The Discriminant Analysis in the Evaluation of Cancers Diseases in Iraq

Nabaa Naeem Mahdi, Haifa Taha Abed, Nazik J. Sadik

Abstract


Cancer diseases are considered one of the most critical problems facing the world's countries, especially the State of Iraq. Many local and international reports indicated that the weapons used in wars and the accompanying nuclear and chemical radiation are among the most prominent reasons for the spread of cancerous diseases in Iraq. This study found that Gender has the highest discriminating power, whereas the Grade variable has the least discriminatory power. Similarly, Behavior has the highest discriminatory power, whereas the Government has the least biased power. It became clear that the third group (those with breast cancer) had the highest probability of the correct classification. The probability of correct classification reached 92%, followed by the second group with brain cancer, where the probability of correct classification was 64%. Finally, the first group with bladder cancer had the lowest probability of correct classification. We conclude that increasing the sample size has a significant impact on the correct classification of observations. The effects of these weapons were tremendously harmful to public health and the environment. Its effect persisted after many years, so three groups of cancer patients (bladder, brain, and breast cancer) were analyzed from 2012 to 2017 using a statistical method to analyze multivariate data. The results showed gender and the nature of the tumor (Behavior) have the highest discriminating power. The results were entirely satisfactory, as the discriminatory predictive capacity obtained a level of success of 72.2%.

Keywords


Iraq; discriminant linear function; ROC curve; wilks lambda.

Full Text:

PDF

References


Raykov T, Marcoulides GA. An introduction to applied multivariate analysis. Routledge; 2008 Mar 10.

Rencher AC. Methods of multivariate analysis. John Wiley & Sons; 2003 Apr 14.

Härdle WK, Simar L. Cluster Analysis. InApplied Multivariate Statistical Analysis 2019 (pp. 363-393). Springer, Cham.

Sharaf HK, Ishak MR, Sapuan SM, Yidris N. Conceptual design of the cross-arm for the application in the transmission towers by using TRIZ–morphological chart–ANP methods. Journal of Materials Research and Technology. 2020 Jul 1;9(4):9182-8.

Dubrov A. Applied Multivariate Data Analysis. Statistica, Moscow. 1992.

GBD 2015 Risk Factors Collaborators. Global, regional, and national comparative risk assessment of 79 behavioural, environmental and occupational, and metabolic risks or clusters of risks, 1990–2015: a systematic analysis for the Global Burden of Disease Study 2015. Lancet (London, England). 2016 Oct 8;388(10053):1659.

Plummer M, de Martel C, Vignat J, Ferlay J, Bray F, Franceschi S. Global burden of cancers attributable to infections in 2012: a synthetic analysis. The Lancet Global Health. 2016 Sep 1;4(9):e609-16.

Huberty CJ, Olejnik S. Applied MANOVA and discriminant analysis. John Wiley & Sons; 2006 May 12.

McLachlan GJ. Discriminant analysis and statistical pattern recognition. John Wiley & Sons; 2004 Aug 4.

Catoiu I, Tichindelean M. Using discriminant analysis in relationship marketing. Annales Universitatis Apulensis: Series Oeconomica. 2013 Jul 1;15(2):727.

Dinca G, Bociu M. Using discriminant analysis for credit decision. Bulletin of the Transilvania University of Brasov. Economic Sciences. Series V. 2015 Jul 1;8(2):277.

Manly BF, Alberto JA. Multivariate statistical methods: a primer. CRC press; 2016 Nov 3.

Agresti A. Categorical data analysis. John Wiley & Sons; 2003 Mar 31.

Hanley JA, McNeil BJ. The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology. 1982 Apr;143(1):29-36.

Sharaf HK, Ishak MR, Sapuan SM, Yidris N, Fattahi A. Experimental and numerical investigation of the mechanical behavior of full-scale wooden cross arm in the transmission towers in terms of load-deflection test. Journal of Materials Research and Technology. 2020 Jul 1;9(4):7937-46.

Zwed JG. Rabab Adnan Al-Rubaye Assessment of Auditor’s Responsibility on the Strategic Planning and Controls Using SWOT Analysis: An Ethical Approach. Journal of Engineering and Applied Sciences. 2019(14):600-9.

Flayyih HH, Mohammed YN, Talab HR, Radhi NR. Integration of the system of Activity Based Costing and liability accounting. Integration. 2020 May;1(2):1-9.

Sharaf HK, Ishak MR, Sapuan SM, Yidris N. Conceptual design of the cross-arm for the application in the transmission towers by using TRIZ–morphological chart–ANP methods. Journal of Materials Research and Technology. 2020 Jul 1;9(4):9182-8.

Kadhim Sharaf H, Jalil NA, Salman S. A simulation on the effect of ultrasonic vibration on ultrasonic assisted soldering of Cu/SAC305/Cu joint. Journal of Advanced Research in Applied Mechanics. 2017;36(1):1-9.




DOI: http://dx.doi.org/10.18517/ijaseit.10.5.12969

Refbacks

  • There are currently no refbacks.



Published by INSIGHT - Indonesian Society for Knowledge and Human Development