{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T13:31:34Z","timestamp":1760707894420},"reference-count":36,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2006,5,1]],"date-time":"2006-05-01T00:00:00Z","timestamp":1146441600000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Artif Intell Rev"],"published-print":{"date-parts":[[2006,5]]},"DOI":"10.1007\/s10462-007-9055-0","type":"journal-article","created":{"date-parts":[[2007,12,3]],"date-time":"2007-12-03T15:56:13Z","timestamp":1196697373000},"page":"211-229","source":"Crossref","is-referenced-by-count":10,"title":["Just enough learning (of association rules): the TAR2 \u201cTreatment\u201d learner"],"prefix":"10.1007","volume":"25","author":[{"given":"Tim","family":"Menzies","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ying","family":"Hu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2007,12,4]]},"reference":[{"key":"9055_CR1","unstructured":"Abts C, Clark B, Devnani-Chulani S, Horowitz E, Madachy R, Reifer D, Selby R, Steece B (1998) COCOMO II model definition manual. Tech. rep., Center for software engineering, USC, http:\/\/sunset.usc.edu\/COCOMOII\/cocomox.html#downloads"},{"key":"9055_CR2","unstructured":"Agrawal R, Srikant R (1994) Fast algorithms for mining association rules. In: Proceedings of the 20th international conference on very large databases, available from http:\/\/www.almaden.ibm.com\/cs\/people\/ragrawal\/papers\/vldb94_rj.ps"},{"key":"9055_CR3","doi-asserted-by":"crossref","unstructured":"Bay S, Pazzani M (1999) Detecting change in categorical data: mining contrast sets. In: Proceedings of the fifth international conference on knowledge discovery and data mining, available from http:\/\/www.ics.uci.edu\/~pazzani\/Publications\/stucco.pdf","DOI":"10.1145\/312129.312263"},{"key":"9055_CR4","unstructured":"Breiman L, Friedman JH, Olshen RA, Stone CJ (1984) Classification and regression trees. Tech. rep., Wadsworth International, Monterey, CA"},{"key":"9055_CR5","unstructured":"Cai C, Fu A, Cheng C, Kwong W (1998) Mining association rules with weighted items. In: Proceedings of international database engineering and applications symposium (IDEAS 98), available from http:\/\/www.cse.cuhk.edu.hk\/~kdd\/assoc_rule\/paper.pdf"},{"key":"9055_CR6","unstructured":"Clancy D, Kuipers B (1997) Model decomposition and simulation: a component based qualitative simulation algorithm. In: Proceedings of the 14th National Conference on Artificial Intelligence (AAAI-97), AAAI\/MIT Press, 1997"},{"key":"9055_CR7","unstructured":"Crawford J, Baker A (1994) Experimental results on the application of satisfiability algorithms to scheduling problems. In: AAAI, vol 2. pp 1092\u20131097"},{"key":"9055_CR8","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1016\/0004-3702(86)90081-0","volume":"28","author":"J DeKleer","year":"1986","unstructured":"DeKleer J (1986) An assumption-based TMS. Artif Intell 28: 163\u2013196","journal-title":"Artif Intell"},{"key":"9055_CR9","unstructured":"Feather M, Menzies T (2002) Converging on the optimal attainment of requirements. In: IEEE joint conference on requirements engineering ICRE\u201902 and RE\u201902, 9\u201313th September, University of Essen, Germany, available from http:\/\/menzies.us\/pdf\/02re02.pdf"},{"key":"9055_CR10","doi-asserted-by":"crossref","unstructured":"Feather M, Cornford S, Larson T (2000) Combining the best attributes of qualitative and quantitative risk management tool support. In: 15th IEEE international conference on automated software engineering, Grenoble, France, pp 309\u2013312","DOI":"10.1109\/ASE.2000.873685"},{"key":"9055_CR11","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1023\/A:1022631118932","volume":"11","author":"R Holte","year":"1993","unstructured":"Holte R (1993) Very simple classification rules perform well on most commonly used datasets. Mach Learn 11:","journal-title":"Mach Learn"},{"key":"9055_CR12","unstructured":"Hu Y (2003) Treatment learning: implementation and application. Masters Thesis, Department of Electrical Engineering, University of British Columbia"},{"key":"9055_CR13","unstructured":"Josephson J, Chandrasekaran B, Carroll M, Iyer N, Wasacz B, Rizzoni G (1998) Exploration of large design spaces: an architecture and preliminary results. In: AAAI \u201998, available from http:\/\/www.cis.ohio-state.edu\/~jj\/Explore.ps"},{"key":"9055_CR14","doi-asserted-by":"crossref","unstructured":"Kohavi R, John GH (1997) Wrappers for feature subset selection. Artif Intell 97(1\u20132):273\u2013324, URL citeseer.nj.nec.com\/kohavi96wrappers.html","DOI":"10.1016\/S0004-3702(97)00043-X"},{"key":"9055_CR15","unstructured":"Liu B, Hsu W, Ma Y (1998) Integrating classification and association rule mining. In: KDD, pp 80\u201386, available from http:\/\/citeseer.nj.nec.com\/liu98integrating.html"},{"key":"9055_CR16","unstructured":"Lutz R, Woodhouse R (1999) Bi-directional analysis for certification of safety-critical software. In: 1st International software assurance certification conference (ISACC\u201999), available from http:\/\/www.cs.iastate.edu\/~rlutz\/publications\/isacc99.ps"},{"issue":"3","key":"9055_CR17","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1109\/52.589234","volume":"14","author":"R Madachy","year":"1997","unstructured":"Madachy R (1997) Heuristic risk assessment using cost factors. IEEE Software 14(3): 51\u2013","journal-title":"IEEE Software"},{"key":"9055_CR18","doi-asserted-by":"crossref","unstructured":"Menzies T, Compton P (1997) Applications of abduction: hypothesis testing of neuroendocrinological qualitative compartmental models. Artif Intell Med 10:145\u2013175, available from http:\/\/menzies.us\/pdf\/96aim.pdf","DOI":"10.1016\/S0933-3657(97)00391-6"},{"key":"9055_CR19","doi-asserted-by":"crossref","unstructured":"Menzies T, Cukic B (2000a) Adequacy of limited testing for knowledge based systems. International Journal on Artificial Intelligence Tools (IJAIT) Available from http:\/\/menzies.us\/pdf\/00ijait.pdf","DOI":"10.1142\/S0218213000000112"},{"key":"9055_CR20","doi-asserted-by":"crossref","unstructured":"Menzies T, Cukic B (2000b) When to test less. IEEE Software 17(5):107\u2013112, available from http:\/\/menzies.us\/pdf\/00iesoft.pdf","DOI":"10.1109\/52.877876"},{"key":"9055_CR21","unstructured":"Menzies T, Hu Y (2001a) Constraining discussions in requirements engineering. In: First international workshop on model-based requirements engineering, available from http:\/\/menzies.us\/pdf\/01lesstalk.pdf"},{"key":"9055_CR22","unstructured":"Menzies T, Hu Y (2001b) Reusing models for requirements engineering. In: First international workshop on model-based requirements engineering, available from http:\/\/menzies.us\/pdf\/01reusere.pdf"},{"key":"9055_CR23","unstructured":"Menzies T, Hu Y (2002) Agents in a wild world. In: Rouff C (ed) Formal approaches to agent-based systems, book chapter, available from http:\/\/menzies.us\/pdf\/01agents.pdf"},{"key":"9055_CR24","unstructured":"Menzies T, Hu Y (2003) Data mining for very busy people. In: IEEE Computer, available from http:\/\/menzies.us\/pdf\/03tar2.pdf"},{"key":"9055_CR25","unstructured":"Menzies T, Singh H (2001) Many maybes mean (mostly) the same thing. In: 2nd International workshop on soft computing applied to software engineering (Netherlands), February, available from http:\/\/menzies.us\/pdf\/00maybe.pdf"},{"key":"9055_CR26","doi-asserted-by":"crossref","unstructured":"Menzies T, Singh H (2003) Many maybes mean (mostly) the same thing. In: Madravio M (ed) Soft computing in software engineering, Springer-Verlag, available from http:\/\/menzies.us\/pdf\/03maybe.pdf","DOI":"10.1007\/978-3-540-44405-3_5"},{"key":"9055_CR27","doi-asserted-by":"crossref","unstructured":"Menzies T, Sinsel E (2000) Practical large scale what-if queries: Case studies with software risk assessment. In: Proceedings ASE 2000, available from http:\/\/menzies.us\/pdf\/00ase.pdf","DOI":"10.1109\/ASE.2000.873661"},{"key":"9055_CR28","unstructured":"Menzies T, Easterbrook S, Nuseibeh B, Waugh S (1999) An empirical investigation of multiple viewpoint reasoning in requirements engineering. In: RE \u201999, available from http:\/\/menzies.us\/pdf\/99re.pdf"},{"key":"9055_CR29","unstructured":"Menzies T, Cukic B, Singh H, Powell J (2000) Testing non determinate systems. In: ISSRE 2000, available from http:\/\/menzies.us\/pdf\/00issre.pdf"},{"key":"9055_CR30","unstructured":"Parkes A (1999) Lifted search engines for satisfiability. citeseer.nj.nec.com\/parkes99lifted.html"},{"key":"9055_CR31","unstructured":"Quinlan R (1992) C4.5: Programs for machine learning. Morgan Kaufman, ISBN: 1558602380"},{"key":"9055_CR32","doi-asserted-by":"crossref","unstructured":"Rymon R (1993) An SE-tree based characterization of the induction problem. In: International conference on machine learning, pp 268\u2013275","DOI":"10.1016\/B978-1-55860-307-3.50041-1"},{"key":"9055_CR33","doi-asserted-by":"crossref","unstructured":"Rymon R (1994) An se-tree-based prime implicant generation algorithm. In: Annals of Math and A. I., special issue on Model-Based Diagnosis, vol 11, available from http:\/\/citeseer.nj.nec.com\/193704.html","DOI":"10.1007\/BF01530750"},{"key":"9055_CR34","doi-asserted-by":"crossref","unstructured":"Singer J, Gent IP, Smaill A (2000) Backbone fragility and the local search cost peak. J Artif Intell Res 12:235\u2013270, URL citeseer.nj.nec.com\/singer00backbone.html","DOI":"10.1613\/jair.711"},{"key":"9055_CR35","doi-asserted-by":"crossref","unstructured":"Wang K, He Y, Cheung D, Chin F (2001) Mining confident rules without support requirement. In: 10th ACM International conference on information and knowledge management (CIKM 2001), Atlanta, available from http:\/\/www.cs.sfu.ca\/~wangk\/publications.html","DOI":"10.1145\/502585.502601"},{"key":"9055_CR36","doi-asserted-by":"crossref","unstructured":"Webb G (2000) Efficient search for association rules. In: Proceeding of KDD-2000 Boston, MA, available from http:\/\/citeseer.nj.nec.com\/webb00efficient.html","DOI":"10.1145\/347090.347112"}],"container-title":["Artificial Intelligence Review"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10462-007-9055-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10462-007-9055-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10462-007-9055-0","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,29]],"date-time":"2019-05-29T17:45:06Z","timestamp":1559151906000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10462-007-9055-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2006,5]]},"references-count":36,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2006,5]]}},"alternative-id":["9055"],"URL":"https:\/\/doi.org\/10.1007\/s10462-007-9055-0","relation":{},"ISSN":["0269-2821","1573-7462"],"issn-type":[{"value":"0269-2821","type":"print"},{"value":"1573-7462","type":"electronic"}],"subject":[],"published":{"date-parts":[[2006,5]]}}}