[go: up one dir, main page]

Gal et al., 2019 - Google Patents

Risk analysis based on design version control data

Gal et al., 2019

Document ID
4944284411276008178
Author
Gal R
Shurek G
Simchoni G
Ziv A
Publication year
Publication venue
2019 ACM/IEEE 1st Workshop on Machine Learning for CAD (MLCAD)

External Links

Snippet

Early identification of areas that are at-risk in a design under development can help design and verification teams take early preventive and corrective measures. We propose a novel system that predicts which files are at risk of being buggy. Our simple, machine learning …
Continue reading at ieeexplore.ieee.org (other versions)

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06QDATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/06Resources, workflows, human or project management, e.g. organising, planning, scheduling or allocating time, human or machine resources; Enterprise planning; Organisational models
    • G06Q10/063Operations research or analysis
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computer systems utilising knowledge based models
    • G06N5/02Knowledge representation
    • G06N5/022Knowledge engineering, knowledge acquisition
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00Computer systems utilising knowledge based models
    • G06N5/04Inference methods or devices
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06NCOMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N99/00Subject matter not provided for in other groups of this subclass
    • G06N99/005Learning machines, i.e. computer in which a programme is changed according to experience gained by the machine itself during a complete run
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06QDATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/10Office automation, e.g. computer aided management of electronic mail or groupware; Time management, e.g. calendars, reminders, meetings or time accounting
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06FELECTRICAL DIGITAL DATA PROCESSING
    • G06F17/00Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/30Information retrieval; Database structures therefor; File system structures therefor
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06FELECTRICAL DIGITAL DATA PROCESSING
    • G06F11/00Error detection; Error correction; Monitoring
    • G06F11/07Error detection; Error correction; Monitoring responding to the occurence of a fault, e.g. fault tolerance
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06FELECTRICAL DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for programme control, e.g. control unit
    • G06F9/06Arrangements for programme control, e.g. control unit using stored programme, i.e. using internal store of processing equipment to receive and retain programme
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06QDATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTING PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q40/00Finance; Insurance; Tax strategies; Processing of corporate or income taxes
    • GPHYSICS
    • G06COMPUTING; CALCULATING; COUNTING
    • G06KRECOGNITION OF DATA; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K9/00Methods or arrangements for reading or recognising printed or written characters or for recognising patterns, e.g. fingerprints
    • G06K9/62Methods or arrangements for recognition using electronic means
    • G06K9/6267Classification techniques
    • G06K9/6279Classification techniques relating to the number of classes

Similar Documents

Publication Publication Date Title
US10860312B1 (en) Defect ownership assignment system and predictive analysis for codebases
Mehdiyev et al. Explainable artificial intelligence for process mining: A general overview and application of a novel local explanation approach for predictive process monitoring
Thota et al. Survey on software defect prediction techniques
Bertolino et al. Learning-to-rank vs ranking-to-learn: Strategies for regression testing in continuous integration
US11487996B2 (en) Real-time predictive maintenance of hardware components using a stacked deep learning architecture on time-variant parameters combined with a dense neural network supplied with exogeneous static outputs
US6542881B1 (en) System and method for revealing necessary and sufficient conditions for database analysis
Park et al. Improving software reliability prediction through multi-criteria based dynamic model selection and combination
Shafiq et al. Retracted: Scientific programming using optimized machine learning techniques for software fault prediction to improve software quality
US11481707B2 (en) Risk prediction system and operation method thereof
US7558803B1 (en) Computer-implemented systems and methods for bottom-up induction of decision trees
Devine et al. Assessment and cross-product prediction of software product line quality: accounting for reuse across products, over multiple releases
Popova et al. Discovering unbounded synchronization conditions in artifact-centric process models
Torkamani et al. Streamlining Security Vulnerability Triage with Large Language Models
Gal et al. Risk analysis based on design version control data
Khramov Robotic and machine learning: how to help support to process customer tickets more effectively
Akkus et al. A novel method for weighting decision makers for failure mode and effect analysis under intuitionistic fuzzy environment
CN119417305A (en) A software quality integrated management method and system
You A generalized three-type lifetime probabilistic models-based hybrid maintenance policy with a practical switcher for time-based preventive maintenance and condition-based maintenance
Karim et al. Decision support for increasing the efficiency of crowdsourced software development
Andrade et al. BugHub: A large scale issue report dataset
CN111209214B (en) Code test processing method and device, electronic equipment and medium
Cavezza et al. Performance of defect prediction in rapidly evolving software
Ouyang et al. Explainable ai enabled inspection of business process prediction models
Shivaji Efficient bug prediction and fix suggestions
Uddin A NOVEL BUG TRIAGING STRATEGY USING DEVELOPER RECOMMENDATION AND LOAD BALANCING MODEL