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Kernel Regularized Least Squares: Reducing Misspecification Bias with a Flexible and Interpretable Machine Learning Approach

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Cited by:

  1. McCloud, Nadine & Ivey, Wendel, 2025. "Do international capital flows discourage labour productivity in the Caribbean? An empirical investigation of Jamaica," International Economics, Elsevier, vol. 182(C).
  2. Mustafa Tevfik Kartal & Serpil Kılıç Depren & Uzair Ali & Zhanar Nurgazina, 2024. "Long-run impact of coal usage decline on CO2 emissions and economic growth: Evidence from disaggregated energy consumption perspective for China and India by dynamic ARDL simulations," Energy & Environment, , vol. 35(5), pages 2357-2381, August.
  3. Irina Georgescu & Mioara Băncescu, 2025. "Land Use and Water Stress as Determinants of Ecosystem Resilience: A Panel Data Analysis of Biodiversity Loss Drivers in European Countries," Land, MDPI, vol. 14(10), pages 1-23, September.
  4. Michael A. Clemens & Thomas Ginn, 2020. "Global Mobility and the Threat of Pandemics: Evidence from Three Centuries," Working Papers 560, Center for Global Development.
  5. Benin, Samuel, 2024. "Making the CAADP BR forward looking: A decision support tool for transforming African agrifood systems," IFPRI discussion papers 2270, International Food Policy Research Institute (IFPRI).
  6. Dilvin Taşkın & Serpil Kılıç Depren & Fatih Ayhan, 2024. "How Are Energy-Related R&D Investments Effective on Environment-Related Patents? Empirical Evidence from the USA and Canada," Journal of Sustainable Development Issues (JOSDI), SDIjournals, vol. 2(2), pages 115-128, December.
  7. Xiu, Guangli, 2025. "Analyzing the impact of supply chain and digitalization in the Chinese economy: What is the role of energy consumption, government expenditure, and industrialization in environmental pollution?," Energy Economics, Elsevier, vol. 145(C).
  8. Lau, Chi Keung & Padhan, Hemachandra & Kumar Das, Amit & Tiwari, Aviral Kumar & Gozgor, Giray & Jain, Preksha, 2025. "The role of green bonds on industrial sustainability for achieving carbon neutrality: Evidence from the artificial neural network method," Research in International Business and Finance, Elsevier, vol. 73(PB).
  9. Fervers, Lukas, 2018. "Can public employment schemes break the negative spiral of long-term unemployment, social exclusion and loss of skills? Evidence from Germany," Journal of Economic Psychology, Elsevier, vol. 67(C), pages 18-33.
  10. Adebayo, Tomiwa Sunday, 2025. "Cryptocurrency– U.S. equity co-movements under uncertainty: A rolling-window kernel regularized partial correlation approach," Finance Research Letters, Elsevier, vol. 86(PG).
  11. Hemachandra Padhan & Santosh Kumar Sahu & Umakant Dash, 2023. "Economic globalization and environmental quality: a study of OECD economies," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(9), pages 10123-10142, September.
  12. Adebayo, Tomiwa Sunday & Saeed Meo, Muhammad & Özkan, Oktay, 2024. "Scrutinizing the impact of energy transition on GHG emissions in G7 countries via a novel green quality of energy mix index," Renewable Energy, Elsevier, vol. 226(C).
  13. Beiser-McGrath, Janina & Beiser-McGrath, Liam F., 2020. "Problems with products? Control strategies for models with interaction and quadratic effects," LSE Research Online Documents on Economics 117235, London School of Economics and Political Science, LSE Library.
  14. Caravaggio, Nicola, 2020. "Economic growth and the forest development path: A theoretical re-assessment of the environmental Kuznets curve for deforestation," Forest Policy and Economics, Elsevier, vol. 118(C).
  15. Kerwin, Jason & Pandey, Divya, 2023. "Navigating Ambiguity: Imprecise Probabilities and the Updating of Disease Risk Beliefs," IZA Discussion Papers 16478, IZA Network @ LISER.
  16. Aleberto Alesina & Guido Tabellini & Francesco Trebbi, 2017. "Is Europe an Optimal Political Area?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 48(1 (Spring), pages 169-234.
  17. Jason T. Kerwin & Rebecca L. Thornton, 2021. "Making the Grade: The Sensitivity of Education Program Effectiveness to Input Choices and Outcome Measures," The Review of Economics and Statistics, MIT Press, vol. 103(2), pages 251-264, May.
  18. Kartal, Mustafa Tevfik & Santosh, M. & Taşkın, Dilvin & Kılıç Depren, Serpil & Ayhan, Fatih, 2025. "Impact of productive capacity shifts, energy-related R&D investments, energy use, and income on environmental degradation: Evidence from leading developed countries," Renewable Energy, Elsevier, vol. 251(C).
  19. Wagner Joachim, 2025. "Robots and Extensive Margins of Exports – Evidence for Manufacturing Firms from 27 EU Countries," Review of Economics, De Gruyter, vol. 76(1), pages 23-35.
  20. Raul Jimenez & Ariel Yépez-García, 2016. "Composition and Sensitivity of Residential Energy Consumption," IDB Publications (Working Papers) 95257, Inter-American Development Bank.
  21. Lin, Xiang & Li, Xiaoying, 2025. "A study on anchoring Swedish inflation expectations in times of turbulence," Energy Economics, Elsevier, vol. 144(C).
  22. Monirul Islam & Kazi Sohag, 2023. "Mineral import demand and wind energy deployment in the USA: Co-integration and counterfactual analysis approaches," Mineral Economics, Springer;Raw Materials Group (RMG);Luleå University of Technology, vol. 36(4), pages 697-717, December.
  23. Justin Dang & Aman Ullah, 2023. "Generalized kernel regularized least squares estimator with parametric error covariance," Empirical Economics, Springer, vol. 64(6), pages 3059-3088, June.
  24. Andrée, Bo Pieter Johannes & Chamorro, Andres & Spencer, Phoebe & Koomen, Eric & Dogo, Harun, 2019. "Revisiting the relation between economic growth and the environment; a global assessment of deforestation, pollution and carbon emission," Renewable and Sustainable Energy Reviews, Elsevier, vol. 114(C), pages 1-1.
  25. Oktay Özkan & Andrew Adewale Alola & Kayode Kolawole Eluwole, 2025. "Dynamic environmental quality effect of nuclear energy intensity, structural changes, and natural resources in Pakistan: testing load capacity factor hypothesis evidence," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(11), pages 26783-26800, November.
  26. Usman, Ojonugwa & Iorember, Paul Terhemba & Ozkan, Oktay & Alola, Andrew Adewale, 2024. "Dampening energy security-related uncertainties in the United States: The role of green energy-technology investment and operation of transnational corporations," Energy, Elsevier, vol. 289(C).
  27. Andree,Bo Pieter Johannes, 2020. "Incidence of COVID-19 and Connections with Air Pollution Exposure : Evidence from the Netherlands," Policy Research Working Paper Series 9221, The World Bank.
  28. Ozkan, Oktay & Coban, Mustafa Necati & Destek, Mehmet Akif, 2024. "Navigating the winds of change: Assessing the impact of wind energy innovations and fossil energy efficiency on carbon emissions in China," Renewable Energy, Elsevier, vol. 228(C).
  29. Shahzad Mushtaq & Faisal Sultan Qadri, 2026. "Nexus between tourism, renewable energy, and unemployment in South Africa. Insight from KRLS analysis," Economic Change and Restructuring, Springer, vol. 59(1), pages 1-29, February.
  30. Tajoui Mounir & Ritahi Oussama & Echaoui Abdellah, 2025. "Focus on the Impact of the Knowledge Economy on Economic Growth in the Moroccan Context: Evidence from the Novel Dynamic ARDL Simulation (DYNARDL) and Kernel-Based Regularized Least Squares (KRLS)," Economic Studies journal, Bulgarian Academy of Sciences - Economic Research Institute, issue 5, pages 78-100.
  31. Chishti, Muhammad Zubair & Dogan, Eyup & Binsaeed, Rima H., 2024. "Can artificial intelligence and green finance affect economic cycles?," Technological Forecasting and Social Change, Elsevier, vol. 209(C).
  32. Wagner, Joachim, 2024. "Estimation of empirical models for margins of exports with unknown nonlinear functional forms: A Kernel-Regularized Least Squares (KRLS) approach," KCG Working Papers 32, Kiel Centre for Globalization (KCG).
  33. Junyi Tian & Guixian Tian & Jia Wang, 2025. "Does economic policy uncertainty and stock market development affect natural resources: Evidence from United States of America," Natural Resources Forum, Blackwell Publishing, vol. 49(3), pages 2640-2661, August.
  34. Ali, Wajid & Dash, Devi Prasad & Dagar, Vishal & Kagzi, Muneza & Elmawazini, Khaled, 2025. "Financial development for energy access: Evidence from credit rationing and carbon emission in MENA region," International Review of Financial Analysis, Elsevier, vol. 103(C).
  35. Ourania Dimitraki & Kyriakos Emmanouilidis, 2024. "Analysis of the Economic Effects of Defence Spending in Spain: A Re-Examination Through Dynamic ARDL Simulations and Kernel-Based Regularized Least Squares," Defence and Peace Economics, Taylor & Francis Journals, vol. 35(7), pages 908-930, October.
  36. Zhou, Runyu & Abbasi, Kashif Raza & Salem, Sultan & Almulhim, Abdulaziz.I. & Alvarado, Rafael, 2022. "Do natural resources, economic growth, human capital, and urbanization affect the ecological footprint? A modified dynamic ARDL and KRLS approach," Resources Policy, Elsevier, vol. 78(C).
  37. Zehranur Sanioğlu-Tanış & Duygu Dündar-Öztaşçı & İbrahim Özmen, 2025. "Fertility and women unemployment: new evidence from Türkiye," Economic Change and Restructuring, Springer, vol. 58(6), pages 1-39, December.
  38. Joachim Wagner, 2025. "Firm characteristics of two-way traders: Evidence from Probit vs. Kernel-Regularized Least Squares regressions," Working Paper Series in Economics 433, University of Lüneburg, Institute of Economics.
  39. Alola, Andrew Adewale & Özkan, Oktay & Usman, Ojonugwa, 2023. "Examining crude oil price outlook amidst substitute energy price and household energy expenditure in the USA: A novel nonparametric multivariate QQR approach," Energy Economics, Elsevier, vol. 120(C).
  40. Sun, Yunpeng & Pal, Shreya & Mahalik, Mantu Kumar & Gozgor, Giray & Lau, Chi Keung Marco, 2024. "Predicting energy source diversification in emerging Asia: The role of global supply chain pressure," Energy Economics, Elsevier, vol. 136(C).
  41. McCloud, Nadine & Ivey, Wendel & Taylor, Ajornie, 2026. "The workforce paradox: Do extreme natural disasters accelerate or undermine labour productivity?," Economic Modelling, Elsevier, vol. 154(C).
  42. Kim, Young-An & Hipp, John R., 2025. "Examining how structural characteristics and the physical environment simultaneously impact crime in neighborhoods: Using a semi-parametric strategy," Journal of Criminal Justice, Elsevier, vol. 99(C).
  43. Bergougui, Brahim, 2025. "Industrial robots for a sustainable future: Uncovering the asymmetric effects of AI on ecological quality in G7 economies," Technology in Society, Elsevier, vol. 83(C).
  44. Wagner, Joachim, 2026. "Who Uses Advanced Technologies? Evidence from Manufacturing Firms from 38 Countries in 2025," IZA Discussion Papers 18499, IZA Network @ LISER.
  45. Bin, Meng & Shuiyang, Chen & Jingjing, Dong, 2025. "Nonlinear risk dynamics and strategic Management: Insights for LNG shipping policy and practice," Transport Policy, Elsevier, vol. 173(C).
  46. Lin, Boqiang & Ullah, Sami, 2024. "Modeling the impacts of changes in nuclear energy, natural gas, and coal in the environment through the novel DARDL approach," Energy, Elsevier, vol. 287(C).
  47. Nwani, Chinazaekpere & Omoke, Philip Chimobi, 2025. "Towards an ecologically sustainable electricity mix in South Africa: Evaluating the policy implications of renewable and nuclear energy," Utilities Policy, Elsevier, vol. 96(C).
  48. He, Yugang, 2026. "Reconfiguring Korea’s dual transition: Empirical insights on the role of industry 4.0 technologies," Technology in Society, Elsevier, vol. 84(C).
  49. Chen, Yichun & Subhan, Mohammad & Ahmad, Gayas & Adil, Mohd & Zamir, M.N., 2024. "Unveiling the linkages among digital technology, economic growth, and carbon emissions: A resource management perspective," Resources Policy, Elsevier, vol. 91(C).
  50. Zhang, Hui & Fahlevi, Mochammad & Aljuaid, Mohammed & Beşer, Nazife Özge & Cabas, Meral & lominchar, Jose, 2024. "A machine learning and quantile analysis of FINTECH and resource efficiency in achieving sustainable development in OECD countries," Resources Policy, Elsevier, vol. 92(C).
  51. Mehmood, Jafir & Shahbaz, Muhammad & Wang, Jing & Malik, Muhammad Nasir, 2025. "Unveiling the dynamics of agriculture greenhouse gas emissions: The role of energy consumptions and natural resources," Applied Energy, Elsevier, vol. 379(C).
  52. Hashmi, Shabir Mohsin & Lean, Hooi Hooi & Zhao, Manqi & Syed, Qasim Raza, 2025. "Nexus between energy security and role of women in politics: Evidence from BRICS countries," Economic Analysis and Policy, Elsevier, vol. 87(C), pages 1159-1178.
  53. Usman, Ojonugwa & Ozkan, Oktay & Koy, Ayben & Adebayo, Tomiwa Sunday, 2024. "Energy-related uncertainty shocks and inflation dynamics in the U.S: A multivariate quantile-on-quantile regression approach," Structural Change and Economic Dynamics, Elsevier, vol. 71(C), pages 235-247.
  54. Wei, Xun & Pal, Shreya & Mahalik, Mantu Kumar & Liu, Weibai, 2024. "The role of energy efficiency in income inequality dynamics in developing Asia: Evidence from artificial neural networks," Energy Economics, Elsevier, vol. 136(C).
  55. CİTİL, Mucahit, 2024. "Is green finance a prerequisite for green growth of G-20 economies," Innovation and Green Development, Elsevier, vol. 3(4).
  56. Qian Wang & Guie Li & Min Weng, 2024. "Unraveling the Dynamic Relationship between Neighborhood Deprivation and Walkability over Time: A Machine Learning Approach," Land, MDPI, vol. 13(5), pages 1-19, May.
  57. Wagner, Joachim, 2026. "Cloud Computing and Extensive Margins of Exports: An Update Using Data for 2025," IZA Discussion Papers 18498, IZA Network @ LISER.
  58. Eldor, Liat & Hodor, Michal & Cappelli, Peter, 2023. "The limits of psychological safety: Nonlinear relationships with performance," Organizational Behavior and Human Decision Processes, Elsevier, vol. 177(C).
  59. Barbara Gomez-Aguinaga & Ana L. Oaxaca & Matt A. Barreto & Gabriel R. Sanchez, 2021. "Spanish-Language News Consumption and Latino Reactions to COVID-19," IJERPH, MDPI, vol. 18(18), pages 1-15, September.
  60. Soto, Gonzalo H. & Balsalobre-Lorente, Daniel & Martinez-Cobas, Xavier, 2025. "Environmental legislative shaping or green competitive advantages? The role of FDI among environmental regulations," Energy Economics, Elsevier, vol. 145(C).
  61. Abdulmuttalip Pilatin & Magdalena Radulescu & Abdulkadir Barut & Mehmet Ragıp Görgün & Hasan Çiftçi & Hind Alofaysan, 2025. "Global Supply Chain Distribution and Natural Resources in the Era of Digitalization," Sustainability, MDPI, vol. 17(13), pages 1-16, June.
  62. Kinyar, Ali & Bothongo, Keith, 2025. "The impact of natural gas, biomass, and energy from waste on CO2 and PM2.5 emissions in the UK: Does eco-innovation matter?," Renewable Energy, Elsevier, vol. 249(C).
  63. Sun, Yunpeng & Pal, Shreya & Mahalik, Mantu Kumar & Gozgor, Giray, 2025. "Empowering sustainable future in OECD economies: Aligning humanitarian aid with energy generation," Technological Forecasting and Social Change, Elsevier, vol. 216(C).
  64. İbrahim Özmen & Selçuk Bali & Festus Victor Bekun, 2024. "Is Abrams curve a myth or reality? Evidence from two Baltic countries," Quality & Quantity: International Journal of Methodology, Springer, vol. 58(3), pages 2709-2733, June.
  65. Ping Dong & Chinazaekpere Nwani & Festus Victor Bekun, 2025. "Technological Innovation and Sustainability: Do Homegrown Innovations Foster Greater Ecological Sensitivity? Simulation‐Based Insights From South Africa," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(4), pages 6198-6214, August.
  66. Roy, Arup, 2023. "Nexus between economic growth, external debt, oil price, and remittances in India: New insight from novel DARDL simulations," Resources Policy, Elsevier, vol. 83(C).
  67. Mustafa Tevfik Kartal & Shahriyar Mukhtarov & Özer Depren & Fatih Ayhan & Talat Ulussever, 2025. "How Can SDG‐13 Be Achieved by Energy, Environment, and Economy‐Related Policies? Evidence From Five Leading Emerging Countries," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(4), pages 5110-5133, August.
  68. Joachim Wagner, 2024. "Cloud Computing and Extensive Margins of Exports: Evidence for Manufacturing Firms from 27 EU Countries," Journal of Information Economics, Anser Press, vol. 2(1), pages 102-111, March.
  69. Choi, Yeri & Lee, Sugie, 2020. "The impact of urban physical environments on cooling rates in summer: Focusing on interaction effects with a kernel-based regularized least squares (KRLS) model," Renewable Energy, Elsevier, vol. 149(C), pages 523-534.
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  71. Samuel Asumadu Sarkodie & Emmanuel Ackom & Festus Victor Bekun & Phebe Asantewaa Owusu, 2020. "Energy–Climate–Economy–Population Nexus: An Empirical Analysis in Kenya, Senegal, and Eswatini," Sustainability, MDPI, vol. 12(15), pages 1-16, July.
  72. Kartal, Mustafa Tevfik & Pata, Ugur Korkut & Kılıç Depren, Serpil & Depren, Özer, 2023. "Effects of possible changes in natural gas, nuclear, and coal energy consumption on CO2 emissions: Evidence from France under Russia’s gas supply cuts by dynamic ARDL simulations approach," Applied Energy, Elsevier, vol. 339(C).
  73. Gonzalo H. Soto & Melchor Fernández Fernández & Xavier Martinez‑Cobas, 2025. "Vicious circle of the green transition: how green societies can perpetuate greenflation and how to mitigate it," Economic Change and Restructuring, Springer, vol. 58(6), pages 1-29, December.
  74. Wen, Chen & Xing, Yuhang & Wang, Tao & Liao, Sheng & Gao, Ke, 2025. "How do green supply chain management and renewable energy consumption influence carbon emissions in China and India? A comparative analysis," Energy Economics, Elsevier, vol. 143(C).
  75. Joachim Wagner, 2025. "Digitalization Intensity and Extensive Margins of Exports in Manufacturing Firms from 27 EU Countries - Evidence from Kernel-Regularized Least Squares Regression," Economic Analysis Letters, Anser Press, vol. 4(1), pages 22-29, March.
  76. Kartal, Mustafa Tevfik & Mukhtarov, Shahriyar & Huseynova, Rena & Ayhan, Fatih, 2026. "A Comprehensive Examination of the Impact of Income and Subtypes of Energy and Waste-Related Patents on Waste Sector Emissions in the USA through Marginal Impact Analysis," Renewable Energy, Elsevier, vol. 258(C).
  77. Kartal, Mustafa Tevfik & Magazzino, Cosimo & Taşkın, Dilvin & Depren, Özer & Ayhan, Fatih, 2025. "Efficiency of green bond, clean energy, oil price, and geopolitical risk on sectoral decarbonization: Evidence from the globe by daily data and marginal effect analysis," Applied Energy, Elsevier, vol. 392(C).
  78. Akadiri, Seyi Saint & Ozkan, Oktay & Kirikkaleli, Dervis, 2025. "Synergistic impact of renewable energy technology, governance, digitalisation, and human capital on sustainable development and load capacity factor in Germany's energy landscape," Technology in Society, Elsevier, vol. 83(C).
  79. Ibrahim Mohamed Ali Ali & Sherine Boshra Ghaly, 2026. "Structural changes and environmental degradation: new insights from a nonparametric approach," Economic Change and Restructuring, Springer, vol. 59(2), pages 1-38, April.
  80. Alola, Andrew Adewale & Özkan, Oktay & Obekpa, Hephzibah Onyeje, 2023. "Examining the patterns of disaggregate energy security risk and crude oil price: the USA scenario over 1970–2040," Resources Policy, Elsevier, vol. 82(C).
  81. Su, Xiaomei & Razi, Ummara & Zhao, Shangmei & Li, Wei & Gu, Xiao & Yan, Jiale, 2025. "Geopolitical risk and energy markets in China," International Review of Financial Analysis, Elsevier, vol. 103(C).
  82. Akpınar, Esra Nur & Çitil, Mücahit & Alofaysan, Hind & Barut, Abdulkadir & Erdem, Azad, 2025. "Robotic transformation and energy transition in China: A new era of innovation," Renewable Energy, Elsevier, vol. 251(C).
  83. Roy, Arup, 2024. "Impacts of economic development, globalization, and gross capital formation on natural resources rents: Evidence from India," Resources Policy, Elsevier, vol. 97(C).
  84. Emmanuel Uche & Philip Chimobi Omoke & Charles Silva‐Opuala & Mamdouh Abdulaziz Saleh Al‐Faryan, 2024. "Re‐estimating the pollution haven–halo hypotheses for Brazil via a machine learning procedure," Journal of International Development, John Wiley & Sons, Ltd., vol. 36(2), pages 1274-1292, March.
  85. Wagner, Joachim, 2026. "Use of Advanced Technologies and Extensive Margins of Exports in Manufacturing Firms from 27 EU Countries in 2025," IZA Discussion Papers 18496, IZA Network @ LISER.
  86. Florent Dubois & Christophe Muller, 2020. "The Contribution of Residential Segregation to Racial Income Gaps: Evidence from South Africa," AMSE Working Papers 2029, Aix-Marseille School of Economics, France.
  87. Sviták, Jan & Tichem, Jan & Haasbeek, Stefan, 2021. "Price effects of search advertising restrictions," International Journal of Industrial Organization, Elsevier, vol. 77(C).
  88. Wang, Guanghao & Sbai, Erwann & Sheng, Mingyue Selena & Tao, Miaomiao, 2025. "News sentiment, climate conditions, and New Zealand electricity market: A real-time bidding policy perspective," Energy, Elsevier, vol. 318(C).
  89. Yan, Haiming & Han, Di & Khursheed, Muhammad Aqib, 2025. "Does green finance improve energy security in Chinese Provinces? Evidence from machine learning approaches," Energy, Elsevier, vol. 335(C).
  90. Xiaohua Sun & Danish Khan & Yubai Zheng, 2024. "Articulating the Role of Technological Innovation and Policy Uncertainty in Energy Efficiency: an Empirical Investigation," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 14597-14616, September.
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  95. Mohammad Naim Azimi & Mohammad Mafizur Rahman & Tek Maraseni, 2026. "Green strategy and ecological efficiency: a nonlinear machine learning analysis under institutional quality intervention," Quality & Quantity: International Journal of Methodology, Springer, vol. 60(1), pages 3075-3128, February.
  96. Brahma, Sweta & Sen, Biswajit & Chaudhary, Udita & Maiti, Sanjit & Ganguly, Sangita & Verma, Ajay, 2024. "Consumption of Milk and Other Dairy Products as Influenced by Dietary Habits of Vegetarians and Non-vegetarians in Kamrup District of Assam, India: A Study," Asian Journal of Agricultural Extension, Economics & Sociology, Asian Journal of Agricultural Extension, Economics & Sociology, vol. 42(12), pages 1-10.
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