Descriptive, Predictive, and Prescriptive Analytics

Introduction to Machine Learning

Yu, F. R., & He, Y. (2019) · Springer briefs in electrical and computer engineering · doi:10.1007/978-3-030-10546-4_1 · Cited by 1,619 · see citing works

Discovering knowledge in data: an introduction to data mining

(2005) · Choice Reviews Online · doi:10.5860/choice.42-4687 · Cited by 1,350 · see citing works

Fundamentals of Machine Learning for Predictive Data Analytics: Algorithms, Worked Examples, and Case Studies

Kelleher, J. D., Namee, B. M., & D’Arcy, A. (2015) · Cited by 631 · see citing works

Discovering Knowledge in Data

Larose, D. T., & Larose, C. D. (2014) · Wiley eBooks · doi:10.1002/9781118874059 · Cited by 603 · see citing works

Guide to Health Informatics

Coiera, E. W. (2015) · CRC Press eBooks · doi:10.1201/b13617 · Cited by 421 · see citing works

Deep learning

Witten, I. H., Frank, E., Hall, M. A., & Pal, C. (2016) · Elsevier eBooks · doi:10.1016/b978-0-12-804291-5.00010-6 · Cited by 254 · see citing works

Business Intelligence and Analytics: Systems for Decision Support

Sharda, R., Delen, D., & Turban, E. (2014) · Cited by 185 · see citing works

Principal components analysis in clinical studies

Zhang, Z., & Castelló, A. (2017) · Annals of Translational Medicine · doi:10.21037/atm.2017.07.12 · Cited by 167 · see citing works

Cluster analysis and its application to healthcare claims data: a study of end-stage renal disease patients who initiated hemodialysis

Liao, M., Li, Y., Kianifard, F., Obi, E. N., & Arcona, S. (2016) · BMC Nephrology · doi:10.1186/s12882-016-0238-2 · Cited by 113 · see citing works

Increased Early Systemic Inflammation in ICU-Acquired Weakness; A Prospective Observational Cohort Study*

Witteveen, E., Wieske, L., van der Poll, T., van der Schaaf, M., van Schaik, I. N., Schultz, M. J., Verhamme, C., & Horn, J. (2017) · Critical Care Medicine · doi:10.1097/ccm.0000000000002408 · Cited by 73 · see citing works

K-Means Cluster Analysis of Rehabilitation Service Users in the Home Health Care System of Ontario: Examining the Heterogeneity of a Complex Geriatric Population

Armstrong, J. J., Zhu, M., Hirdes, J. P., & Stolee, P. (2012) · Archives of Physical Medicine and Rehabilitation · doi:10.1016/j.apmr.2012.05.026 · Cited by 50 · see citing works

Applying Multivariate Clustering Techniques to Health Data: The 4 Types of Healthcare Utilization in the Paris Metropolitan Area

Lefèvre, T., Rondet, C., Parizot, I., & Chauvin, P. (2014) · PLoS ONE · doi:10.1371/journal.pone.0115064 · Cited by 36 · see citing works

Dimensional Modeling: In a Business Intelligence Environment

Ballard, C., Farrell, D. M., Gupta, A. K., Mazuela, C., & Vohnik, S. (2006) · Cited by 34 · see citing works

Business Intelligence: A Managerial Perspective on Analytics (3rd Edition)

Sharda, R., Delen, D., & Turban, E. (2013) · Prentice Hall Press eBooks · Cited by 33 · see citing works

Clinical Analytics and Data Management for the DNP

Sylvia, M. L., & Terhaar, M. F. (2018) · Springer Publishing Company eBooks · doi:10.1891/9780826142788 · Cited by 28 · see citing works

Assessing the Performance of a Modified LACE Index (LACE-rt) to Predict Unplanned Readmission After Discharge in a Community Teaching Hospital

Morr, C. E., Ginsburg, L. R., Nam, S., & Woollard, S. (2017) · Interactive Journal of Medical Research · doi:10.2196/ijmr.7183 · Cited by 21 · see citing works

Introduction to Health Informatics: A Canadian Perspective

Morr, C. E. (2018) · Cited by 3 · see citing works

QoE in IoT: a vision, survey and future directions

Fizza, K., Banerjee, A., Mitra, K., Jayaraman, P. P., Ranjan, R., Patel, P., & Georgakopoulos, D. (2021) · Discover Internet of Things · doi:10.1007/s43926-021-00006-7 · Cited by 107 · see citing works

Smart agriculture: a literature review

Garg, D., & Alam, M. (2023) · Journal of Management Analytics · doi:10.1080/23270012.2023.2207184 · Cited by 68 · see citing works

Effectiveness of online mindfulness interventions on medical students’ mental health: a systematic review

Yogeswaran, V., & El Morr, C. (2021) · BMC Public Health · doi:10.1186/s12889-021-12341-z · Cited by 54 · see citing works

Examining collaborative buyer–supplier relationships and social sustainability in the “new normal” era: the moderating effects of justice and big data analytical intelligence

Bag, S., Choi, T., Rahman, M. S., Srivastava, G., & Singh, R. K. (2022) · Annals of Operations Research · doi:10.1007/s10479-022-04875-1 · Cited by 40 · see citing works

Improving Business Intelligence through Machine Learning Algorithms

Tamang, M. D., Shukla, V. K., Anwar, S., & Punhani, R. (2021) · International Conference on Intelligent Engineering and Management (ICIEM) · doi:10.1109/iciem51511.2021.9445344 · Cited by 39 · see citing works

Towards Supply Chain Risk Analytics

Heckmann, I. (2016) · Springer eBooks · doi:10.1007/978-3-658-14870-6 · Cited by 36 · see citing works

Bibliometric review on human resources management and big data analytics

Fauzi, M. A., Kamaruzzaman, Z. A., & Rahman, H. A. (2022) · International Journal of Manpower · doi:10.1108/ijm-05-2022-0247 · Cited by 44 · see citing works

Artificial Intelligence for Sustainable Smart Cities

Efthymiou, I.-P., & Egleton, T. E. (2023) · Advances in computational intelligence and robotics book series · doi:10.4018/978-1-6684-6821-0.ch001 · Cited by 34 · see citing works

The enabling technologies for digitalization in the chemical process industry

Pietrasik, M., Wilbik, A., & Grefen, P. (2024) · Digital Chemical Engineering · doi:10.1016/j.dche.2024.100161 · Cited by 32 · see citing works

(How) do advanced data and analyses enable HR analytics success? A neo-configurational analysis

Strohmeier, S., Collet, J., & Kabst, R. (2022) · Baltic Journal of Management · doi:10.1108/bjm-05-2021-0188 · Cited by 15 · see citing works

Predictive Maintenance 4.0 Applied in Electrical Power Systems

Righetto, S. B., Martins, M. A. I., Carvalho, E. G., Hattori, L. T., & Francisci, S. D. (2021) · IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT) · doi:10.1109/isgt49243.2021.9372230 · Cited by 22 · see citing works

Analytics in Healthcare

Morr, C. E., & Ali‐Hassan, H. (2019) · SpringerBriefs in health care management and economics · doi:10.1007/978-3-030-04506-7 · Cited by 20 · see citing works

A comprehensive review of current trends, challenges, and opportunities in text data privacy

Shahriar, S., Dara, R. A., & Akalu, R. (2025) · Computers & Security · doi:10.1016/j.cose.2025.104358 · Cited by 17 · see citing works

Methodological approaches and managerial insights in supply chain stress testing

Prathapage, H., Ivanov, D., & Іванова, М. (2025) · International Journal of Production Research · doi:10.1080/00207543.2025.2561779 · Cited by 14 · see citing works

Business Intelligence Framework Design and Implementation: A Real-estate Market Case Study

Fraihat, S., Salameh, W. A., Elhassan, A., Tahoun, B. A., & Asasfeh, M. (2021) · Journal of Data and Information Quality · doi:10.1145/3422669 · Cited by 13 · see citing works

Influences on Sustainable Consumption Behavior: A Pairwise Evaluation of Price and Greenness Sensitivity

Pourmahdi, K., Nyström, A., & Gugenishvili, I. (2025) · Sustainable Development · doi:10.1002/sd.70362 · Cited by 6 · see citing works

Machine learning and knowledge engineering for cognitive memory assessment of age groups by anomalies in a serious game

Lima, J.-F., Acosta-Urigüen, M.-I., & Orellana, M. (2023) · Intelligent Systems with Applications · doi:10.1016/j.iswa.2023.200301 · Cited by 6 · see citing works

Industry 4.0: Learning Analytics Using Artificial Intelligence and Advanced Industry Applications

Bakkar, M. N., & Axmann, M. (2021) · Smart innovation, systems and technologies · doi:10.1007/978-3-030-86316-6_9 · Cited by 5 · see citing works

Machine Learning Promoting Sustainable Customer Behavior and Product Pricing

Pourmahdi, K., Nyström, A., & Majd, A. (2025) · Technology, work and globalization · doi:10.1007/978-3-031-74779-3_11 · Cited by 4 · see citing works

Mental Health for Medical Students, what do we know today?

Yogeswaran, V., & Morr, C. E. (2022) · Procedia Computer Science · doi:10.1016/j.procs.2021.12.245 · Cited by 4 · see citing works

Enhancing Humidity Robustness of Electronics: Understanding the Crucial Role of Solder Flux Chemistry in Determining Humidity Boundary for Failure

Bahrebar, S., & Ambat, R. A. (2025) · IEEE Transactions on Components Packaging and Manufacturing Technology · doi:10.1109/tcpmt.2025.3546308 · Cited by 3 · see citing works

Need of Equity in Virtual Mental Health in Canada in the Times of COVID-19

Kundi, B., & Morr, C. E. (2022) · Studies in health technology and informatics · doi:10.3233/shti220737 · Cited by 2 · see citing works

Устойчивость искусственного интеллекта: взгляд урбаниста сквозь призму концепции умного и устойчивого города*

Иджитканлар, Т., & Кугурульо, Ф. (2022) · Городские исследования и практики · doi:10.17323/usp71202235-64 · Cited by 4 · see citing works

A Key Factor in Traffic Management - Vehicle Speed Prediction Using Machine Learning

Maurya, A., Dwivedi, A., Pratap, S., Dubey, S., Zhou, F., & Shukla, V. K. (2023) · International Conference on Computation, Automation and Knowledge Management (ICCAKM) · doi:10.1109/iccakm58659.2023.10449542 · Cited by 1 · see citing works

The impact of business analytics on corporate management: opportunities and challenges

Двуліт, З. (2024) · Management and Entrepreneurship in Ukraine the stages of formation and problems of development · doi:10.23939/smeu2024.02.039 · Cited by 1 · see citing works

A Mathematical Theory of Knowledge for Intelligent AgentsPreprint

Ekolle, Z. E., Kohno, R., & Ochiai, H. (2023) · Preprints.org · doi:10.20944/preprints202211.0450.v2 · Cited by 1 · see citing works

Embracing Analytics: Determining Awareness and Capabilities in an Acute Hospital Group in Ireland

Mulhern, B., Holmes, R., Dobell, E., & McBride, L. (2022) · Healthcare Analytics · doi:10.1016/j.health.2022.100109

A Mathematical Theory of Knowledge for Intelligent AgentsPreprint

Ekolle, Z. E., Kohno, R., & Ochiai, H. (2022) · Preprints.org · doi:10.20944/preprints202211.0450.v1

An Educational Supply Chain Management Model as Basis for a Big Data-Driven Decision Support Framework for the University

Boughouas, M. L., Kissoum, Y., & Mazouzi, S. (2023) · International Conference on Theoretical and Applicative Aspects of Computer Science (ICTAACS) · doi:10.1109/ictaacs60400.2023.10449507

Navigating the Future of Building Management: A Deep Dive into Prescriptive Digital TwinsPreprint

Latifah, A., Supangkat, S. H., Leksono, E., & Indraprastha, A. (2024) · Preprints.org · doi:10.20944/preprints202406.1927.v1

Use of Big Data Analytics to Understand Consumer Behavior

Ernest, A., Adonachor, J. A., Arthur, L. A. K., Bernard, W.-A., Acquah, A. O., & Essah, R. (2024) · Asian Journal of Research in Computer Science · doi:10.9734/ajrcos/2024/v17i12538

A Literature Review and Conceptual Framework for Sustainability in Open-pit Mine Planning

Kudzawu-D’Pherdd, R., Awuah-Offei, K., Cruz, E. K. D. L., Goycoolea, M., Brickey, A., & Newman, A. M. (2026) · Mining Metallurgy & Exploration · doi:10.1007/s42461-025-01437-4

Healthcare Analytics Applications

Morr, C. E., & Ali‐Hassan, H. (2019) · SpringerBriefs in health care management and economics · doi:10.1007/978-3-030-04506-7_4 · Cited by 6 · see citing works

Predictive Analytics: The Core of Data Mining

(2016) · International Journal of Science and Research (IJSR) · doi:10.21275/v5i5.nov163908 · Cited by 1 · see citing works

A Complete Overview of Analytics Techniques: Descriptive, Predictive, and Prescriptive

Roy, D., Srivastava, R., Jat, M., & Karaca, M. S. (2022) · EAI/Springer Innovations in Communication and Computing · doi:10.1007/978-3-030-82763-2_2 · Cited by 49 · see citing works

Analytics Building Blocks

El Morr, C., & Ali-Hassan, H. (2019) · SpringerBriefs in Health Care Management and Economics · doi:10.1007/978-3-030-04506-7_2 · Cited by 2 · see citing works

Descriptive, predictive, and prescriptive analytics: Data, methods, and algorithms

Когденко, В. Г. (2019) · Economic Analysis Theory and Practice · doi:10.24891/ea.18.3.447 · Cited by 9 · see citing works