journal article
Open Access
Jan 15, 2026
Decoding socio-economic disparities in Uttar Pradesh: a spatio-temporal analysis using Wroclaw Taxonomy and K-means unsupervised machine learning clustering
Topics
No keywords indexed for this article. Browse by subject →
References
29
[1]
Health status and health care services in Uttar Pradesh and Bihar: A comparative study
Manjaree Anand
Indian Journal of Public Health
10.4103/0019-557x.138624
[2]
Census of India. (2011). Annual Health survey. Registrar General of India Ministry of Home Affairs Government of India. http://www.censusindia.gov
[3]
Dube, M., Lakra, S., and Manocha, V. (2014). Spatio-temporal agricultural development in India. International Journal of Agricultural and Statistical Sciences, 10(1), 133–137.
[4]
Dube, M., Singh, V., and Yadav, S. K. (2020). Agricultural development in Uttar Pradesh: a statistical evaluation. International Journal of Agricultural and Statistical Sciences, 16(1): 1033–1040.
[6]
Florek, K., Lukaszewicz, J., Perkal, J., Steinhaus, H., and Zubrzycki, S. (1951). The Wroclaw Taxonomy. Przeglad Antropologiczny, XVII.
[7]
Government of Uttar Pradesh. (2018). The Uttar Pradesh Health Policy 2018: Delivering on Health – Towards Building a Robust Resilient and Responsive Health System. http://ayushmanbharat.mp.gov.in/uploads/media/UP_Health_Policy_Draft_Final_18_Jan_01_00am_CET.pdf
[8]
Hellwig, Z. (1968). Application of the taxonomic method to the typological Division of countries according to the level of their development and the resources and structure of qualified personnel. Statistical Review, 4, 307–326.
[9]
Iyengar, N. S. and Sudarshan, P. (1982). A method of classifying regions from multivariate data. Economic and Political Weekly, 18, 2047–2052.
[12]
[15]
Ministry of Education 2025. Samagra Shiksha Scheme: Overview and Implementation Guidelines. Government of India:https://dsel.education.gov.in/samagra-shiksha
[16]
Narain, P., Rai, S. C., and Sarup, S. (1991). Statistical evaluation of development in Orissa. Journal of the Indian Society of Agricultural Statistics, 45, 249–278.
[17]
Narain, P., Rai, S.-C., and Shanti, S. (1995). Regional disparities in the levels of development in Uttar Pradesh. Journal of the Indian Society of Agricultural Statistics, 47, 288–304.
[18]
National Backward Classes Finance and Development Corporation (NBCFDC). (2025). Annual report 2024–25. Ministry of social Justice and empowerment. https://nbcfdc.gov.in
[19]
NITI Aayog (2023). Aspirational districts: annual health progress report 2022–23. Government of India. https://www.niti.gov.in/sites/default/files/2023-adp-health-report.pdf
[20]
Planning Department Government of Uttar Pradesh. (2024). Uttar Pradesh SDG action plan 2024–25. https://planning.up.nic.in
[21]
Raman, R. (2012). Regional disparity in agricultural development: a district-level analysis of Uttar Pradesh. Journal of Regional Development and Planning, 1(2), 71–90.
[26]
State Backward Welfare Department. (2024). Annual Welfare scheme report 2023–24. Government of Uttar Pradesh.
[27]
Uttar Pradesh State Commission for Backward Classes. (2024). Report on social inclusion and grievance redressal mechanisms in UP. Government of Uttar Pradesh. https://upbccommission.up.gov.in
[28]
Verma, S., Tripathi, R. K., and Tanwar, N. (2019). Regional disparities in the levels of development in Odisha. International Journal of Agriculture Sciences, 11(4): 7904–7909.
[29]
Metrics
0
Citations
29
References
Details
- Published
- Jan 15, 2026
- Pages
- 1-23
- License
- View
Authors
Cite This Article
Vishwajeet Singh, Gaurav Chandrashekhar Hajare, Saif Ali Khan, et al. (2026). Decoding socio-economic disparities in Uttar Pradesh: a spatio-temporal analysis using Wroclaw Taxonomy and K-means unsupervised machine learning clustering. Mathematical Population Studies, 1-23. https://doi.org/10.1080/08898480.2025.2612641
Related
You May Also Like
Bias and mean square error reduction by changing the shape of the distribution of an auxiliary variable: application to air pollution data in Nan, Thailand
Natthapat Thongsak, Nuanpan Lawson · 2022
7 citations