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1. WO2017069743 - USING MACHINE LEARNING REGRESSION TO ESTIMATE TIME FOR COMPLETING APPLICATION LIFECYCLE MANAGEMENT WORK ITEM

Publication Number WO/2017/069743
Publication Date 27.04.2017
International Application No. PCT/US2015/056466
International Filing Date 20.10.2015
IPC
G06F 9/44 2006.1
GPHYSICS
06COMPUTING; CALCULATING OR COUNTING
FELECTRIC DIGITAL DATA PROCESSING
9Arrangements for program control, e.g. control units
06using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
44Arrangements for executing specific programs
CPC
G06F 8/71
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
FELECTRIC DIGITAL DATA PROCESSING
8Arrangements for software engineering
70Software maintenance or management
71Version control
G06F 9/44
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
FELECTRIC DIGITAL DATA PROCESSING
9Arrangements for program control, e.g. control units
06using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
44Arrangements for executing specific programs
G06K 9/6217
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
KRECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
9Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
62Methods or arrangements for recognition using electronic means
6217Design or setup of recognition systems and techniques; Extraction of features in feature space; Clustering techniques; Blind source separation
G06N 20/00
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
20Machine learning
G06N 5/003
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
5Computer systems using knowledge-based models
003Dynamic search techniques; Heuristics; Dynamic trees; Branch-and-bound
G06N 7/005
GPHYSICS
06COMPUTING; CALCULATING; COUNTING
NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
7Computer systems based on specific mathematical models
005Probabilistic networks
Applicants
  • ENTIT SOFTWARE LLC [US]/[US]
Inventors
  • STRACHAN, Shaul
  • KOUR, George
  • REGEV, Raz
Agents
  • WOODS, Ariana
Priority Data
Publication Language English (en)
Filing Language English (EN)
Designated States
Title
(EN) USING MACHINE LEARNING REGRESSION TO ESTIMATE TIME FOR COMPLETING APPLICATION LIFECYCLE MANAGEMENT WORK ITEM
(FR) UTILISATION D'UNE RÉGRESSION D'APPRENTISSAGE ARTIFICIEL POUR ESTIMER LE TEMPS NÉCESSAIRE POUR ACHEVER UN ÉLÉMENT DE TRAVAIL DE GESTION DE CYCLE DE VIE D'APPLICATION
Abstract
(EN) A technique includes extracting data from a historical data store representing completed work items and associated features of the work items. The work items are associated with a lifecycle stage of an application. The technique includes training a regression model to estimate a time for completing a given work item based at least in part on the features.
(FR) La présente invention concerne une technique qui consiste à extraire des données d'un magasin de données historiques représentant des éléments de travail achevés et des caractéristiques associées des éléments de travail. Les éléments de travail sont associés à un stade du cycle de vie d'une application. La technique consiste à apprendre un modèle de régression pour estimer un temps nécessaire pour achever un élément de travail donné en se basant, au moins en partie, sur les caractéristiques.
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