ORGANIZATIONAL DATA ENRICHMENT

Patent №

US 10,242,258

Granted

2019-03-26

Filed 2015

Owner

LINKEDIN CORPORATION

Lab

AI components

7

ml · nlp · vision · speech · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

14929104

In an example embodiment, a fuzzy join operation is performed by, for each pair of records, evaluating a first plurality of features for both records in the pair of records by calculating term frequency-inverse term frequency (TF-IDF) for each token of each field relevant to each feature and based on the calculated TF-IDF for each token of each field relevant to each feature, computing a similarity score based on the similarity function by adding a weight assigned to the TF-IDF for any token that appears in both records. Then a graph data structure is created, having a node for each record in the plurality of records and edges between each of the nodes, except, for each record pair having a similarity score that does not transgress a first threshold, causing no edge between the nodes for the record pair to appear in the graph data structure.

Machine learningNatural languageVisionSpeechKnowledge representationPlanningAI hardwareG06F 16/215G06F 16/24534G06F 16/24544G06F 16/285G06F 16/58G06F 16/5838G06F 16/5854G06F 16/9024+25 more

AI classification

Natural language1.00
Vision0.99
Planning0.99
Speech0.94
Knowledge representation0.93
AI hardware0.91
Machine learning0.87
Evolutionary computation0.00

Ownership

LINKEDIN CORPORATION

assignment · 383370783

Assignors

GUO, SONGTAO, DEGIERE, CHRISTOPHER MATTHEW, KUMAR, AARTI, LAI, ALEX CHING, LI, XIAN

On an employer assignment, the assignors are typically the inventors.

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