zhang J
Zhang X
Zhao R
Zhou S
Publication year
Publication venue
Companion of the 2024 International Conference on Management of Data

External Links

Snippet

We introduce Rock, a system for cleaning relational data. Rock implements a framework that unifies machine learning (ML) and logic deduction by embedding ML classifiers in rules as predicates. In a unified process, it identifies tuples that refer to the same real-world entity …
Continue reading at mxieaa.github.io (PDF) (other versions)

Classifications

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    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/30—Information retrieval; Database structures therefor; File system structures therefor
    • G06F17/30286—Information retrieval; Database structures therefor; File system structures therefor in structured data stores
    • G06F17/30386—Retrieval requests
    • G06F17/30424—Query processing
    • G06F17/30477—Query execution
    • G06F17/30507—Applying rules; deductive queries
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
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    • G06F17/30286—Information retrieval; Database structures therefor; File system structures therefor in structured data stores
    • G06F17/30386—Retrieval requests
    • G06F17/30424—Query processing
    • G06F17/30533—Other types of queries
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
    • G06F—ELECTRICAL DIGITAL DATA PROCESSING
    • G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
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    • G06F17/30286—Information retrieval; Database structures therefor; File system structures therefor in structured data stores
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    • G06F17/30424—Query processing
    • G06F17/30522—Query processing with adaptation to user needs
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    • G06—COMPUTING; CALCULATING; COUNTING
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    • G06F17/30861—Retrieval from the Internet, e.g. browsers
    • G06F17/30864—Retrieval from the Internet, e.g. browsers by querying, e.g. search engines or meta-search engines, crawling techniques, push systems
    • G06F17/30867—Retrieval from the Internet, e.g. browsers by querying, e.g. search engines or meta-search engines, crawling techniques, push systems with filtering and personalisation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING; COUNTING
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    • G06Q10/00—Administration; Management

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