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Advanced matrix algorithm (AMA) : reducing number of scans for association rule generation

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : Advanced matrix algorithm (AMA) : reducing number of scans for association rule generation
นักวิจัย : Mohamed, Marghny. , Darwieesh, Mohammed M. , Ali, Shawkat.
คำค้น : Pure basic research. , 890202 Application Tools and System Utilities. , 080105 Expert Systems. , 080109 Pattern Recognition and Data Mining. , Decision making , Data mining. , ARM -- Association rule mining -- Transaction database -- AMA -- Advanced matrix algorithm -- Scan
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2554
อ้างอิง : http://hdl.cqu.edu.au/10018/916066
ที่มา : Mohamed, M, Darwieesh, M & Ali, S 2011, 'Advanced Matrix Algorithm (AMA): reducing number of scans for association rule generation', International Journal of Business Intelligence and Data Mining, vol. 6, no. 2, pp.202-214, http://dx.doi.org/10.1504/IJBIDM.2011.039412
ความเชี่ยวชาญ : -
ความสัมพันธ์ : International journal of business intelligence and data mining. USA : Inderscience Enterprises Ltd, 2011. Vol. 6, no. 2 (2011), p. 202-214 13 pages Refereed 1743-8195 , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

Existing Association Rules Mining (ARM) algorithms basically use multiple scans to extract a rule from a transaction database. Sometime ARM algorithms exit without a rule in the desktop environment due to the high volume of transactions. Matrix Algorithm (MA) is proposed to minimise this issue. However, it is a computational expensive solution. In this paper, we propose Advanced Matrix Algorithm (AMA), to generate an efficient rule by a single scan using the Boolean matrix concept. AMA is comparatively effective and efficient than traditional approaches in terms of computational cost for database scan and frequently candidate sets generation.

บรรณานุกรม :
Mohamed, Marghny. , Darwieesh, Mohammed M. , Ali, Shawkat. . (2554). Advanced matrix algorithm (AMA) : reducing number of scans for association rule generation.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Mohamed, Marghny. , Darwieesh, Mohammed M. , Ali, Shawkat. . 2554. "Advanced matrix algorithm (AMA) : reducing number of scans for association rule generation".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Mohamed, Marghny. , Darwieesh, Mohammed M. , Ali, Shawkat. . "Advanced matrix algorithm (AMA) : reducing number of scans for association rule generation."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2554. Print.
Mohamed, Marghny. , Darwieesh, Mohammed M. , Ali, Shawkat. . Advanced matrix algorithm (AMA) : reducing number of scans for association rule generation. กรุงเทพมหานคร : Central Queensland University, Australia; 2554.