Machine Learning and Value-Based Software Engineering

Du Zhang

doi:10.4018/jssci.2009010108

Now Offering a 50% Discount When a Minimum of Five Titles in Related Subject Areas are Purchased TogetherAlso, receive free worldwide shipping on orders over US$ 395.(This offer will be automatically applied upon checkout and is applicable to print & digital publications)Browse Titles

Special Offers
- Now Offering Evidence-Based Acquisitions on the InfoSci® Platform through GOBI
  This allows libraries to benefit from IGI Global’s flexible EBA offering while benefiting from GOBI Library Solution’s duplication control, cataloging records, & integrations. For more information contact your GOBI or IGI Global regional representative.
  Learn More
- Receive a 20% Discount When a Minimum of Five Titles are Purchased Together
  This 20% discount is automatically applied upon checkout and is only applicable when five or more reference books and scholarly journals are ordered. Discount valid on purchases made directly through IGI Global’s Online Bookstore (www.igi-global.com) and cannot be combined with any other discount. It may not be used by distributors or book sellers and the offer does not apply to databases. Exclusions of select titles may apply.
  Browse Titles
- Reduced Research Anthology Pricing
  Based on the increased interest in our Research Anthologies line from last year and understanding current budgetary limitations, IGI Global is reducing the price of our multi-volume Research Anthologies up to 50%. These publications are ideal for accommodating library budgets, as they contain hand-selected research content of the highest quality.
  Learn More
- Receive Complimentary Electronic Access to the First, Second, Third, and Fourth Edition of the
  Encyclopedia of Information Science and Technology with the Purchase of the Fifth Edition
  For a limited time, receive the complimentary e-books for the first, second, third, and fourth editions with the purchase of the Encyclopedia of Information Science and Technology, Fifth Edition e-book*. Offer is only valid when purchasing the fifth edition’s hardcover + e-book or e-book only option directly through IGI Global’s Online Bookstore (www.igi-global.com/books) and is not intended for use by book distributors or wholesalers. Contact Customer Service, cust@igi-global.com, for details. Offer expires July 1, 2021.
  Learn More
- Offering a 5% Pre-Publication Discount on
  All Reference Books Ordered Through IGI Global’s Online Bookstore*
  To support customers with accessing the latest research, IGI Global is offering a 5% pre-publication discount on all hardcover, softcover, e-books, and hardcover + e-books titles.
  *5% discount offer is eligible on hardcover, softcover, e-books, and hardcover + e-books titles and is automatically applied directly to the shopping cart. Discount offer only valid on purchases made directly through IGI Global’s Online Bookstore and offer expires 30 days after the publication’s release. This automatic discount is not intended for use by book distributors or wholesalers.
  Browse Titles
- Receive Free Shipping on Orders Over US$ 395.00
  Free shipping will be automatically applied to shopping cart orders over US$ 395.00 or more before tax, which can include a combination of print and non-shippable products (i.e. e-books, e-journals, and articles/chapters). It is only available when you order directly through IGI Global’s Online Bookstore and is only valid on standard U.S. and international shipping. There will be additional charges for express shipping and limitations may apply.
  Browse Titles
- Create a Free IGI Global Library Account to Receive an Additional 10% Discount on All Purchases
  Exclusive benefits include one-click shopping, flexible payment options, free COUNTER 5 reports and MARC records, and a 10% discount on single all titles, as well as the award-winning e-Book and e-Journal Collections.
  Sign Up Now!
Books
Journals
- - Journals
  - Open Access Journals
e-Collections
Articles/Chapters
Publish with Us
Resources
- - Instructors
  - Course Adoption
  - Teaching Cases
  - K-12 Online Learning Collection
  - Authors and Editors
  - eEditorial Discovery^® System
  - Peer Review Process
  - Ethics and Malpractice
  - COPE Membership
  - Fair Use Policy
  - Open Access Publishing
  - Editorial Services
  - FAQ
Catalogs
About Us
Newsroom

Machine Learning and Value-Based Software Engineering

Du Zhang (California State University, USA)

Source Title: International Journal of Software Science and Computational Intelligence (IJSSCI) 1(1)

DOI: 10.4018/jssci.2009010108

OnDemand PDF Download:

Available

$37.50

Current Special Offers

No Current Special Offers

Abstract

Software engineering research and practice thus far are primarily conducted in a value-neutral setting where each artifact in software development such as requirement, use case, test case, and defect, is treated as equally important during a software system development process. There are a number of shortcomings of such value-neutral software engineering. Value-based software engineering is to integrate value considerations into the full range of existing and emerging software engineering principles and practices. Machine learning has been playing an increasingly important role in helping develop and maintain large and complex software systems. However, machine learning applications to software engineering have been largely confined to the value-neutral software engineering setting. In this paper, the general message to be conveyed is to apply machine learning methods and algorithms to value-based software engineering. The training data or the background knowledge or domain theory or heuristics or bias used by machine learning methods in generating target models or functions should be aligned with stakeholders’ value propositions. An initial research agenda is proposed for machine learning in value-based software engineering.

Complete Article List

Search this Journal:

Reset

Open Access Articles: Forthcoming

Volume 14: 4 Issues (2022): Forthcoming, Available for Pre-Order

Volume 13: 4 Issues (2021): 3 Released, 1 Forthcoming

Volume 12: 4 Issues (2020)

Volume 11: 4 Issues (2019)

Volume 10: 4 Issues (2018)

Volume 9: 4 Issues (2017)

Volume 8: 4 Issues (2016)

Volume 7: 4 Issues (2015)

Volume 6: 4 Issues (2014)

Volume 5: 4 Issues (2013)

Volume 4: 4 Issues (2012)

Volume 3: 4 Issues (2011)

Volume 2: 4 Issues (2010)

Volume 1: 4 Issues (2009)

View Complete Journal Contents Listing

MLA

APA

Chicago

Export Reference

Machine Learning and Value-Based Software Engineering

Abstract

Complete Article List