{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,28]],"date-time":"2025-10-28T18:40:46Z","timestamp":1761676846865},"reference-count":21,"publisher":"World Scientific Pub Co Pte Lt","issue":"11n12","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Soft. Eng. Knowl. Eng."],"published-print":{"date-parts":[[2019,11]]},"abstract":"<jats:p> Context: Companies must make a paradigm shift in which both short- and long-term value aspects are employed to guide their decision-making. Such need is pressing in innovative industries, such as ICT, and is the core of Value-based Software Engineering (VBSE). <\/jats:p><jats:p> Objective: This paper details three case studies where value estimation models using Bayesian Network (BN) were built and validated. These estimation models were based upon value-based decisions made by key stakeholders in the contexts of feature selection, test cases execution prioritization, and user interfaces design selection. <\/jats:p><jats:p> Methods: All three case studies were carried out according to a Framework called VALUE \u2014 improVing decision-mAking reLating to software-intensive prodUcts and sErvices development. This framework includes a mixed-methods approach, comprising several steps to build and validate company-specific value estimation models. Such a building process uses as input data key stakeholders\u2019 decisions (gathered using the Value tool), plus additional input from key stakeholders. <\/jats:p><jats:p> Results: Three value estimation BN models were built and validated, and the feedback received from the participating stakeholders was very positive. <\/jats:p><jats:p> Conclusions: We detail the building and validation of three value estimation BN models, using a combination of data from past decision-making meetings and also input from key stakeholders. <\/jats:p>","DOI":"10.1142\/s0218194019400151","type":"journal-article","created":{"date-parts":[[2020,2,12]],"date-time":"2020-02-12T08:53:07Z","timestamp":1581497587000},"page":"1629-1671","source":"Crossref","is-referenced-by-count":6,"title":["Using Bayesian Network to Estimate the Value of Decisions within the Context of Value-Based Software Engineering: A Multiple Case Study"],"prefix":"10.1142","volume":"29","author":[{"given":"Emilia","family":"Mendes","sequence":"first","affiliation":[{"name":"Blekinge Institute of Technology,  P.O. Box 8000\/214, Sweden"}]},{"given":"Vitor","family":"Freitas","sequence":"additional","affiliation":[{"name":"Oulu University, P.O. Box 8000, Finland"}]},{"given":"Mirko","family":"Perkusich","sequence":"additional","affiliation":[{"name":"Embedded Laboratory, P.O. Box 10044, Brazil"}]},{"given":"Jo\u00e3o","family":"Nunes","sequence":"additional","affiliation":[{"name":"Embedded Laboratory, P.O. Box 10044, Brazil"}]},{"given":"Felipe","family":"Ramos","sequence":"additional","affiliation":[{"name":"Embedded Laboratory, P.O. Box 10044, Brazil"}]},{"given":"Alexandre","family":"Costa","sequence":"additional","affiliation":[{"name":"Embedded Laboratory, P.O. Box 10044, Brazil"}]},{"given":"Renata","family":"Saraiva","sequence":"additional","affiliation":[{"name":"Embedded Laboratory, P.O. Box 10044, Brazil"}]},{"given":"Arthur","family":"Freire","sequence":"additional","affiliation":[{"name":"Embedded Laboratory, P.O. 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