• Big data analytics in association rule mining : a systematic literature reviewShahin, Mahtab; Arakkal Peious, Sijo; Sharma, Rahul; Kaushik, Minakshi; Ben Yahia, Sadok; Shah, Syed Attique; Draheim, DirkBDET 2021: 2021 the 3rd International Conference on Big Data Engineering and Technology (BDET) : proceedings2021 / p. 40-49 https://doi.org/10.1145/3474944.3474951 https://www.scopus.com/sourceid/11600154611 https://www.scopus.com/record/display.uri?eid=2-s2.0-85118187459&origin=inward&txGid=03bbb89897498d74fe2838293db23239
• Cluster-based association rule mining for an intersection accident datasetShahin, Mahtab; Saeidi, Soheila; Shah, Syed Attique; Kaushik, Minakshi; Sharma, Rahul; Arakkal Peious, Sijo; Draheim, Dirk2021 International Conference on Computing, Electronic and Electrical Engineering (ICE Cube), 26-27 November 2021 : proceedings2021 / 6 p https://doi.org/10.1109/ICECube53880.2021.9628206
• Detecting Simpson’s paradox : a machine learning perspectiveSharma, Rahul; Garayev, Huseyn; Kaushik, Minakshi; Arakkal Peious, Sijo; Tiwari, Prauag; Draheim, DirkDatabase and Expert Systems Applications : 33rd International Conference, DEXA 2022, Vienna, Austria, August 22-24, 2022 : proceedings. Part I2022 / p. 323-335 : ill https://doi.org/10.1007/978-3-031-12423-5_25 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85135778064&origin=inward&txGid=0f5ea199fc6b15bece1ea9804ec75a28 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=LECT%20NOTES%20ARTIF%20INT&year=2005 https://www.webofscience.com/wos/woscc/summary/d0dbd519-f790-4c75-9f1e-440eca742ac1-b973d860/relevance/1
• Detecting Simpson’s paradox : a step towards fairness in machine learningSharma, Rahul; Kaushik, Minakshi; Arakkal Peious, Sijo; Bertl, Markus; Ankit, Vidyarthi; Ashwani, Kumar; Draheim, DirkNew Trends in Database and Information Systems : ADBIS 2022 Short Papers, Doctoral Consortium and Workshops : DOING, K-GALS, MADEISD, MegaData, SWODCH, Turin, Italy, September 5-8, 2022 : proceedings2022 / p. 67-76 : ill https://doi.org/10.1007/978-3-031-15743-1_7 https://www.scopus.com/sourceid/17700155007 https://www.scopus.com/record/display.uri?eid=2-s2.0-85138005682&origin=inward&txGid=33970a503be0e45055e5b10e96566214 https://www.webofscience.com/wos/woscc/full-record/WOS:000892609000007
• Discretizing numerical attributes : an analysis of human perceptionsKaushik, Minakshi; Sharma, Rahul; Draheim, DirkarXiv.org2023 / 18 p. : ill https://doi.org/10.48550/arXiv.2311.03278
• Discretizing numerical attributes : an analysis of human perceptions : [conference paper]Kaushik, Minakshi; Sharma, Rahul; Vidyarthi, Ankit; Draheim, DirkNew Trends in Database and Information Systems : ADBIS 2022 Short Papers, Doctoral Consortium and Workshops : DOING, K-GALS, MADEISD, MegaData, SWODCH, Turin, Italy, September 5-8, 2022 : proceedings2022 / p. 188-197 https://doi.org/10.1007/978-3-031-15743-1_18 https://www.scopus.com/sourceid/17700155007 https://www.scopus.com/record/display.uri?eid=2-s2.0-85137974072&origin=inward&txGid=22be1e741d65d210aa01e7e71c8303cd https://www.webofscience.com/wos/woscc/full-record/WOS:000892609000018
• An exhaustive multi-aspect analysis of swarm intelligence algorithms in numerical association rule miningKaushik, Minakshi; Sharma, Rahul; Koiva, Pilleriin; Fister, Iztok; Draheim, DirkIEEE Access2024 / p. 138985 - 139002 https://doi.org/10.1109/ACCESS.2024.3417334 https://www.scopus.com/sourceid/21100374601 https://www.scopus.com/record/display.uri?eid=2-s2.0-85196710194&origin=resultslist&sort=plf-f&src=s&sot=b&sdt=b&s=DOI%2810.1109%2FACCESS.2024.3417334%29&sessionSearchId=122615d9f955ef6b8e3916961131e6f0&relpos=0 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=IEEE%20ACCESS&year=2023 https://www.webofscience.com/wos/woscc/full-record/WOS:001327298800001
• Existence of the Yule-Simpson effect : an experiment with continuous dataSharma, Rahul; Kaushik, Minakshi; Arakkal Peious, Sijo; Shahin, Mahtab; Vidyarthi, Ankit; Draheim, DirkProceedings of the Confluence 2022 : 12th International Conference on Cloud Computing, Data Science & Engineering, 27-28 January 2022 : Virtual2022 / p. 351-355 https://doi.org/10.1109/Confluence52989.2022.9734211
• Expected vs. unexpected : selecting right measures of interestingnessSharma, Rahul; Kaushik, Minakshi; Arakkal Peious, Sijo; Ben Yahia, Sadok; Draheim, DirkBig Data Analytics and Knowledge Discovery : 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14–17, 2020 : proceedings2020 / p. 38-47 https://doi.org/10.1007/978-3-030-59065-9_4 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85091486892&origin=inward&txGid=2e94def5d38f8bbd90a5cb9bdbb9f595 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=LECT%20NOTES%20ARTIF%20INT&year=2005 https://www.webofscience.com/wos/woscc/full-record/WOS:000886528600004
• Exploring factors in a crossroad dataset using cluster-based association rule miningShahin, Mahtab; Heidari Iman, Mohammad Reza; Kaushik, Minakshi; Sharma, Rahul; Ghasempouri, Tara; Draheim, DirkProcedia computer science2022 / p. 231-238 : ill https://doi.org/10.1016/j.procs.2022.03.032 https://www.scopus.com/sourceid/19700182801 https://www.scopus.com/record/display.uri?eid=2-s2.0-85132188116&origin=inward&txGid=2f2ed8feec1196d5f8ec3b79fcee4c88
• Generalized association rule mining – dimensional unsupervised learning = Üldistatud assotsiatsioonireeglite kaevandamine – dimensiooniline juhendamata õpeKaushik, Minakshi2024 https://www.ester.ee/record=b5652676*est https://digikogu.taltech.ee/et/Item/b3fc493d-b245-43e2-bd37-87d749cca028 https://doi.org/10.23658/taltech.6/2024
• Grand reports : a tool for generalizing association rule mining to numeric target valuesArakkal Peious, Sijo; Sharma, Rahul; Kaushik, Minakshi; Shah, Syed Attique; Ben Yahia, SadokBig Data Analytics and Knowledge Discovery : 22nd International Conference, DaWaK 2020, Bratislava, Slovakia, September 14-17, 2020 : proceedings2020 / p. 28-37 https://doi.org/10.1007/978-3-030-59065-9_3 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85091524337&origin=inward&txGid=55a36caa612e234b3124e0d4bf475689 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=LECT%20NOTES%20ARTIF%20INT&year=2005 https://www.webofscience.com/wos/woscc/full-record/WOS:000886528600003
• Impact-driven discretization of numerical factors : case of two- and three-partitioningKaushik, Minakshi; Sharma, Rahul; Arakkal Peious, Sijo; Draheim, DirkBig Data Analytics. BDA 2021 : 9th International Conference, BDA 2021, Virtual Event, December 15-18, 2021 : proceedings2021 / p. 244–260 https://doi.org/10.1007/978-3-030-93620-4_18 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85122580898&origin=inward&txGid=15bb38d4ded468a239b7ede274bb5937
• A novel framework for unification of association rule mining, online analytical processing and statistical reasoningSharma, Rahul; Kaushik, Minakshi; Arakkal Peious, Sijo; Bazin, Alexandre; Shah, Syed Attique; Istok, Fister jr.; Ben Yahia, Sadok; Draheim, DirkIEEE Access2022 / p. 12792-12813 https://doi.org/10.1109/ACCESS.2022.3142537 https://www.scopus.com/sourceid/21100374601 https://www.scopus.com/record/display.uri?eid=2-s2.0-85123301116&origin=inward&txGid=f796eb16e9fd8a4dbcd2defcab6e9696 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=IEEE%20ACCESS&year=2022 https://www.webofscience.com/wos/woscc/full-record/WOS:000751358200001
• Numerical association rule mining : a systematic literature reviewKaushik, Minakshi; Sharma, Rahul; Fister, Iztok jr.; Draheim, DirkarXiv.org2023 / 50 p. : ill https://doi.org/10.48550/arXiv.2307.00662
• An analysis of human perception of partitions of numerical factor domainsKaushik, Minakshi; Sharma, Rahul; Shahin, Mahtab; Arakkal Peious, Sijo; Draheim, DirkLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) ; Vol. 13635 LNCS2022 / p. 137-144 https://doi.org/10.1007/978-3-031-21047-1_13 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85145008815&origin=inward&txGid=b210ecec54c3987e704366d6bf170f3a https://jcr.clarivate.com/jcr-jp/journal-profile?journal=LECT%20NOTES%20ARTIF%20INT&year=2005 https://www.webofscience.com/wos/woscc/full-record/WOS:000927884900013
• On Choosing the Columnar In-Memory Database Hyrise as High-Performant Implementation Platform for the Grandreport ToolArakkal Peious, Sijo; Kaushik, Minakshi; Shahin, Mahtab; Sharma, Rahul; Draheim, Dirktechrxiv.org2025 / 7 p http://doi.org/10.36227/techrxiv.174015861.15410981/v1
• On measuring confounding bias in mixed multidimensional data : case of coerced multiple linear regression adjustmentArakkal Peious, Sijo; Kaushik, Minakshi; Shah, Syed Attique; Sharma, Rahul; Suran, Shweta; Draheim, DirkICT for Intelligent Systems : proceedings of ICTIS 2024. Vol. 62024 / p. 329–342 https://doi.org/10.1007/978-981-97-6684-0_27 https://www.scopus.com/sourceid/21100901469 https://www.scopus.com/pages/publications/85215662043?inward
• On observing patterns of correlations during drill-downArakkal Peious, Sijo; Sharma, Rahul; Kaushik, Minakshi; Shahin, Mahtab; Draheim, DirkInformation Integration and Web Intelligence, 25th International Conference, iiWAS 2023, Denpasar, Bali, Indonesia, December 4–6, 2023 : proceedings2023 / p. 134-143 : ill https://doi.org/10.1007/978-3-031-48316-5_16 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85178660496&origin=inward&txGid=94cdcbda598f04c1bb7668ae39d910df
• On the potential of numerical association rule miningKaushik, Minakshi; Sharma, Rahul; Arakkal Peious, Sijo; Shahin, Mahtab; Ben Yahia, Sadok; Draheim, DirkFuture Data and Security Engineering. Big Data, Security and Privacy, Smart City and Industry 4.0 Applications : 7th International Conference, FDSE 2020, Quy Nhon, Vietnam, November 25–27, 2020 : proceedings2020 / p. 3-20 https://doi.org/10.1007/978-981-33-4370-2_1 https://www.scopus.com/sourceid/17700155007 https://www.scopus.com/record/display.uri?eid=2-s2.0-85097395086&origin=inward&txGid=a12a6d463ea9145980cceba68e4d3197
• Swarm-intelligence algorithms for mining numerical association rules : an exhaustive multi-aspect analysis of performance assessment dataKaushik, Minakshi; Kõiva, Pilleriin; Sharma, Rahul; Fister, Iztok jr.; Draheim, DirkSSRN2023 / 37 p https://ssrn.com/abstract=4399331 https://doi.org/10.2139/ssrn.4399331
• A systematic assessment of numerical association rule mining methodsKaushik, Minakshi; Sharma, Rahul; Arakkal Peious, Sijo; Shahin, Mahtab; Ben Yahia, Sadok; Draheim, DirkSN Computer Science2021 / art. 348 https://doi.org/10.1007/s42979-021-00725-2 https://www.scopus.com/sourceid/21101083109 https://www.scopus.com/record/display.uri?eid=2-s2.0-85118170022&origin=inward&txGid=30b541b6e3ca827ed1019310954b3a2f
• Towards unification of statistical reasoning, OLAP and association rule mining : semantics and pragmaticsSharma, Rahul; Kaushik, Minakshi; Arakkal Peious, Sijo; Shahin, Mahtab; Draheim, DirkDatabase Systems for Advanced Applications : 27th International Conference, DASFAA 2022, Virtual Event, April 11–14, 2022 : proceedings. Part I2022 / p. 596–603 https://doi.org/10.1007/978-3-031-00123-9_48 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85129906387&origin=inward&txGid=36195c4d0cfdc4206889d04738052798 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=LECT%20NOTES%20ARTIF%20INT&year=2005 https://www.webofscience.com/wos/woscc/full-record/WOS:000873153800048
• Why not to trust big data : discussing statistical paradoxesSharma, Rahul; Kaushik, Minakshi; Arakkal Peious, Sijo; Shahin, Mahtab; Vidyarthi, Ankit; Tiwari, Prayag; Draheim, DirkDatabase Systems for Advanced Applications : DASFAA 2022, International Workshops BDMS, BDQM, GDMA, IWBT, MATQTDS, and PMBD, Virtual Event, April 11–14, 2022 : proceedings2022 / p. 50-63 : ill https://doi.org/10.1007/978-3-031-11217-1_4 https://www.scopus.com/sourceid/25674 https://www.scopus.com/record/display.uri?eid=2-s2.0-85135092196&origin=inward&txGid=6341e96b782f7ed627f86f89d1961a49 https://jcr.clarivate.com/jcr-jp/journal-profile?journal=LECT%20NOTES%20ARTIF%20INT&year=2005 https://www.webofscience.com/wos/woscc/full-record/WOS:000878075300004