Efficient Data Layout Techniques for Fast Machine Learning-Based Document Ranking

Patent №

US 8,533,129

Granted

2013-09-10

Filed 2008

Owner

YAHOO! INC.

Lab

AI components

4

ml · nlp · kr · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

12211636

A computer readable medium stores a program for optimization for a search, and has sets of instructions for receiving a first decision tree. The first decision tree includes several nodes, and each node is for comparing a feature value to a threshold value. The instructions are for weighting the nodes within the first decision tree, determining the weighted frequency of a first feature within the first decision tree, and determining the weighted frequency of a second feature within the first decision tree. The instructions order the features based on the determined weighted frequencies, and store the ordering such that values of features having higher weighted frequencies are retrieved more often than values of features having lower weighted frequencies within the first decision tree.

AI classification

AI hardware1.00
Natural language1.00
Knowledge representation1.00
Machine learning0.99
Vision0.07
Planning0.00
Evolutionary computation0.00
Speech0.00

Ownership

YAHOO! INC.

assignment · 215380048

Assignors

KEJARIWAL, ARUN, VAITHEESWARAN, GIRISH, PANIGRAHI, SAPAN

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

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