SYSTEM AND METHOD FOR INTERACTIVE CLASSIFICATION AND ANALYSIS OF DATA

Patent №

US 6,424,971

Granted

2002-07-23

Filed 1999

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

4

nlp · kr · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

09429650

A system, method, and computer program product for interactively classifying and analyzing data is particularly applicable to classification and analysis of textual data. It is particularly useful in identification of helpdesk inquiry and problem categories amenable to automated fulfillment or solution. A dictionary is generated based on a frequency of occurrence of words in a document set. A count of occurrences of each word in the dictionary within each document in the document set is generated. The set of documents is partitioned into a plurality of clusters. A name, a centroid, a cohesion score, and a distinctness score are generated for each cluster and displayed in a table. The documents contained in the clusters sorted based on their similarity to other documents in the cluster. The similarity may be determined by calculating the distance of the document to the centroid of the cluster and the documents may be sorted in order of ascending or descending distance of the document to the centroid of the cluster. Editing input may be received from a user and the displayed table modified based on the received editing input—clusters may be split or deleted. The helpdesk application area is only one of many areas to which the present invention may be advantageously applied. One of ordinary skill in the art would recognize that any set of text documents may be classified and subsequently analyzed using the present invention.

Natural languageKnowledge representationPlanningAI hardwareG06F 16/355Y10S 707/917Y10S 707/99934Y10S 707/99936Y10S 707/99937Y10S 707/99942

AI classification

Natural language1.00
Planning1.00
Knowledge representation0.98
AI hardware0.91
Vision0.40
Machine learning0.29
Evolutionary computation0.03
Speech0.02

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 103560320

Assignors

KREULEN, JEFFREY THOMAS, MODHA, DHARMENDRA SHANTILAL, SPANGLER, WILLIAM SCOTT, STRONG, HOVEY RAYMOND, JR.

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

From the same owner

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