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Developer-Centric Knowledge Mining from
Large Open-Source Software Repositories
OW2Con 2017
Davide Di Ruscio - University of L’Aquila
University of L'Aquila OW2Con 2017 1
 Related activities
- Searching for candidate components
- Evaluating a set of retrieved candidate components to find
the most suitable one
- Understanding how to use the selected components
- Monitoring the selected components
Context
Development of new software systems
by reusing existing open source components
University of L'Aquila OW2Con 2017 2
 Challenging tasks
- assessing quality, maturity,
activity of development and user
support is not a straightforward
process
 Different and
heterogeneous source of
information
- e.g., code repositories,
communication channels, bug
tracking systems
Selecting and Using OSS components
Source code
Q&A systems
Bug Reports
API
Documentation
Tutorials
Configuration
Management Systems
University of L'Aquila OW2Con 2017 3
University of L'Aquila OW2Con 2017 4
University of L'Aquila OW2Con 2017 5
Analysis of OSS projects in OSSMETER
OSS
Project
Communication channel
(Newsgroup/forum/
mailing list)
Source Code
Repository
Bug Tracking
System
OSS Forge
Metadata
University of L'Aquila OW2Con 2017 6
Analysis of OSS projects in OSSMETER
 Wealth of data to present
 Needs to be user-friendly / digestible
 Presentation driven by the quality model
OW2Con 2017
Presentation
University of L'Aquila
The default OSSMETER quality model
University of L'Aquila OW2Con 2017 8
University of L'Aquila OW2Con 2017 9
University of L'Aquila OW2Con 2017 10
CROSSMINER aims at
doing more
University of L'Aquila OW2Con 2017 11
University of L'Aquila OW2Con 2017 12
Source code
Q&A systems
Bug Reports
API
Documentation
Tutorials
Configuration
Management Systems
University of L'Aquila OW2Con 2017 13
CROSSMINER: high-level view
Data Preprocessing Capturing Context
Producing
Recommendations
Presenting
Recommendations
Mining and Analysis Tools
University of L'Aquila OW2Con 2017 14
CROSSMINER: high-level view
Data Preprocessing Capturing Context
Producing
Recommendations
Presenting
Recommendations
Knowledge Base
Source Code
Miner
NLP
Miner
Configuration
Miner
Cross project
Analysis
OSS forges
Source Code
Natural
language
channels
Configuration
Scripts
lookup/store
mine
University of L'Aquila OW2Con 2017 15
CROSSMINER: high-level view
Data Preprocessing Capturing Context
Producing
Recommendations
Presenting
Recommendations
Developer
IDE
Knowledge Base
query
recommendations
Data
Storage
Real-time recommendations that serve productivity and quality increase
www.crossminer.org
@crossminer
University of L'Aquila OW2Con 2017 16

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Developer-Centric Knowledge Mining from Large Open-Source Software

  • 1. Developer-Centric Knowledge Mining from Large Open-Source Software Repositories OW2Con 2017 Davide Di Ruscio - University of L’Aquila University of L'Aquila OW2Con 2017 1
  • 2.  Related activities - Searching for candidate components - Evaluating a set of retrieved candidate components to find the most suitable one - Understanding how to use the selected components - Monitoring the selected components Context Development of new software systems by reusing existing open source components University of L'Aquila OW2Con 2017 2
  • 3.  Challenging tasks - assessing quality, maturity, activity of development and user support is not a straightforward process  Different and heterogeneous source of information - e.g., code repositories, communication channels, bug tracking systems Selecting and Using OSS components Source code Q&A systems Bug Reports API Documentation Tutorials Configuration Management Systems University of L'Aquila OW2Con 2017 3
  • 4. University of L'Aquila OW2Con 2017 4
  • 5. University of L'Aquila OW2Con 2017 5 Analysis of OSS projects in OSSMETER OSS Project Communication channel (Newsgroup/forum/ mailing list) Source Code Repository Bug Tracking System OSS Forge Metadata
  • 6. University of L'Aquila OW2Con 2017 6 Analysis of OSS projects in OSSMETER
  • 7.  Wealth of data to present  Needs to be user-friendly / digestible  Presentation driven by the quality model OW2Con 2017 Presentation University of L'Aquila
  • 8. The default OSSMETER quality model University of L'Aquila OW2Con 2017 8
  • 9. University of L'Aquila OW2Con 2017 9
  • 10. University of L'Aquila OW2Con 2017 10
  • 11. CROSSMINER aims at doing more University of L'Aquila OW2Con 2017 11
  • 12. University of L'Aquila OW2Con 2017 12 Source code Q&A systems Bug Reports API Documentation Tutorials Configuration Management Systems
  • 13. University of L'Aquila OW2Con 2017 13 CROSSMINER: high-level view Data Preprocessing Capturing Context Producing Recommendations Presenting Recommendations
  • 14. Mining and Analysis Tools University of L'Aquila OW2Con 2017 14 CROSSMINER: high-level view Data Preprocessing Capturing Context Producing Recommendations Presenting Recommendations Knowledge Base Source Code Miner NLP Miner Configuration Miner Cross project Analysis OSS forges Source Code Natural language channels Configuration Scripts lookup/store mine
  • 15. University of L'Aquila OW2Con 2017 15 CROSSMINER: high-level view Data Preprocessing Capturing Context Producing Recommendations Presenting Recommendations Developer IDE Knowledge Base query recommendations Data Storage Real-time recommendations that serve productivity and quality increase