A Big Data Guide to Understanding Climate Change: The Case for Theory-Guided Data Science

Faghmous, James H., Kumar, Vipin·2014·Big Data
DOI 10.1089/big.2014.0026

Cited by (222)

Items 101–200 of 222

  1. An Approach for Predicting CO2 Emissions using Data Mining Techniques
    Douglas Kunda, Hazael Phiri · 2017 · International Journal of Computer Applications
  2. Investigating the Social, Political, Economic and Cultural Implications of Data Trading
    Shefali Virkar, Gabriela Viale Pereira, Michela Vignoli · 2019 · Lecture notes in computer science
  3. Graph-based Reinforcement Learning for Active Learning in Real Time: An Application in Modeling River Networks
    Xiaowei Jia, Beiyu Lin, Jacob A. Zwart, Jeffrey M. Sadler, Alison Appling, Samantha K. Oliver, Jordan S. Read · 2021 · Society for Industrial and Applied Mathematics eBooks
  4. Clustering dynamic spatio-temporal patterns in the presence of noise and missing data
    X. Chelsea Chen, James H. Faghmous, Ankush Khandelwal, Vipin Kumar · 2015 · International Conference on Artificial Intelligence
  5. Theory-Guided Deep Learning Algorithms: An Experimental Evaluation
    Simone Monaco, Daniele Apiletti, Giovanni Malnati · 2022 · Electronics
  6. Tornado Forecasting with Multiple Markov Boundaries
    Kui Yu, Dawei Wang, Wei Ding, Jian Pei, David L. Small, Shafiqul Islam, Xindong Wu · 2015 · ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)
  7. Holding back from theory: limits and methodological alternatives of randomized field experiments in development economics
    Judith Favereau, Michiru Nagatsu · 2020 · Journal of Economic Methodology
  8. Development of a browser application to foster research on linking climate and health datasets: Challenges and opportunities
    Shakoor Hajat, Ceri Whitmore, Christophe E. Sarran, Andy Haines, Brian W. Golding, Harriet Gordon-Brown, Anthony S Kessel, Lora E. Fleming · 2016 · The Science of The Total Environment
  9. Big Data Architecture for Climate Change and Disease Dynamics
    Ankita Sinha, Prasanta K. Jana · 2016 · CRC Press eBooks
  10. Time-Frequency Causal Inference Uncovers Anomalous Events in Environmental Systems
    Maha Shadaydeh, Joachim Denzler, Yanira Guanche García, Miguel D. Mahecha · 2019 · Lecture notes in computer science
  11. Future habitat suitability for species under climate change – Lessons learned from the strawberry tree case study
    Saki Gerassis, Teresa Albuquerque, Natália Roque, Sílvia Ribeiro, Javier Taboada, Maria Margarida Ribeiro · 2021 · Forest Ecology and Management
  12. Big Data, Islamic Finance, and Sustainable Development Goals
    S. Nazim Ali · 2020 · Journal of King Abdulaziz University-Islamic Economics
  13. Reducing the Analytical Bottleneck for Domain Scientists: Lessons from a Climate Data Visualization Case Study
    Aritra Dasgupta, Jorge Poco, Enrico Bertini, Claudio T. Silva · 2015 · Computing in Science & Engineering
  14. Transitioning Machine Learning from Theory to Practice in Natural Resources Management
    Sheila M. Saia, Natalie G. Nelson, Anders S. Huseth, Khara Grieger, Brian J. Reich · 2020 · Ecological Modelling
  15. Development of physics-guided neural network framework for acid-base treatment prediction using carbon dioxide-based tubular reactor
    Chanin Panjapornpon, Patcharapol Chinchalongporn, Santi Bardeeniz, Kulpavee Jitapunkul, M. Azlan Hussain, Thanatip Satjeenphong · 2024 · Engineering Applications of Artificial Intelligence
  16. Data Science Education
    Long-Bing Cao · 2018 · Data analytics
  17. Data science education programmes in Middle Eastern institutions: A survey study
    Mahmoud Sherif Zakaria · 2022 · IFLA Journal
  18. Time Series Forecasting for Improving Quality of Life and Ecosystem Services in Smart Cities
    Raúl López-Blanco, Juan Herranz Martín, Ricardo S. Alonso, Javier Prieto · 2023 · Lecture notes in networks and systems
  19. A Generative AI Approach to Pricing Mechanisms and Consumer Behavior in the Electric Vehicle Charging Market
    Sarthak Chaturvedi, Edward W. Chen, Ila P. Sharma, Omar Isaac Asensio · 2024 · Proceedings of the AAAI Symposium Series
  20. When cryptography stops data science: strategies for resolving the conflicts between data scientists and cryptographers
    Saeed Banaeian Far, Azadeh Imani Rad · 2024 · Data Science and Management
  21. A Novel Model Based on Spatio-Temporal Dilated ConvLSTM Networks for Indian Ocean Dipole Forecasting Using Multi-Source Global Sea Surface Temperature and Heat Content Data
    Manvendra Janmaijaya, Mansi Janmaijaya, Pranab Kumar Muhuri · 2024 · IEEE Access
  22. Machine learning in agricultural economics
    Kathy Baylis, Thomas Heckelei, Hugo Storm · 2021 · Handbook of agricultural economics
  23. Homogeneity and change point detection of hydroclimatic variables: A case study of the Ghba River Subbasin, Ethiopia
    Mehari Gebreyohannes Hiben, Admasu Gebeyehu Awoke, Abraha Adugna Ashenafi · 2023 · Journal of Geography and Cartography
  24. Computing and Climate
    Faghmous, James H., Kumar, Vipin, Shekhar, Shashi · 2015 · Computing in Science & Engineering
  25. Review on Artificial Intelligence in the Environmental Monitoring
    Balendra V. S. Chauhan, Ajitanshu Vedrtnam, Kevin P. Wyche, Sneha Verma · 2025 · Springer eBooks
  26. Meta-Transfer Learning: An application to Streamflow modeling in River-streams
    Rahul Ghosh, Bangyan Li, Kshitij Tayal, Vipin Kumar, Xiaowei Jia · 2022 · Proceedings
  27. The Impact of Big Data on Climate Change
    Adish Chandra Shrivastava, Mohd. Umar · 2023 · International Conference on Innovative Data Communication Technologies and Application (ICIDCA)
  28. GeoAI-Enhanced Techniques to Support Geographical Knowledge Discovery from Big Geospatial Data
    Xiran Zhou · 2019
  29. Barriers to the Implementation of Big Data
    Stephen Jia Wang, Patrick Moriarty · 2018 · Springer eBooks
  30. Postdigital Environmental Crises
    Catherine Price · 2023 · Springer eBooks
  31. A step toward a micromechanics‐informed neural network for predicting asphalt mixture stiffness
    Kumar Anupam, Mohammadjavad Berangi, Juan Camilo Camargo, Cor Kasbergen, Sandra M. J. G. Erkens · 2025 · Computer-Aided Civil and Infrastructure Engineering
  32. Automatic identification of factor profiles can be achieved by improved machine learning model
    Bo Xu, Junbo Huang, Yi Ge, Zhang Chun, Xu Han, Feng Wang, Huan Zhao, Linlin Zhang, Jin‐Xing Liu, Yinchang Feng et al. · 2024 · Atmospheric Environment
  33. Novel Approach for Spatiotemporal Weather Data Analysis
    T. V. Radhika, Krushna Chandra Gouda, Sudarshan Kumar · 2022 · International Journal of Advanced Computer Science and Applications
  34. Quantum Cryptography for Securing Personal Health Information in Hospitals
    Akhil Maheshwari, Harshvardhan Mantry · 2022 · Newborn
  35. Some problems in physical oceanography (including the use of rotating spherical coordinates) treated as exercises in classical fluid mechanics: Methods and examples
    Robin Stanley Johnson · 2018 · Deep Sea Research Part II Topical Studies in Oceanography
  36. Operational climate prediction in the era of big data in China: Reviews and prospects
    Xin Wang, Lianchun Song, Guofu Wang, Hong‐Li Ren, Tongwen Wu, Xiaolong Jia, Huanping Wu, Jie Wu · 2016 · 气象学报：英文版
  37. Enhanced shared nearest neighbor clustering approach using fuzzy for teleconnection analysis
    Rika Sharma, Kesari Verma · 2017 · Soft Computing
  38. An Insight into Theory-Guided Climate Data Science—A Literature Review
    Rafiya Sheikh, Sunita A. Jahirabadkar · 2018 · Lecture notes in networks and systems
  39. Postdigital Environmental Crises
    Catherine Price · 2023 · Springer eBooks
  40. Exploration of Deep-Learning-Based Error-Correction Methods for Meteorological Remote-Sensing Data: A Case Study of Atmospheric Motion Vectors
    Hang Cao, Hongze Leng, Jun Zhao, Xiaodong Xu, Jinhui Yang, Baoxu Li, Yong Zhou, Lilan Huang · 2024 · Remote Sensing
  41. Climate Smart Computing: A Perspective
    Mingzhou Yang, Bharat Jayaprakash, Subhankar Ghosh, Hyeonjung Tari Jung, Matthew Eagon, William F. Northrop, Shashi Shekhar · 2024 · Pervasive and Mobile Computing
  42. A parametric framework for evaluating power outage risk trends under changing climatic conditions
    Stergios Emmanouil · 2025 · Stochastic Environmental Research and Risk Assessment
  43. Control Lyapunov barrier function-based predictive control of nonlinear systems using physics-informed recurrent neural networks
    Mohammed S. Alhajeri, Fahim Abdullah, Panagiotis D. Christofides · 2025 · Chemical Engineering Science
  44. ¿Por qué México es un país altamente vulnerable al cambio climático?
    Víctor Manuel Rodríguez-Moreno, Guillermo Medina-García, Gabriel Díaz Padilla, José Ariel Ruíz Corral, Juan Estrada Ávalos, Jorge E. Mauricio‐Ruvalcaba · 2021 · Revista Mexicana de Ciencias Agrícolas
  45. UNDERGRADUATE STEM AND NON-STEM STUDENTS’ INTERPRETATION OF MEAN IN AN INFOGRAPHIC
    Zorana Lužanin, Marija Kaplar, Tatjana Hrubik-Vulanović · 2022 · Journal of Baltic Science Education
  46. Geospatial Big Data for a Sustainable and Green Smart City
    Yassine Gacha, Mohamed Amine Ben Rhaiem, Takoua Abdellatif · 2023 · International Conference on Cyberworlds (CW)
  47. What Environmental Metrics Are Used in Scientific Research to Estimate the Impact of Human Diets?
    Magaly Aceves‐Martins, Anneli Lӧfstedt, Naara L Godina-Flores, Danielle Michelle Ortiz Hernández, Baukje de Roos · 2024 · Nutrients
  48. A Hybrid Approach to Big Data Systems Development
    Anil Aggarwal · 2015 · Advances in public policy and administration (APPA) book series
  49. Data Science Challenges
    Longbing Cao · 2018 · Data analytics
  50. Geospatial modeling of climate change indices at Mexico City using machine learning regression
    Magdalena Saldaña-Pérez, Giovanni Guzmán, Carolina Palma-Preciado, Amadeo-José Argüelles-Cruz, Marco Moreno-Ibarra · 2024 · Transforming Government People Process and Policy
  51. XGeoS-AI: an interpretable learning framework for deciphering geoscience image segmentation
    Jin‐Jian Xu, Hao Zhang, Chaosheng Tang, Lin Li, Bin Shi · 2025 · Environmental Earth Sciences
  52. Contrast Pattern Based Methods for Visualizing and Predicting Spatiotemporal Events
    Dawei Wang · 2015 · IEEE ... International Conference on Data Mining workshops
  53. Utilization of big data analytics in socio-economic impact evaluation on climate response measures
    W K Wong · 2019 · IOP Conference Series Earth and Environmental Science
  54. TSUBASA: Climate Network Construction on Historical and Real-Time Data
    Yunlong Xu, Jinshu Liu, Fatemeh Nargesian · 2022 · ACM SIGMOD International Conference on Management of Data (SIGMOD)
  55. The Value of Asymptotic Theories in Physical Oceanography
    Robin Stanley Johnson · 2018 · Oceanography
  56. O risco climático na agricultura do Brasil no contexto de ferramentas de busca (big data)
    Rodrigo Rudge Ramos Ribeiro, Samia Nascimento Sulaiman · 2020 · Territorium
  57. Work-in-Progress: Data Science Framework for Environmental Protection Education
    Mateo Sokač, Paula Pufek, Marko Milardic, Branko Mihaljević, Staša Puškarić, Martin Žagar · 2021 · IEEE Global Engineering Education Conference (EDUCON)
  58. Gas Turbine Design Analysis And Optimization With Novel Hybrid Model Using Classical Physics And Machine Learning
    Aurthur Vimalachandran, Thomas Jayachandran, Andrey Yu. Tkachenko, Hewa Hussein Omar, Krishnakumar Aruljothi · 2021 · International Scientific and Technical Engine Conference (EC)
  59. Interpretable and Transferable Models to Understand the Impact of Lockdown Measures on Local Air Quality
    Johanna Einsiedler, Yun Cheng, Franz Papst, Olga Saukh · 2020 · arXiv (Cornell University)
  60. Role of the water balance constraint in the long short-term memory network: large-sample tests of rainfall-runoff prediction
    Qiang Li, Tongtiegang Zhao · 2024
  61. Data Extraction Techniques for Analysing Agriculture Soil Factors
    Haider Mohmmed Alabdeli, Varanasi Srinivas, M. Sirin Kumari, S Keerthana, S. Selva Kumar, S. Kaliappan · 2025 · International Conference on Intelligent Control, Computing and Communications (IC3)
  62. Scale-dependent lag effects and interpretable machine learning: Advancing rubber yield prediction
    Z. J. Li, Hongfeng Xu, Dengsheng Lu, Nuttapon Khongdee, Yaoliang Chen · 2026 · Industrial Crops and Products
  63. UK climate change impacts, strategy and standards: from here to 2050
    Geoffrey P. Hammond · 2026 · Proceedings of the Institution of Civil Engineers - Energy
  64. State-of-the-Art Instrumentation and Experimental Methods Developed at the Industrial Multiphase Flow Laboratory over the Last 17 Years: From Gamma-Ray and Wire-Mesh Tomography to Physics-Informed Machine Learning
    Oscar Mauricio Hernández Rodríguez, André Mendes Quintino, Marlon Mauricio Hernández Cely, Francisco Júlio do Nascimento · 2022 · Lecture notes in mechanical engineering
  65. Experimental Comparison of Theory-Guided Deep Learning Algorithms
    Simone Monaco, Daniele Apiletti · 2022 · Communications in computer and information science
  66. Strategies for Promoting Sustainability in IT and Analytics
    S. Lakshmi · 2024 · Advances in economics, business and management research/Advances in Economics, Business and Management Research
  67. Theory-Guided Feature Selection in Cybercrime Data Science
    Shiven Naidoo, Rennie Naidoo · 2024 · International Conference on Cyber Warfare and Security
  68. Development of flood mapping techniques and their efforts on flood assessment and management in European coastal cities
    Maria Fabrizia Clemente, Zhuyu Yang, Bruno Barroca · 2021
  69. Disease Surveillance System for Big Climate Data Processing and Dengue Transmission
    Gunasekaran Manogaran, Daphne Lopez · 2018 · IGI Global eBooks
  70. Automating the Implementation of Unsupervised Machine Learning Processes in Smart Cities Scenarios
    Raúl López-Blanco, Ricardo S. Alonso, Javier Prieto, Saber Trabelsi · 2023 · Lecture notes in networks and systems
  71. The Role of Climate Datasets in Understanding Climate Extremes
    Emmanuel Olaoluwa Eresanya, Israel R. Orimoloye, Olufemi Sunday Durowoju, Mojolaoluwa Toluwalase Daramola, Jesufemi Peter Olowe, Akinleye H. Folorunsho, Olasunkanmi Olorunsaye · 2021 · Preprints.org
  72. In silico protein science: from sequence to network
    Miguel Correa Marrero · 2021
  73. Revealing the Memory Effects of Climatic Factors on Global Vegetation Dynamics Using Explainable Ai
    Zhen Yu Hu, Wenyu Zhou, Xun Liang, Qingfeng Guan, Youyue Wen, Weilin Liao, Yuchao Yan, Cuiyan Han · 2023 · SSRN Electronic Journal
  74. Temporal Data Analysis and Mining Methods for Modelling the Climate Change Effects on Malaysia's Oil Palm Yield at Different Regional Scales
    Subana Shanmuganathan, Ajit Narayanan, Nishantha Priyanka Kumara Medagoda · 2015 · Advances in environmental engineering and green technologies book series
  75. Adapting the legal framework of natural marine resources management to climate disruption: The case of Greece
    Vicky Tzatzaki · 2018 · Arctic review on law and politics
  76. Conclusion and Future Directions
    Vinod Thomas, Namrata Chindarkar · 2019 · Springer eBooks
  77. Climate change data analysis
    Nathan Jadoul, Erick Stattner · 2019 · International Database Engineering and Applications Symposium (IDEAS)
  78. Greenlandic ice archives of North Atlantic Common Era climate
    Matthew Osman · 2019
  79. Climate Change, Rising Temperatures
    Elmira Jamei, Mehdi Seyedmahmoudian, Alex Stojcevski · 2018 · Springer eBooks
  80. Climate Data Analytics Applied to Sugar Cane Crop in the French West Indies
    Erick Stattner, Nathan Jadoul · 2019 · IEEE ... International Conference on Data Mining workshops
  81. تعليم علم البيانات في المنطقة العربية: دراسة مسحية لبرامج الدراسات العليا واقتراح برنامج دراسي من وجهة نظر تخصص المکتبات والمعلومات
    محمود شريف زکريا · 2021 · Al-Mağallah Al-ʿilmiyyaẗ Lil-Maktabāt wa Al-Waṯā'iq wa Al-Ma'lūmāt
  82. Assessing Potential Phenological Shifts in Relation to Western Chimpanzee (Pan troglodytes verus) Habitat Quality
    Cole J. Clawson · 2021
  83. The Reproducible Data Reuse ( ReDaR ) Framework to Capture and Assess Multiple Data Streams
    Donald A. Keefer, Catherine L. Blake · 2021 · Proceedings of the Association for Information Science and Technology
  84. Krylov Subspace Methods for Big Data Analysis of Large Computational Electromagnetics Applications
    Bruno Carpentieri · 2021 · Frontiers in artificial intelligence and applications
  85. Climate Change, Rising Temperatures
    Elmira Jamei, Mehdi Seyedmahmoudian, Alex Stojcevski · 2022 · Springer eBooks
  86. Spatial Sciences and Research
    Yingling Fan, Irène Bueno, David Haynes, Amy Kircher, Joseph Knight, Brittany Krzyzanowski, Philip G. Pardey, Katey Pelican, Randall S. Singer, Shashi Shekhar et al. · 2022 · Springer eBooks
  87. Sistema de recomendação aplicado em plataformas de reserva online de restaurante
    Paulo Henrique Fernandes LEITE · 2019
  88. Temporal Data Analysis and Mining Methods for Modelling the Climate Change Effects on Malaysia's Oil Palm Yield at Different Regional Scales
    Subana Shanmuganathan, Ajit Narayanan, Nishantha Priyanka Kumara Medagoda · 2016 · IGI Global eBooks
  89. A Hybrid Approach to Big Data Systems Development
    Anil Aggarwal · 2018 · IGI Global eBooks
  90. Climate Change, Rising Temperatures
    Elmira Jamei, Mehdi Seyedmahmoudian · 2018 · Springer eBooks
  91. Results on data-driven controllers for unknown nonlinear systems
    Monica Rotulo · 2022
  92. TSUPY: Dynamic Climate Network Analysis Library
    Jinshu Liu, Yunlong Xu, Fatemeh Nargesian, Gourab Ghoshal · 2022 · ACM International Conference on Information and Knowledge Management (CIKM)
  93. Research on advertising strategy based on large-scale log data analysis
    Lingli Zhao, Xiaoqin Yu · 2022 · IEEE International Conference on Data Science and Computer Application (ICDSCA)
  94. A Hybrid Science‐Guided Machine Learning Approach for Modeling Chemical and Polymer Processes
    Y. A. Liu, Niket Sharma · 2023 · Wiley eBooks
  95. Estudo da dinâmica da vegetação na América do Sul: mudanças de longo prazo, efeitos antrópicos e controles climáticos
    Alex Sandro Alves de Araujo · 2023
  96. Considerations for the use of Geospatial Data Items Within the Data Science Framework
    Yolanda M. Fernández-Ordoñez, Jesús Soria-Ruíz · 2023 · IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
  97. Inverse dynamics method in properties estimation of residual stiffness of multi-story buildings
    V. I. Sobolev, I. V. Sobolev, D. A. Karmazinov · 2023 · Izvestiya vuzov Investitsii Stroitelstvo Nedvizhimost
  98. Predictive Insight of Global Warming-A Sustainable Control System
    Soumit Roy, Hafizullah Mahmudi, Rik Kamal Kumar Das, Jaya H. Dewan, Sudeep D. Thepade · 2023 · International Conference on Computing Communication Control and automation
  99. Comment on egusphere-2023-2841
    2024
  100. Comment on egusphere-2023-2841
    2024