메뉴 건너뛰기




Volumn , Issue , 2008, Pages

The effects and interactions of data quality and problem complexity on data mining

Author keywords

Business Intelligence and IQ; Data Warehouses and Data Mining; IQ Concepts; Measures; Metrics; Models; Tools

Indexed keywords

CONCEPTUAL MODEL; DATA QUALITY; INTERACTION EFFECT; IQ CONCEPTS; KEY DETERMINANTS; MEASURES; METRICS; PROBLEM COMPLEXITY; RESEARCH CHALLENGES;

EID: 84871571829     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (11)

References (33)
  • 2
    • 0022010535 scopus 로고
    • Modeling data and process quality in multi-input, multi-output information systems
    • D.P. Ballou and H.L. Pazer, "Modeling data and process quality in multi-input, multi-output information systems," Management Science, vol. 31, no. 2, 1985, pp. 150-162.
    • (1985) Management Science , vol.31 , Issue.2 , pp. 150-162
    • Ballou, D.P.1    Pazer, H.L.2
  • 3
    • 0037250077 scopus 로고    scopus 로고
    • Modeling completeness versus consistency tradeoffs in information decision contexts
    • D.P. Ballou and H.L. Pazer, "Modeling completeness versus consistency tradeoffs in information decision contexts," IEEE Transactions on Knowledge and Data Engineering, vol. 15, no. 1, 2003, pp. 240- 243.
    • (2003) IEEE Transactions on Knowledge and Data Engineering , vol.15 , Issue.1 , pp. 240-243
    • Ballou, D.P.1    Pazer, H.L.2
  • 4
    • 79951752370 scopus 로고
    • Using data quality measures in decision-making algorithms
    • R.A. Dillard, "Using data quality measures in decision-making algorithms," IEEE Intelligent Systems and Their Applications, vol. 7, no. 6, 1992, pp. 63-72.
    • (1992) IEEE Intelligent Systems and Their Applications , vol.7 , Issue.6 , pp. 63-72
    • Dillard, R.A.1
  • 10
    • 0042518473 scopus 로고    scopus 로고
    • Can humans detect errors in data? Impact of base rates, incentives, and goals
    • B.D. Klein, D.L. Goodhue, and G.B. Davis, "Can humans detect errors in data? Impact of base rates, incentives, and goals," MIS Quarterly, vol. 21, no. 2, 1997, pp. 169-194.
    • (1997) MIS Quarterly , vol.21 , Issue.2 , pp. 169-194
    • Klein, B.D.1    Goodhue, D.L.2    Davis, G.B.3
  • 12
    • 0033225727 scopus 로고    scopus 로고
    • Imputation of missing data in industrial databases
    • K. Lakshminarayan, S.A. Harp, and T. Samad, "Imputation of missing data in industrial databases," Applied Intelligence, vol. 11, no. 3, 1999, pp. 259-275.
    • (1999) Applied Intelligence , vol.11 , Issue.3 , pp. 259-275
    • Lakshminarayan, K.1    Harp, S.A.2    Samad, T.3
  • 14
    • 0042608733 scopus 로고
    • Complicated measures of complexity
    • J. Maddox, "Complicated measures of complexity," Nature, vol. 344, no. 6268, 1990, pp. 705.
    • (1990) Nature , vol.344 , Issue.6268 , pp. 705
    • Maddox, J.1
  • 15
    • 33947495775 scopus 로고    scopus 로고
    • Integrated decision support systems: A data warehousing perspective
    • S.T. March and A.R. Hevner, "Integrated decision support systems: A data warehousing perspective," Decision Support Systems, vol. 43, no. 3, 2007, pp. 1031-1043.
    • (2007) Decision Support Systems , vol.43 , Issue.3 , pp. 1031-1043
    • March, S.T.1    Hevner, A.R.2
  • 17
    • 84948957038 scopus 로고    scopus 로고
    • Estimating the quality of databases
    • Springer, 1998
    • A. Motro and I. Rakov, "Estimating the quality of databases," Flexible query answering systems, Vol. Volume 1495/1998, Springer, 1998.
    • (1998) Flexible Query Answering Systems , vol.1495
    • Motro, A.1    Rakov, I.2
  • 19
    • 36248935540 scopus 로고    scopus 로고
    • Referential integrity quality metrics
    • C. Ordonez and J. García-García, "Referential integrity quality metrics," Decision Support Systems, vol. 44, no. 2, 2008, pp. 495-508.
    • (2008) Decision Support Systems , vol.44 , Issue.2 , pp. 495-508
    • Ordonez, C.1    García-García, J.2
  • 20
    • 33750490429 scopus 로고    scopus 로고
    • Managerial decision support with knowledge of accuracy and completeness of the relational aggregate functions
    • A. Parssian, "Managerial decision support with knowledge of accuracy and completeness of the relational aggregate functions," Decision Support Systems, vol. 42, no. 3, 2006, pp. 1494-1502.
    • (2006) Decision Support Systems , vol.42 , Issue.3 , pp. 1494-1502
    • Parssian, A.1
  • 21
    • 3242892157 scopus 로고    scopus 로고
    • Assessing data quality for information products: Impact of selection, projection, and cartesian product
    • A. Parssian, S. Sarkar, and V.S. Jacob, "Assessing data quality for information products: Impact of selection, projection, and cartesian product," Management Science, vol. 50, no. 7, 2004, pp. 967.
    • (2004) Management Science , vol.50 , Issue.7 , pp. 967
    • Parssian, A.1    Sarkar, S.2    Jacob, V.S.3
  • 23
    • 33744584654 scopus 로고
    • Induction of decision trees
    • J.R. Quinlan, "Induction of decision trees," Machine Learning, vol. 1, no. 1, 1986, pp. 81-106.
    • (1986) Machine Learning , vol.1 , Issue.1 , pp. 81-106
    • Quinlan, J.R.1
  • 24
    • 32644451660 scopus 로고    scopus 로고
    • Data: An unfolding quality disaster
    • T.C. Redman, "Data: An unfolding quality disaster," DM Review, vol. 6, 2004, pp.
    • (2004) DM Review , vol.6
    • Redman, T.C.1
  • 25
    • 33747782077 scopus 로고    scopus 로고
    • Supporting data quality management in decision-making
    • G. Shankaranarayanan and Y. Cai, "Supporting data quality management in decision-making," Decision Support Systems, vol. 42, no. 1, 2006, pp. 302-317.
    • (2006) Decision Support Systems , vol.42 , Issue.1 , pp. 302-317
    • Shankaranarayanan, G.1    Cai, Y.2
  • 26
    • 79951745869 scopus 로고    scopus 로고
    • Assessment and improvement of data and information quality
    • L. Al-Hakim, ed, Idea Group Inc
    • Y. Su and Z. Jin, "Assessment and improvement of data and information quality," in L. Al-Hakim, ed., Information quality management: Theory and applications, Idea Group Inc., 2007.
    • (2007) Information Quality Management: Theory and Applications
    • Su, Y.1    Jin, Z.2
  • 28
    • 0030288402 scopus 로고    scopus 로고
    • Anchoring data quality dimensions in ontological foundations
    • Y. Wand and R.Y. Wang, "Anchoring data quality dimensions in ontological foundations," Communications of the ACM, vol. 39, no. 11, 1996, pp. 86-95.
    • (1996) Communications of the ACM , vol.39 , Issue.11 , pp. 86-95
    • Wand, Y.1    Wang, R.Y.2
  • 29
    • 0029273868 scopus 로고
    • Toward quality data: An attribute-based approach
    • R.Y. Wang, M.P. Reddy, and H.B. Kon, "Toward quality data: An attribute-based approach," Decision Support Systems, vol. 13, no. 3-4, 1995, pp. 349-372.
    • (1995) Decision Support Systems , vol.13 , Issue.3-4 , pp. 349-372
    • Wang, R.Y.1    Reddy, M.P.2    Kon, H.B.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.