A Supervised Learning System for Software Project Management

1
A Supervised Learning System for Software Project
Management

• Chien-Kuo Bien, Chin-Yi Tsai, and Chua-Huang
  Huang
• Dept. of Information Engineering and Computer
  Science
• Feng Chia University
• Taichung, Taiwan

2
Outline

• Introduction
• Supervised Learning for Software Project
  Management
• Data Analysis
• Prototype
• Conclusion

3
Introduction

• Software development
• Requirement analysis
• System analysis
• System design
• Implementation
• Testing
• Project management
• Related model and guideline
• CMMI
• PMBOK
• IEEE/EIA 12207
• ISO 9000 suite

4
Introduction (Contd)

• A supervised learning system for software project
  management
• Methodology process
• Object module identification
• Object module matching
• Factor weighting
• Project check point construction
• Project execution
• Project learning, monitoring, and control
• Main ideas
• Based on previous development experiences and
  historical data
• Project estimation and planning

5
Supervised Learning for Software Project
Management

• Software size estimation
• Function point analysis (FPA)
• COCOMO / COCOMO II
• Weighting factor
• Scale drivers
• Cost drivers
• Scheduling and monitoring of software project

6
Learning Mechanism

• Project related data
• Staff ability
• Accident
• Error of time suggested by the system

7
Methodology Process
8
Data Analysis

• Ideal condition
• Actual condition
• Special condition

9
Ideal Condition
10
Actual Condition
11
Special Condition
12
Prototype

• Prototype software architecture
• Supervised learning system
• Project database
• Supervised learning system
• Management subsystem
• Project setup module
• Estimation module
• Learning module
• Scheduling and monitoring module
• Development subsystem
• Project report module
• File management module
• Configuration management module

13
Conclusions

• Software estimation
• Project planning
• A supervised learning system for software project
  management
• Historical data
• The accuracy of estimation
• Get useful information