{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,17]],"date-time":"2026-08-17T16:00:56Z","timestamp":1786982456003,"version":"build-2736575974"},"reference-count":94,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2022,12,5]],"date-time":"2022-12-05T00:00:00Z","timestamp":1670198400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2022,12,5]],"date-time":"2022-12-05T00:00:00Z","timestamp":1670198400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"name":"University of Liechtenstein"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Bus Inf Syst Eng"],"published-print":{"date-parts":[[2023,2]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>This paper reports on a design science research (DSR) study that develops design principles for \u201cgreen\u201d \u2013 more environmentally sustainable \u2013 data mining processes. Grounded in the Cross Industry Standard Process for Data Mining (CRISP-DM) and on a review of relevant literature on data mining methods, Green IT, and Green IS, the study identifies eight design principles that fall into the three categories of reuse, reduce, and support. The paper develops an evaluation strategy and provides empirical evidence for the principles\u2019 utility. It suggests that the results can inform the development of a more general approach towards Green Data Science and provide a suitable lens to study sustainable computing.<\/jats:p>","DOI":"10.1007\/s12599-022-00780-w","type":"journal-article","created":{"date-parts":[[2022,12,5]],"date-time":"2022-12-05T10:07:28Z","timestamp":1670234848000},"page":"65-83","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":23,"title":["Reuse, Reduce, Support: Design Principles for Green Data Mining"],"prefix":"10.1007","volume":"65","author":[{"given":"Johannes","family":"Schneider","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Stefan","family":"Seidel","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Marcus","family":"Basalla","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jan","family":"vom Brocke","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2022,12,5]]},"reference":[{"key":"780_CR1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-14142-8","volume-title":"Data mining: the textbook","author":"CC Aggarwal","year":"2015","unstructured":"Aggarwal CC (2015) Data mining: the textbook. Springer, Berlin. https:\/\/doi.org\/10.1007\/978-3-319-14142-8"},{"issue":"5","key":"780_CR2","doi-asserted-by":"publisher","first-page":"86","DOI":"10.1145\/1735223.1735245","volume":"53","author":"S Albers","year":"2010","unstructured":"Albers S (2010) Energy-efficient algorithms. Commun ACM 53(5):86\u201396. https:\/\/doi.org\/10.1145\/1735223.1735245","journal-title":"Commun ACM"},{"key":"780_CR3","doi-asserted-by":"publisher","unstructured":"Amershi S, Begel A, Bird C et al (2019) Software engineering for machine learning: a case study. In: International conference on software engineering: software engineering in practice, pp 291\u2013300. https:\/\/doi.org\/10.1109\/ICSE-SEIP.2019.00042","DOI":"10.1109\/ICSE-SEIP.2019.00042"},{"key":"780_CR4","unstructured":"Bengio Y (2012) Deep learning of representations for unsupervised and transfer learning. In: Proceedings of ICML workshop on unsupervised and transfer learning, pp 17\u201330"},{"key":"780_CR5","first-page":"281","volume":"13","author":"J Bergstra","year":"2012","unstructured":"Bergstra J, Bengio Y (2012) Random search for hyper-parameter optimization. J Mach Learn Res 13:281\u2013305","journal-title":"J Mach Learn Res"},{"key":"780_CR6","doi-asserted-by":"publisher","first-page":"189","DOI":"10.1016\/j.future.2013.07.006","volume":"36","author":"K Bilal","year":"2014","unstructured":"Bilal K, Malik SUR, Khalid O et al (2014) A taxonomy and survey on Green Data center networks. Fut Gen Comput Syst 36:189\u2013208","journal-title":"Fut Gen Comput Syst"},{"key":"780_CR7","unstructured":"Brooks S, Wang X, Sarker S (2010) Unpacking green IT: a review of the existing literature. In: 16th Americas Conference on Information Systems, Lima, pp 749\u2013759. https:\/\/aisel.aisnet.org\/amcis2010\/398"},{"key":"780_CR8","volume-title":"Green in software engineering","year":"2015","unstructured":"Calero C, Piattini M (eds) (2015) Green in software engineering, vol 3. Springer, Heidelberg"},{"key":"780_CR9","unstructured":"Capra E, Merlo F (2009) Green IT: everything starts from the software. In: European conference of information systems, pp 62\u201373"},{"key":"780_CR10","doi-asserted-by":"publisher","unstructured":"Caruana R, Niculescu-Mizil A (2006) An empirical comparison of supervised learning algorithms. In: International conference on machine learning. https:\/\/doi.org\/10.1145\/1143844.1143865","DOI":"10.1145\/1143844.1143865"},{"key":"780_CR11","doi-asserted-by":"publisher","unstructured":"Chen Q, Grosso P, van der Veldt K, de Laat C, Hofman R, Bal H (2011) Profiling energy consumption of VMs for green cloud computing. In: International conference on dependable, autonomic and secure computing. https:\/\/doi.org\/10.1109\/DASC.2011.131","DOI":"10.1109\/DASC.2011.131"},{"key":"780_CR12","doi-asserted-by":"publisher","unstructured":"Deng J, Dong W, Socher R, Li L-J, Li K, Fei-Fei L (2009) Imagenet: a large-scale hierarchical image database. In: IEEE conference on computer vision and pattern recognition, Miami, pp 248\u2013255. https:\/\/doi.org\/10.1109\/CVPR.2009.5206848","DOI":"10.1109\/CVPR.2009.5206848"},{"key":"780_CR13","doi-asserted-by":"publisher","DOI":"10.17705\/1CAIS.01734","author":"O El-Gayar","year":"2006","unstructured":"El-Gayar O, Fritz BD (2006) Environmental management information systems (EMIS) for sustainable development: a conceptual overview. Commun Assoc Inf Syst. https:\/\/doi.org\/10.17705\/1CAIS.01734","journal-title":"Commun Assoc Inf Syst"},{"key":"780_CR14","volume-title":"Fundamentals of database systems","author":"R Elmasri","year":"2010","unstructured":"Elmasri R, Navathe S (2010) Fundamentals of database systems. Addison-Wesley"},{"key":"780_CR15","first-page":"4977","volume":"32","author":"I Fedorov","year":"2019","unstructured":"Fedorov I, Adams RP, Mattina M, Whatmough PN (2019) SpArSe: sparse architecture search for CNNs on resource-constrained microcontrollers. Adv Neur Inf Proc Syst 32:4977\u20134989","journal-title":"Adv Neur Inf Proc Syst"},{"issue":"1","key":"780_CR16","doi-asserted-by":"publisher","first-page":"8","DOI":"10.1186\/1472-6947-12-8","volume":"12","author":"RL Figueroa","year":"2012","unstructured":"Figueroa RL, Zeng-Treitler Q, Kandula S, Ngo LH (2012) Predicting sample size required for classification performance. BMC Med Inform Decis Making 12(1):8. https:\/\/doi.org\/10.1186\/1472-6947-12-8","journal-title":"BMC Med Inform Decis Making"},{"key":"780_CR17","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/2755977","volume":"2015","author":"E Gelenbe","year":"2015","unstructured":"Gelenbe E, Caseau Y (2015) The impact of information technology on energy consumption and carbon emissions. Ubiquity 2015:1","journal-title":"Ubiquity"},{"issue":"8","key":"780_CR18","first-page":"2","volume":"17","author":"R Gholami","year":"2016","unstructured":"Gholami R, Watson RT, Hasan H, Molla A, Bjorn-Andersen N (2016) Information systems solutions for environmental sustainability: how can we do more? J Assoc Inf Syst 17(8):2","journal-title":"J Assoc Inf Syst"},{"key":"780_CR19","unstructured":"Ghorbani A, Zou J (2019) Data shapley: equitable valuation of data for machine learning. In: International conference on machine learning, pp 2242\u20132251"},{"key":"780_CR20","doi-asserted-by":"crossref","unstructured":"Goel A, Tung C, Lu YH, Thiruvathukal GK (2020) A survey of methods for low-power deep learning and computer vision. In: World Forum on Internet of Things, pp 1\u20136","DOI":"10.1109\/WF-IoT48130.2020.9221198"},{"key":"780_CR21","doi-asserted-by":"publisher","unstructured":"Goiri \u00cd, Le K, Nguyen TD, Guitart J, Torres J, Bianchini R (2012) GreenHadoop: leveraging green energy in data-processing frameworks. In: ACM European conference on computer systems. https:\/\/doi.org\/10.1145\/2168836.2168843","DOI":"10.1145\/2168836.2168843"},{"key":"780_CR22","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1146\/annurev.es.26.110195.000245","volume":"26","author":"R Goodland","year":"1995","unstructured":"Goodland R (1995) The concept of environmental sustainability. Ann Rev Ecol Syst 26:1\u201324. https:\/\/doi.org\/10.1146\/annurev.es.26.110195.000245","journal-title":"Ann Rev Ecol Syst"},{"issue":"3","key":"780_CR23","doi-asserted-by":"publisher","first-page":"611","DOI":"10.2307\/25148742","volume":"30","author":"S Gregor","year":"2006","unstructured":"Gregor S (2006) The nature of theory in information systems. MIS Q 30(3):611\u2013642. https:\/\/doi.org\/10.2307\/25148742","journal-title":"MIS Q"},{"issue":"2","key":"780_CR24","doi-asserted-by":"publisher","first-page":"337","DOI":"10.25300\/MISQ\/2013\/37.2.01","volume":"37","author":"S Gregor","year":"2013","unstructured":"Gregor S, Hevner AR (2013) Positioning and presenting design science research for maximum impact. MIS Q 37(2):337\u2013355","journal-title":"MIS Q"},{"issue":"5","key":"780_CR25","first-page":"313","volume":"8","author":"S Gregor","year":"2007","unstructured":"Gregor S, Jones D (2007) The anatomy of a design theory. J Assoc Inf Syst 8(5):313\u2013335","journal-title":"J Assoc Inf Syst"},{"key":"780_CR26","doi-asserted-by":"crossref","unstructured":"Gregor S, Chandra Kruse L, Seidel S (2020) The anatomy of a design principle. J Assoc Inf Syst","DOI":"10.17705\/1jais.00649"},{"key":"780_CR27","unstructured":"Gupta S, Agrawal A, Gopalakrishnan K, Narayanan P (2015) Deep learning with limited numerical precision. In: International conference on machine learning, pp 1737\u20131746"},{"key":"780_CR28","volume-title":"Data mining: concepts and techniques","author":"J Han","year":"2011","unstructured":"Han J, Pei J, Kamber M (2011) Data mining: concepts and techniques. Elsevier"},{"key":"780_CR29","doi-asserted-by":"publisher","unstructured":"Han S, Liu X, Mao H, Pu J, Pedram A, Horowitz MA, Dally WJ (2016) EIE: efficient inference engine on compressed deep neural network. In: International symposium on computer architecture. https:\/\/doi.org\/10.1145\/3007787.3001163","DOI":"10.1145\/3007787.3001163"},{"key":"780_CR30","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.106622","volume":"212","author":"X He","year":"2019","unstructured":"He X, Zhao K, Chu X (2019) AutoML: a survey of the state-of-the-art. Knowl-Based Syst 212:106622. https:\/\/doi.org\/10.1016\/j.knosys.2020.106622","journal-title":"Knowl-Based Syst"},{"issue":"3","key":"780_CR31","doi-asserted-by":"publisher","first-page":"259","DOI":"10.1111\/isj.12095","volume":"26","author":"J Hedman","year":"2016","unstructured":"Hedman J, Henningsson S (2016) Developing ecological sustainability: a green IS response model. Inf Syst J 26(3):259\u2013287. https:\/\/doi.org\/10.1111\/isj.12095","journal-title":"Inf Syst J"},{"issue":"1","key":"780_CR32","doi-asserted-by":"publisher","first-page":"75","DOI":"10.2307\/25148625","volume":"28","author":"AR Hevner","year":"2004","unstructured":"Hevner AR, March ST, Park J, Ram S (2004) Design science in information systems research. MIS Q 28(1):75\u2013105","journal-title":"MIS Q"},{"issue":"5","key":"780_CR33","doi-asserted-by":"publisher","first-page":"315","DOI":"10.1007\/s12599-013-0285-1","volume":"5","author":"H Hilpert","year":"2013","unstructured":"Hilpert H, Kranz J, Schumann M (2013) Leveraging green IS in logistics. Bus Inf Syst Eng 5(5):315\u2013325. https:\/\/doi.org\/10.1007\/s12599-013-0285-1","journal-title":"Bus Inf Syst Eng"},{"issue":"104","key":"780_CR34","first-page":"13","volume":"27","author":"L Hilty","year":"2011","unstructured":"Hilty L, Lohmann W, Huang E (2011) Sustainability and ICT \u2013 an overview of the field. Politeia 27(104):13\u201328","journal-title":"Politeia"},{"key":"780_CR35","doi-asserted-by":"publisher","unstructured":"Hindle A (2016) Green software engineering: the curse of methodology. In: International conference on software analysis, evolution, and reengineering. https:\/\/doi.org\/10.1109\/SANER.2016.60","DOI":"10.1109\/SANER.2016.60"},{"key":"780_CR36","doi-asserted-by":"publisher","unstructured":"Hsu C-H, Feng W-C, Archuleta JS (2005) Towards efficient supercomputing: a quest for the right metric. In: International parallel and distributed processing symposium. https:\/\/doi.org\/10.1109\/IPDPS.2005.440","DOI":"10.1109\/IPDPS.2005.440"},{"key":"780_CR37","unstructured":"Hubara I, Courbariaux M, Soudry D, El-Yaniv R, Bengio Y (2016) Binarized neural networks. In: The advances in neural information processing systems, pp 4114\u20134122"},{"issue":"6","key":"780_CR38","doi-asserted-by":"publisher","first-page":"517","DOI":"10.1177\/1094342016665471","volume":"31","author":"C Jin","year":"2017","unstructured":"Jin C, de Supinski BR, Abramson D et al (2017) A survey on software methods to improve the energy efficiency of parallel computing. Int J High Perf Comput Appl 31(6):517\u2013549","journal-title":"Int J High Perf Comput Appl"},{"key":"780_CR39","volume-title":"Project management: a systems approach to planning, scheduling, and controlling","author":"H Kerzner","year":"2017","unstructured":"Kerzner H, Kerzner HR (2017) Project management: a systems approach to planning, scheduling, and controlling. Wiley"},{"issue":"2","key":"780_CR40","doi-asserted-by":"publisher","first-page":"162","DOI":"10.1080\/07421222.2015.1063293","volume":"32","author":"L Khansa","year":"2015","unstructured":"Khansa L, Ma X, Liginlal D, Kim SS (2015) Understanding members\u2019 active participation in online question-and-answer communities: a theory and empirical analysis. J Manag Inf Syst 32(2):162\u2013203","journal-title":"J Manag Inf Syst"},{"issue":"1","key":"780_CR41","first-page":"32","volume":"16","author":"WR King","year":"2005","unstructured":"King WR, He J (2005) Understanding the role and methods of meta-analysis in IS research. Commun Assoc Inf Syst 16(1):32","journal-title":"Commun Assoc Inf Syst"},{"key":"780_CR42","doi-asserted-by":"publisher","unstructured":"Kumar M, Zhang X, Liu L, Wang Y, Shi W (2020) Energy-efficient machine learning on the edges. In: Parallel and distributed processing symposium workshops. https:\/\/doi.org\/10.1109\/IPDPSW50202.2020.00153","DOI":"10.1109\/IPDPSW50202.2020.00153"},{"issue":"1","key":"780_CR43","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1017\/S0269888906000737","volume":"21","author":"LA Kurgan","year":"2006","unstructured":"Kurgan LA, Musilek P (2006) A survey of knowledge discovery and data mining process models. Knowl Eng Rev 21(1):1\u201324","journal-title":"Knowl Eng Rev"},{"key":"780_CR44","doi-asserted-by":"crossref","unstructured":"Kwon H, Chatarasi P, Pellauer M, Parashar A, Sarkar V, Krishna T (2019) Understanding reuse, performance, and hardware cost of dnn dataflow: a data-centric approach. In: International symposium on microarchitecture, pp 754\u2013768","DOI":"10.1145\/3352460.3358252"},{"key":"780_CR45","unstructured":"Li H, Kadav A, Durdanovic I, Samet H, Graf HP (2017) Pruning filters for efficient convnets. In: International conference on learning representations. arXiv:1608.08710"},{"issue":"4","key":"780_CR46","doi-asserted-by":"publisher","first-page":"1313","DOI":"10.25300\/MISQ\/2013\/37.4.15","volume":"37","author":"C-M Loock","year":"2013","unstructured":"Loock C-M, Staake T, Thiesse F (2013) Motivating energy-efficient behavior with Green IS: an investigation of goal setting and the role of defaults. MIS Q 37(4):1313\u20131332","journal-title":"MIS Q"},{"issue":"4","key":"780_CR47","doi-asserted-by":"publisher","first-page":"503","DOI":"10.1111\/isj.12136","volume":"27","author":"F L\u00f6ser","year":"2016","unstructured":"L\u00f6ser F, Recker J, vom Brocke J, Molla A, Zarnekow R (2016) How IT executives create organizational benefits by translating environmental strategies into Green IS initiatives. Inf Syst J 27(4):503\u2013553","journal-title":"Inf Syst J"},{"key":"780_CR48","doi-asserted-by":"publisher","unstructured":"L\u00f6ser F (2013) Green IT and Green IS: definition of constructs and overview of current practices. In: Americas conference on information systems. https:\/\/doi.org\/10.13140\/2.1.3065.6962","DOI":"10.13140\/2.1.3065.6962"},{"key":"780_CR49","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1016\/j.knosys.2015.01.010","volume":"80","author":"J Lu","year":"2015","unstructured":"Lu J, Behbood V, Hao P, Zuo H, Xue S, Zhang G (2015) Transfer learning using computational intelligence: a survey. Knowl-Based Syst 80:14\u201323","journal-title":"Knowl-Based Syst"},{"key":"780_CR50","doi-asserted-by":"publisher","DOI":"10.1007\/s13721-016-0125-6","author":"G Luo","year":"2016","unstructured":"Luo G (2016) A review of automatic selection methods for machine learning algorithms and hyper-parameter values. Netw Model Anal Health Inform Bioinforma. https:\/\/doi.org\/10.1007\/s13721-016-0125-6","journal-title":"Netw Model Anal Health Inform Bioinforma"},{"issue":"4","key":"780_CR51","doi-asserted-by":"publisher","first-page":"1265","DOI":"10.25300\/MISQ\/2013\/37:4.3","volume":"37","author":"A Malhotra","year":"2013","unstructured":"Malhotra A, Melville N, Watson RT (2013) Spurring impactful research on information systems for environmental sustainability. MIS Q 37(4):1265\u20131274","journal-title":"MIS Q"},{"key":"780_CR52","doi-asserted-by":"publisher","unstructured":"Mamykina L, Manoim B, Mittal M, Hripcsak G, Hartmann B (2011) Design lessons from the fastest Q&A site in the west. In: SIGCHI conference on human factors in computing systems. https:\/\/doi.org\/10.1145\/1978942.1979366","DOI":"10.1145\/1978942.1979366"},{"issue":"1","key":"780_CR53","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1017\/S1351324909005129","volume":"16","author":"C Manning","year":"2010","unstructured":"Manning C, Raghavan P, Sch\u00fctze H (2010) Introduction to information retrieval. Nat Lang Eng 16(1):100\u2013103","journal-title":"Nat Lang Eng"},{"issue":"6481","key":"780_CR54","doi-asserted-by":"publisher","first-page":"984","DOI":"10.1126\/science.aba3758","volume":"367","author":"E Masanet","year":"2020","unstructured":"Masanet E, Shehabi A, Lei N, Smith S, Koomey J (2020) Recalibrating global data center energy-use estimates. Sci 367(6481):984\u2013986","journal-title":"Sci"},{"issue":"1","key":"780_CR55","doi-asserted-by":"publisher","first-page":"1","DOI":"10.2307\/20721412","volume":"34","author":"NP Melville","year":"2010","unstructured":"Melville NP (2010) Information systems innovation for environmental sustainability. MIS Q 34(1):1\u201321","journal-title":"MIS Q"},{"key":"780_CR56","doi-asserted-by":"publisher","DOI":"10.1080\/10580530.2020.1849465","author":"C Meske","year":"2021","unstructured":"Meske C, Bunde E, Schneider J, Gersch M (2021) Explainable artificial intelligence: objectives, stakeholders, and future research opportunities. Inf Syst Eng. https:\/\/doi.org\/10.1080\/10580530.2020.1849465","journal-title":"Inf Syst Eng"},{"key":"780_CR57","unstructured":"Molla A, Cooper V (2014) Greening data centres: the motivation, expectancy and ability drivers. In: European conference of information systems"},{"key":"780_CR58","doi-asserted-by":"crossref","unstructured":"Murugesan S (2008) Harnessing green IT: principles and practices. IT Prof 10(1)","DOI":"10.1109\/MITP.2008.10"},{"key":"780_CR59","doi-asserted-by":"publisher","unstructured":"Najafabadi M, Luna-Reyes L (2017) Open government data ecosystems: a closed-loop perspective. In: Hawaii international conference on system sciences. https:\/\/doi.org\/10.24251\/HICSS.2017.327","DOI":"10.24251\/HICSS.2017.327"},{"key":"780_CR60","doi-asserted-by":"publisher","unstructured":"Niu Z, He B, Liu F (2016) Not all joules are equal: towards energy-efficient and green-aware data processing frameworks. In: International conference on cloud engineering. https:\/\/doi.org\/10.1109\/IC2E.2016.17","DOI":"10.1109\/IC2E.2016.17"},{"issue":"3","key":"780_CR61","first-page":"1","volume":"26","author":"W Oliveira","year":"2021","unstructured":"Oliveira W, Oliveira R, Castor F, Pinto G, Fernandes JP (2021) Improving energy-efficiency by recommending Java collections. Emp Softw Eng 26(3):1\u201345","journal-title":"Emp Softw Eng"},{"issue":"10","key":"780_CR62","doi-asserted-by":"publisher","first-page":"1345","DOI":"10.1109\/TKDE.2009.191","volume":"22","author":"SJ Pan","year":"2010","unstructured":"Pan SJ, Yang Q (2010) A survey on transfer learning. IEEE Trans Knowl Data Eng 22(10):1345\u20131359","journal-title":"IEEE Trans Knowl Data Eng"},{"issue":"3","key":"780_CR63","doi-asserted-by":"publisher","first-page":"45","DOI":"10.2753\/MIS0742-1222240302","volume":"24","author":"K Peffers","year":"2007","unstructured":"Peffers K, Tuunanen T, Rothenberger MA, Chatterjee S (2007) A design science research methodology for information systems research. J Manag Inf Syst 24(3):45\u201377","journal-title":"J Manag Inf Syst"},{"key":"780_CR64","unstructured":"Provost F, Fawcett T (2013) Data science for business: what you need to know about data mining and data-analytic thinking. O'Reilly Media"},{"key":"780_CR65","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/j.neucom.2017.01.078","volume":"239","author":"S Ram\u00edrez-Gallego","year":"2017","unstructured":"Ram\u00edrez-Gallego S, Krawczyk B, Garc\u00eda S, Wo\u017aniak M, Herrera F (2017) A survey on data preprocessing for data stream mining: current status and future directions. Neurocomput 239:39\u201357","journal-title":"Neurocomput"},{"key":"780_CR66","doi-asserted-by":"publisher","unstructured":"Roy S, Rudra A, Verma A (2013) An energy complexity model for algorithms. In: Conference on innovations in theoretical computer science. https:\/\/doi.org\/10.1145\/2422436.2422470","DOI":"10.1145\/2422436.2422470"},{"key":"780_CR67","volume-title":"Introduction to data compression","author":"K Sayood","year":"2017","unstructured":"Sayood K (2017) Introduction to data compression. Morgan Kaufmann"},{"issue":"4","key":"780_CR68","doi-asserted-by":"publisher","first-page":"972","DOI":"10.1007\/s10618-017-0498-x","volume":"31","author":"J Schneider","year":"2017","unstructured":"Schneider J, Vlachos M (2017) Scalable density-based clustering with quality guarantees using random projections. Data Min Knowl Discov 31(4):972\u20131005","journal-title":"Data Min Knowl Discov"},{"issue":"4","key":"780_CR69","doi-asserted-by":"publisher","first-page":"1275","DOI":"10.25300\/MISQ\/2013\/37.4.13","volume":"37","author":"S Seidel","year":"2013","unstructured":"Seidel S, Recker J, vom Brocke J (2013) Sensemaking and sustainable practicing: functional affordances of information systems in green transformations. MIS Q 37(4):1275\u20131299","journal-title":"MIS Q"},{"issue":"1","key":"780_CR70","first-page":"3","volume":"40","author":"S Seidel","year":"2017","unstructured":"Seidel S, Bharati P, Fridgen G et al (2017) The sustainability imperative in information systems research. Commun Assoc Inf Syst 40(1):3","journal-title":"Commun Assoc Inf Syst"},{"issue":"2","key":"780_CR71","doi-asserted-by":"publisher","first-page":"221","DOI":"10.1057\/s41303-017-0039-0","volume":"27","author":"S Seidel","year":"2018","unstructured":"Seidel S, Chandra Kruse L, Szekely N, Gau M, Stieger D (2018) Design principles for sensemaking support systems in environmental sustainability transformations. Eur J Inf Syst 27(2):221\u2013247","journal-title":"Eur J Inf Syst"},{"key":"780_CR72","doi-asserted-by":"crossref","unstructured":"Shaikh O, Saad-Falcon J, Wright AP, Das N, Freitas S, Asensio O, Chau DH (2021) EnergyVis: interactively tracking and exploring energy consumption for ML models. In: Conference on human factors in computing systems, pp 1\u20137","DOI":"10.1145\/3411763.3451780"},{"key":"780_CR73","unstructured":"Simonyan K, Zisserman A (2014) Very deep convolutional networks for large-scale image recognition. arXiv preprint arXiv:1409.1556"},{"key":"780_CR74","unstructured":"Snoek J, Larochelle H, Adams RP (2012) Practical Bayesian optimization of machine learning algorithms. In: Adv Neur Inf Proc Syst. arXiv:1206.2944"},{"key":"780_CR75","unstructured":"Snurr R, Freude (2021) Energy fundamentals \u2013 Daily energy needs. https:\/\/home.uni-leipzig.de\/energy\/energy-fundamentals\/04.htm. Accessed 10 Oct 2021"},{"key":"780_CR76","unstructured":"Sorzano COS, Vargas J, Montano AP (2014) A survey of dimensionality reduction techniques. arXiv preprint arXiv:1403.2877"},{"key":"780_CR77","doi-asserted-by":"publisher","unstructured":"Stange M, Funk B (2015) How much tracking is necessary? The learning curve in Bayesian user journey analysis. In: European conference of information systems. https:\/\/doi.org\/10.18151\/7217484","DOI":"10.18151\/7217484"},{"key":"780_CR78","doi-asserted-by":"publisher","unstructured":"Strubell E, Ganesh A, McCallum A (2020) Energy and policy considerations for modern deep learning research. In: Proceedings of the AAAI conference on artificial intelligence. https:\/\/doi.org\/10.1609\/aaai.v34i09.7123","DOI":"10.1609\/aaai.v34i09.7123"},{"issue":"3","key":"780_CR79","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1007\/s12599-014-0324-6","volume":"6","author":"L Suhl","year":"2014","unstructured":"Suhl L, Vo\u00df S (2014) An introduction to the special focus issue \u201cDecision Analytics.\u201d Bus Inf Syst Eng 6(3):129. https:\/\/doi.org\/10.1007\/s12599-014-0324-6","journal-title":"Bus Inf Syst Eng"},{"issue":"4","key":"780_CR80","first-page":"22","volume":"12","author":"J Taina","year":"2011","unstructured":"Taina J (2011) Good, bad, and beautiful software. In search of green software quality factors. Cepis Upgrade 12(4):22\u201327","journal-title":"Cepis Upgrade"},{"key":"780_CR81","doi-asserted-by":"publisher","unstructured":"Thornton C, Hutter F, Hoos HH, Leyton-Brown K (2013) Auto-WEKA: combined selection and hyperparameter optimization of classification algorithms. In: International conference on knowledge discovery and data mining. https:\/\/doi.org\/10.1145\/2487575.2487629","DOI":"10.1145\/2487575.2487629"},{"issue":"2","key":"780_CR82","first-page":"58","volume":"106","author":"A Tsymbal","year":"2004","unstructured":"Tsymbal A (2004) The problem of concept drift: definitions and related work. Computer Science Department, Trinity College Dublin 106(2):58","journal-title":"Computer Science Department, Trinity College Dublin"},{"issue":"4","key":"780_CR83","doi-asserted-by":"publisher","first-page":"265","DOI":"10.1007\/s41019-016-0022-0","volume":"1","author":"MH ur Rehman","year":"2016","unstructured":"ur Rehman MH, Liew CS, Abbas A, Jayaraman PP, Wah TY, Khan SU (2016) Big data reduction methods: a survey. Data Sci Eng 1(4):265\u2013284","journal-title":"Data Sci Eng"},{"key":"780_CR84","doi-asserted-by":"crossref","unstructured":"van der Aalst WM (2016) Green data science: using big data in an environmentally friendly manner. In: International conference on enterprise information systems, pp 9\u201321","DOI":"10.5220\/0006806900010001"},{"issue":"3","key":"780_CR85","doi-asserted-by":"publisher","first-page":"1","DOI":"10.4018\/jdwm.2009070101","volume":"5","author":"P Vassiliadis","year":"2009","unstructured":"Vassiliadis P (2009) A survey of extract\u2013transform\u2013load technology. Int J Data Wareh Min 5(3):1\u201327","journal-title":"Int J Data Wareh Min"},{"issue":"1","key":"780_CR86","doi-asserted-by":"publisher","first-page":"36","DOI":"10.1287\/isre.3.1.36","volume":"3","author":"JG Walls","year":"1992","unstructured":"Walls JG, Widmeyer GR, El Sawy OA (1992) Building an information system design theory for vigilant EIS. Inf Syst Res 3(1):36\u201359. https:\/\/doi.org\/10.1287\/isre.3.1.36","journal-title":"Inf Syst Res"},{"issue":"3","key":"780_CR87","doi-asserted-by":"publisher","first-page":"639","DOI":"10.1007\/s11227-011-0704-3","volume":"63","author":"L Wang","year":"2013","unstructured":"Wang L, Khan SU (2013) Review of performance metrics for green data centers: a taxonomy study. J Supercomput 63(3):639\u2013656","journal-title":"J Supercomput"},{"issue":"1","key":"780_CR88","doi-asserted-by":"publisher","first-page":"23","DOI":"10.2307\/20721413","volume":"34","author":"RT Watson","year":"2010","unstructured":"Watson RT, Boudreau M-C, Chen AJ (2010) Information systems and environmentally sustainable development: energy informatics and new directions for the IS community. MIS Q 34(1):23\u201338","journal-title":"MIS Q"},{"issue":"1","key":"780_CR89","first-page":"42","volume":"48","author":"RT Watson","year":"2021","unstructured":"Watson RT, Elliot S, Corbett J et al (2021) How the AIS can improve its contributions to the UN\u2019s sustainability development goals: towards a framework for scaling collaborations and evaluating impact. Commun Assoc Inf Syst 48(1):42","journal-title":"Commun Assoc Inf Syst"},{"key":"780_CR90","unstructured":"Watson RT, Boudreau M-C, Chen AJ, Huber M (2008) Green IS: building sustainable business practices. In: Watson RT (ed) Information systems: a global text, pp 247\u2013261"},{"issue":"3","key":"780_CR91","doi-asserted-by":"publisher","first-page":"685","DOI":"10.25300\/MISQ\/2017\/41.3.02","volume":"41","author":"M Wiesche","year":"2017","unstructured":"Wiesche M, Jurisch MC, Yetton PW, Krcmar H (2017) Grounded theory methodology in information systems research. MIS Q 41(3):685\u2013701","journal-title":"MIS Q"},{"key":"780_CR92","unstructured":"Wirth R, Hipp J (2000) CRISP-DM: towards a standard process model for data mining. In: Conference on the practical applications of knowledge discovery and data mining"},{"issue":"7","key":"780_CR93","doi-asserted-by":"publisher","first-page":"1341","DOI":"10.1162\/neco.1996.8.7.1341","volume":"8","author":"DH Wolpert","year":"1996","unstructured":"Wolpert DH (1996) The lack of a priori distinctions between learning algorithms. Neur Comput 8(7):1341\u20131390","journal-title":"Neur Comput"},{"key":"780_CR94","unstructured":"Yosinski J, Clune J, Bengio Y, Lipson H (2014) How transferable are features in deep neural networks? In: Neural information processing systems, pp 3320\u20133328"}],"container-title":["Business &amp; Information Systems Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12599-022-00780-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12599-022-00780-w\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12599-022-00780-w.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,2,1]],"date-time":"2023-02-01T14:31:36Z","timestamp":1675261896000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12599-022-00780-w"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12,5]]},"references-count":94,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2023,2]]}},"alternative-id":["780"],"URL":"https:\/\/doi.org\/10.1007\/s12599-022-00780-w","relation":{},"ISSN":["2363-7005","1867-0202"],"issn-type":[{"value":"2363-7005","type":"print"},{"value":"1867-0202","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,12,5]]},"assertion":[{"value":"16 April 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 August 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"5 December 2022","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}