Path: utzoo!attcan!uunet!jarthur!uci-ics!baxter From: baxter@ics.uci.edu (Ira Baxter) Newsgroups: comp.ai,ics.softalks Subject: Re: AI for Software Engineering? Message-ID: <25D0A5B8.24154@paris.ics.uci.edu> Date: 7 Feb 90 22:48:24 GMT References: <1990Feb7.013940.7623@sctc.com> <1668@dsac.dla.mil> Lines: 167 From article <1990Feb7.013940.7623@sctc.com>, by miller@sctc.com (Steven M. Miller): > I'm currently taking a graduate seminar course where we're looking > into using AI techniques to aid in software engineering. I assembled the following references for a recent talk on AI in software engineering. (bibtex format) \documentstyle[12pt]{article} \newcommand{\review}[1]{{\it Review:\/} \begin{small} #1 \end{small}} % used in \bibitems to hold arbitrary discussion text \newcommand{\originalabstract}[1]{{\it Abstract:\/} \begin{small} #1 \end{small}} % used in \bibitems to hold arbitrary discussion text \begin{document} \title{A Selected Bibliography for\\Artificial Intelligence\\ in\\ Software Engineering} \author{Ira D. Baxter\\ \\ Advanced Software Engineering Project\\ University of California at Irvine} \maketitle \newpage \section{AI In SE Bibliography} This bibliography contains references relevant to an overview of how AI can be used for Software Engineering. The author has a bias towards transformational systems, and this bibliography consequently reflects that bias. \include{ai-for-se-refs} \end{document} ----------------------------------------------------------------------- [the file ai-for-se-refs.tex] \begin{thebibliography}{} \bibitem[Agresti86a]{Agresti86a}{``What are the New Paradigms?'', William W. Agresti, in {\bf New Paradigms for Software Development}, William W. Agresti, ed., IEEE, 1986, ISBN 0-8186-0707-6. \review{Briefly outlines Prototyping, Operational Specification and Transformational Implementation as Software Development paradigms. Very modern view of code maintenance in TI systems: modify development and replay. Proposes that link exists between Rapid Prototyping, Operational Specification, and TI: A Spec for TI must be operational, and therefore acts as a rapid prototype. Nice article primarily because of the tutorial volume that it is in.}} \bibitem[Barr81a]{Barr81a}{{\bf The Handbook of Artificial Intelligence}, A. Barr and E. Feigenbaum, eds., Willam Kaufmann, Los Altos, CA 1981 ISBN 0-86576-005-5. \review{An excellent snapshot of key ideas in AI and its state of development as of 1981. Still highly relevant, especially for the nonspecialist.} \bibitem[Baxter86a]{Baxter86a}{``TMM: Software Maintenance by Transformation'', G. Arango, I. Baxter, P. Freeman, C. Pidgeon, IEEE Software, Vol. 3, Number 3, May 1986, page 27-39. \review{Uses ideas from transformational implementation to explain maintenance concepts, and shows how to apply them a real problem.}} \bibitem[Biermann84a]{Biermann84a}{{\bf Automatic Program Construction Techniques}, A. Biermann, G. Guiho and Y. Kodratroff, eds., Macmillan, 1984. \review{Collection of articles on automatic programming.}} \bibitem[Brachman85a]{Brachman85a}{``A Fundamental tradeoff in knowledge representation and reasoning'', Ronald J. Brachman and Hector J. Levesque, in {\bf Readings in Knowledge Representation}, Morgan Kaufmann Publishers, Inc., 1985. \review{Discusses interactions of KR expressivity, the cost of drawing inferences, and the complexity of the inference engine.}} \bibitem[Meyer87a]{Meyer87a}{"Constructing Reusable, Reliable Software Components using the Eiffel Language and Environment", Bertrand Meyer, Proceedings on the National Conference on Software Reusability and Portability, September, 19887. \review{Discusses an object-oriented programming system and how it contributes towards making software reusable. An offshoot of the Smalltalk paradigm.}} \bibitem[Lubars86a]{Lubars86a}{{\bf A Knowledge-based Design Aid for the Construction of Software Systems}, Mitchell T. Lubars, PhD Thesis, University of Illinois, Urbana-Champaign, Department of Computer Science, 1986, Report No. UIUCDCS-R-86-1304, 202 p. \review{ On constraint-directed transformation-by-refinement systems.}} \bibitem[Mostow85b]{Mostow85b}{``Towards better models of the design process'', J. Mostow, AI Magazine, Vol. 6 No. 1, Spring 1985, pp. 44-56.\review{Great paper. Summarizes Mostow's personal view of the results of the July 1984 ``Rutgers Workshop on Knowledge-Based Design Aids: Models of the Design Process''. Gives good, general insights into the formal structures involved, and the roles that they play, in a design process.}} \bibitem[Neighbors84a]{Neighbors84a}{``The Draco Approach to Constructing Software from Reusable Components'', James Neighbors, IEEE Transactions on Software Engineering, Vol. SE-10, No. 5, September 1984. \review{Discusses a method that uses domain-specific notations for specifications, and transforms those specifications into implementations.}} \bibitem[Nilsson80a]{Nilsson80a}{{\bf Principles of Artificial Intelligence}, Nils J. Nilsson, Tioga Publishing Company, Palo Alto, 1980. \review{Nice intro to AI.}} \bibitem[Rich86a]{Rich86a}{{\bf Readings in Artificial Intelligence and Software Engineering}, Charles Rich and Richard C. Waters, ed., Morgan Kaufmann Publishers, Inc., Los Altos, California, 1986. \review{Extremely nice collection of papers on application of aspects of AI to the problem of software engineering.}} \bibitem[Scacchi86a]{Scacchi86a}{``{\bf Gist}: An Operational Knowledge Specification Language'', Walt Scacchi, Draft Technical Report, USC/Information Sciences Institute Institute, April 1986. \review{Describes a wide spectrum specification language, to be used as input to a transformational implmentation system. See \cite{Neighbors84a} for a contrasting method.}} \bibitem[Smith86a]{Smith86a}{``Research on Knowledge-Based Software Environments at Kestrel Institute'', D. R. Smith, G. B. Kotik and S. J. Westfold, IEEE Transactions on Software Engineering, November 1985, Volume SE-11, Number 11, pp. 1278-1295.\review{Overview of {\bf REFINE}, a commercial transformational implementation system.}} \bibitem[Steinberg84a]{Steinberg84a}{``A Knowledge Based Approach to VLSI CAD: The Redesign System'', Louis I. Steinberg and Tom M. Mitchell, 21st Design Automation Conference, IEEE 1984, pp. 412-418. \originalabstract{``...Given a desired change to the function of a circuit, REDESIGN combines rule-based knowledge of design tactics with its ability to analyze signal propagation through circuits in order to (1) help the user focus on an appropriate portion of the circuit to redesign, (2) suggest local redesign alternatives, and (3) determine side effects of possible redesigns. ...''} \review{Shows a concrete instance of system utilizing some of the ideas outlined by Mostow. Talks in detail about how the system operates.}} \bibitem[Steinberg87a]{Steinberg87a}{``Design as Refinement Plus Constraint Propagation: The VEXED Experience'', L. Steinberg, in {\bf AAAI-87 Sixth National Conference on Artificial Intelligence}, Seattle, 1987, pp. 830-835, or Technical Report AI/VLSI Project Working Paper No. 51, Rutgers University Computer Science Department, February, 1987. \review{Gives details on a system which implements hardware designs, although the ideas are applicable to software. Helps make ideas from \cite{Mostow85b} concrete.}} \bibitem[Tichy87a]{Tichy87a}{``What Can Software Engineers Learn from Artificial Intelligence?'', Walter F. Tichy, submitted to IEEE Computer, March 1987. \originalabstract{``This paper is a critical assessment of AI programming tools by a non-AI scientist. It explains why frame-based representation languages, powerful graphical interfaces, sophisticated LISP programming environments, and natural language parsers not only result in higher programmer productivity, but also extend our creative horizons for building novel software systems. PROLOG and production systems are also evaluated, but found to be lacking in several respects. The workstation dilemma is identified as the major impediment to building distributed, multi-user expert systems.}\review{Tichy is well know in SE research for his work on module interconnection languages. This is his view of the value of AI. Well written. Best quote: "For the moment, AI tools seem to simplify programming because of their power, but complexity will soon catch up."}} } % A \bibitem[IEEETSE84]{IEEETSE84}{"Special Issue on Artificial Intelligence and Software Engineering" IEEE Transactions on Software Engineering, November, 1985, Volume SE-11, pp. 1253-1256. \review{Nice set of papers on AI in SE.}} \end{thebibliography} -- Ira Baxter