Determination of Diagnostic Factors for Different Domains Using FDMML Techniques


  • R. Suguna Research Scholar, Sri Sarada College for Women (Autonomous), Salem-16.
  • R. Uma Rani Principal Sri Sarada College for Women (Autonomous), Salem-16.


Diagnostics analytics, correlations, machine learning, autism, rainfall, child abuse


There are numerous factors that contribute to each problem in research criteria. Diagnose problems using diagnostic analytics to find causes and solutions. DA supports finding solutions and advancing science for the benefit of future generations. In this paper, there are three kinds of data have selected, which are essential and solutions needed in the future. Autism is one of the medical data which is increasing every year in India. Rainfall data is an agricultural data, which is a main need for earth. Child abusing is the social relevant data, which should be considered earnestly in our India. Diagnostic analytics can be attained through some of statistical techniques such as correlation, hypothesis testing and regression techniques. The three types of data's proposed factors are analysed using historical research and computational intelligence methodologies. Effective fuzzy rules are generated for the diagnosed factors.


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Amir Hossein Memari, Children with Autism Spectrum Disorder and Patterns of Participation in Daily Physical and Play Activities, Hindawi Publishing Corporation Neurology Research International Volume 2015, Article ID 531906,

Catherine Cote, a beginner's guide to data & analytics”, Harvard public school,, 2021.

Abhilash Singh Chauhan et al, Rainfall dynamics observed over India during last century (1901–2020) using innovative trend methodology, Water Supply Vol 22 No 8, 6909 doi: 0.2166/ws.2022.291,2022.

Anja Katzenberger et al,,Robust increase of Indian monsoon rainfall and its variability under future warming in CMIP6 models, Earth System Dynamics,volume 12,

Laura A. McGuinn, Early Life Exposure to Air Pollution and Autism Spectrum Disorder Findings from a Multisite Case–Control Study, Wolters Kluwer Health, Epidemiology , Volume 31, Number 1,2020.

Yvonne W. Wu, Michael W. Kuzniewicz, MPH, Lisa Croen,”Risk of Autism Associated With Hyperbilirubinemia and Phototherapy”,PEDIATRICS Volume 138, number 4 ,DOI: 10.1542/peds.2016-1813,2016

TakeoFujiwara , NahoMorisaki , YukikoHonda, MakikoSampei1 and YukakoTani , chemicals,Nutrition,andAutismSpectrumDisorder:AMini-Review doi: 10.3389/fnins.2016.00174,2016

R. Krishnan A report of minidtry of earthsciences ,Assesment of climate change over the indian region, ,ISBN 978-981-15-4326-5 ,,springerOpen.

Ghosh S, Vittal H, Sharma T, Karmakar S,Kasiviswanathan KS, Dhanesh Y, et al. Indian Summer Monsoon Rainfall: Implications of Contrasting Trends in the Spatial Variability of Means and Extremes. PLoS ONE 11(7): e0158670.doi:10.1371/journal.pone.0158670,2016.

Bushra Praveen, Swapan Talukdar,Analyzing trend and forecasting of rainfall changes in India using nonparametrical and machine learning approaches ,nature research,,2020.

Shipra Jain, Adam A Scaife et al.,Current chance of unprecedented monsoon rainfall over India using dynamical ensemble simulations,,IOP publishing, 2020.

Monica L. Kujabi et al., Neonatal jaundice and autism spectrum disorder: a systematic review and meta-analysis, International Pediatric Research Foundation, Inc 2020, springer nature.

Hamza Varikoden et al., “Features of regional Indian monsoon rainfall extremes”, Climate Impacts on Extreme Weather,,2020.

Medicine news today,What causes autism? Genetic and environmental factors,,Dannell Roberts, PhD, BCBA-D — By Alicia Sparks Akers on October 4, 2022.

Emilio A.L.Gianicolo, Dr.physiol., Methods for Evaluating Causality in Observational Studies, Dtsch Arztebl Int. , 117(7): 101–107, doi: 10.3238/arztebl.2020.0101,2020.

Vinod Paul et al., “Child abuse: A social evil in Indian perspective”, Journal of Family Medicine and Primary Care, DOI: 10.4103/jfmpc.jfmpc_1862_20,2021.

Singh R, Koushal V, Bharti B. A descriptive study on child sexual abuse act in India. Journal of Family Medicine and Primary Care, 2022; 11:2923-32.

Ruby Charak, Hans M. Koot, Abuse and neglect in adolescents of Jammu, India: The role of gender, family structure, and parental education,, Elsevier Ltd.,2014.

Kiran aggarwal,RS sethi,Guidelines for parents,when and how do I suspect and prevent abuse in child?,”Indian academy of pediatrics”IAP action plan 2021-2022.

Dragan Pamučar et al., computational Intelligence and Fuzzy Modeling for Sustainable Decision-Making in Engineering Processes,volume 2022,special issue, Hindawi publications.

Nisha Mary Rajan1, Dr. Jogindra Vati2, Prevalence of Child Abuse: A Review Study, International Journal of Science and Research (IJSR), ISSN: 2319-7064, DOI: 10.21275/SR211020074520, 2021.

Kriti Aeron, Child Sexual Abuse in India: An Understanding, International Journal of Law Management & Humanities, Volume 2, Issue 1, ISSN: 2581-5369, 2018.

Arushi panwar, Child abuse in India, International Journal of Research and Analytical Reviews, e ISSN 2348 –1269, Volume 6 ,Issue2 , 2019.

PIB Delhi, PRID= 1842697,2022.

Amisha U. Pathak, Intern- India Think Council,

Diagnosing factors for different domains




How to Cite

Suguna, R. ., & Rani, R. U. . (2023). Determination of Diagnostic Factors for Different Domains Using FDMML Techniques. International Journal of Intelligent Systems and Applications in Engineering, 11(6s), 107–113. Retrieved from



Research Article