Tim Menzies  Home/Search
Context Related
| menzies.com/pdf/00ase.pdf Cached: PS.gz PS PDF This document uses CoBlitz to cache paper downloads. If your firewall is blocking outgoing connections to port 3125, you can use these links to download local copies.
Image Update HelpPS.gz PS PDF From: ece.ubc.ca/~timm/ (more) (Enter author homepages) |
Rate this article:      (best)Comment on this article |
Abstract: When a lack of data inhibits decision making, large scale what-if queries can be conducted over the uncertain parameter ranges. Such what-if queries can generate an overwhelming amount of data. We describe here a general method for understanding that data. Large scale what-if queries can guide Monte Carlo simulations of a model. Machine learning can then be used to summarize the output. The summarization is an ensemble of decision trees. The TARZAN system can poll the ensemble looking for... (Update)
Context of citations to this paper: More
.... and Sinsel assessed software project risk by running randomly selected combinations of inputs through a software risk assessment model [19]. Josephson et.al. 12] executed all known options in a car design to find designs that were best for city driving conditions. Bratko...
Cited by: More
Better Reasoning About Software Engineering Activities - Menzies (2001) (Correct)
When to Test Less - Menzies, Cukic (2000) (Correct)
Active bibliography (related documents): More All
0.8: Using Machine Learning to Predict Project Effort: Empirical.. - Boetticher (2001) (Correct)
0.4: The Application of Case-Based Reasoning to Early Software.. - Delany, Cunningham (2000) (Correct)
0.2: A Cautionary Note Regarding - The Data Integrity (2002) (Correct)
Similar documents based on text: More All
1.0: Intelligent Testing can be Very Lazy - Tim Menzies Bojan (1999) (Correct)
0.7: Empirical Evaluation of the Effectiveness of.. - Callahan, Khatsuriya, .. (Correct)
0.7: hQkb- The High Quality Knowledge Base Initiative (Sisyphus V.. - Menzies (1999) (Correct)
BibTeX entry: (Update)
T. Menzies and E. Sinsel, "Practical Large Scale What-If Queries: Case Studies with Software Risk Assessment," Proc. IEEE Int'l Conf. Automated Software Eng. http://citeseer.ist.psu.edu/menzies00practical.html More
@inproceedings{ menzies00practical,
author = "Tim Menzies and Erik Sinsel",
title = "Practical Large Scale What-If Queries: Case Studies with Software Risk Assessment",
booktitle = "Automated Software Engineering",
pages = "165-",
year = "2000",
url = "citeseer.ist.psu.edu/menzies00practical.html" }
Citations (may not include all citations):1359 Induction of Decision Trees (context) - Quinlan - 1986
441 Software Engineering Economics (context) - Boehm - 1981
388 Inductive Logic Programming - Muggleton - 1991
78 The Handbook of Software Reliability Engineering (context) - Lyu - 1996
35 An Empirical Validation of Software Cost Estimation Models (context) - Kemerer - 1987
31 Handling conflicts between domain descriptions with computer.. - Easterbrook - 1991
20 Applications of Abduction: Hypothesis Testing of Neuroendocr.. (context) - Menzies, Compton - 1997
10 Bayesian Analysis of Empirical Software Engineering Cost Mod.. - Chulani, Boehm et al. - 1999
7 An Empirical Investigation of Multiple Viewpoint Reasoning i.. - Menzies, Easterbrook et al.
5 Knowledge-based risk assessment and cost estimation (context) - Madachy - 1994
5 Heuristic Risk Assessment Using Cost Factors (context) - Madachy - 1997
4 COCOMO II Model Definition Manual (context) - Abts, Clark et al. - 1998
4 Safeware System Safety And Computers (context) - Levenson - 1995
2 A Genetic Algorithm Approach for the Calibration of COCOMO-l.. (context) - Cordero, Costamagna et al. - 1997
1 the Sufficiency of Limited Testing for Knowledge Based Syste.. (context) - Menzies, Cukic
1 Examining the Feasibility of a Case-based Reasoning Tool for.. (context) - Mukhopadhyay, Vicinanza et al. - 1992
1 Testing Indeterminate Systems (context) - Menzies, Cukic et al.
1 University of Nebraska-Lincoln Physical Chemistry Lab (context) - Woller, of et al. - 1996
Documents on the same site (http://www.ece.ubc.ca/~timm/): More
Object-Oriented Patterns: Lessons from Expert Systems - Menzies (1997) (Correct)
Applications of Abduction: Knowledge-Level Modeling - Menzies (1996) (Correct)
When to Test Less - Menzies, Cukic (2000) (Correct)
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC