{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,13]],"date-time":"2026-03-13T01:54:39Z","timestamp":1773366879417,"version":"3.50.1"},"publisher-location":"Cham","reference-count":20,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031210464","type":"print"},{"value":"9783031210471","type":"electronic"}],"license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2022]]},"DOI":"10.1007\/978-3-031-21047-1_13","type":"book-chapter","created":{"date-parts":[[2022,11,19]],"date-time":"2022-11-19T13:02:34Z","timestamp":1668862954000},"page":"137-144","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["An Analysis of\u00a0Human Perception of\u00a0Partitions of\u00a0Numerical Factor Domains"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6658-1712","authenticated-orcid":false,"given":"Minakshi","family":"Kaushik","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9024-8768","authenticated-orcid":false,"given":"Rahul","family":"Sharma","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5784-6301","authenticated-orcid":false,"given":"Mahtab","family":"Shahin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7858-9463","authenticated-orcid":false,"given":"Sijo Arakkal","family":"Peious","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3376-7489","authenticated-orcid":false,"given":"Dirk","family":"Draheim","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2022,11,20]]},"reference":[{"key":"13_CR1","doi-asserted-by":"crossref","unstructured":"Aupetit, M., Sedlmair, M., Abbas, M.M., Baggag, A., Bensmail, H.: Toward perception-based evaluation of clustering techniques for visual analytics. In: Proceedings of VIS2019 - IEEE Visualization Conference, pp. 141\u2013145 (2019)","DOI":"10.1109\/VISUAL.2019.8933620"},{"issue":"12","key":"13_CR2","doi-asserted-by":"publisher","first-page":"1933","DOI":"10.1109\/TVCG.2014.2346978","volume":"20","author":"\u00c7 Demiralp","year":"2014","unstructured":"Demiralp, \u00c7., Bernstein, M.S., Heer, J.: Learning perceptual kernels for visualization design. IEEE Trans. Visual Comput. Graph. 20(12), 1933\u20131942 (2014)","journal-title":"IEEE Trans. Visual Comput. Graph."},{"key":"13_CR3","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-69868-7","author":"D Draheim","year":"2017","unstructured":"Draheim, D.: Generalized Jeffrey conditionalization: a frequentist semantics of partial conditionalization. Springer, Cham (2017). https:\/\/doi.org\/10.1007\/978-3-319-69868-7","journal-title":"Springer, Cham"},{"key":"13_CR4","doi-asserted-by":"publisher","unstructured":"Draheim, D.: Future perspectives of association rule mining based on partial conditionalization. In: Proceedings of DEXA\u20192019 - the 30th International Conference on Database and Expert Systems Applications, LNCS, vol. 11706, p. xvi. Springer, Cham (2019). https:\/\/doi.org\/10.1007\/978-3-030-27615-7","DOI":"10.1007\/978-3-030-27615-7"},{"key":"13_CR5","doi-asserted-by":"crossref","unstructured":"Etemadpour, R., da Motta, R.C., de Souza Paiva, J.G., Minghim, R., de Oliveira, M.C.F., Linsen, L.: Role of human perception in cluster-based visual analysis of multidimensional data projections. In: Proceedings of IVAPP -International Conference on Information Visualization Theory and Applications, pp. 276\u2013283 (2014)","DOI":"10.5220\/0004682102760283"},{"issue":"4","key":"13_CR6","doi-asserted-by":"publisher","first-page":"734","DOI":"10.1109\/TKDE.2012.35","volume":"25","author":"S Garcia","year":"2012","unstructured":"Garcia, S., Luengo, J., S\u00e1ez, J.A., Lopez, V., Herrera, F.: A survey of discretization techniques: taxonomy and empirical analysis in supervised learning. IEEE Trans. Knowl. Data Eng. 25(4), 734\u2013750 (2012)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"13_CR7","unstructured":"Janosi, A., Steinbrunn, W., Pfisterer, M., Detrano, R.: Heart Disease. UCI machine learning repository (1988)"},{"key":"13_CR8","unstructured":"Kalish, M.: DC public employee salaries (2011). https:\/\/data.world\/codefordc\/dc-public-employee-salaries-2011"},{"key":"13_CR9","unstructured":"Kaushik, M.: Datasets (2022). https:\/\/github.com\/minakshikaushik\/LSQM-measure.git"},{"key":"13_CR10","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"244","DOI":"10.1007\/978-3-030-93620-4_18","volume-title":"Big Data Analytics","author":"M Kaushik","year":"2021","unstructured":"Kaushik, M., Sharma, R., Peious, S.A., Draheim, D.: Impact-Driven Discretization of\u00a0Numerical Factors: Case of\u00a0Two- and\u00a0Three-Partitioning. In: Srirama, S.N., Lin, J.C.-W., Bhatnagar, R., Agarwal, S., Reddy, P.K. (eds.) BDA 2021. LNCS, vol. 13147, pp. 244\u2013260. Springer, Cham (2021). https:\/\/doi.org\/10.1007\/978-3-030-93620-4_18"},{"issue":"5","key":"13_CR11","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s42979-021-00725-2","volume":"2","author":"M Kaushik","year":"2021","unstructured":"Kaushik, M., et al.: A systematic assessment of numerical association rule mining methods. SN Comput. Sci. 2(5), 1\u201313 (2021)","journal-title":"SN Comput. Sci."},{"issue":"1","key":"13_CR12","first-page":"47","volume":"32","author":"S Kotsiantis","year":"2006","unstructured":"Kotsiantis, S., Kanellopoulos, D.: Discretization techniques: a recent survey. GESTS Int. Trans. Comput. Sci. Eng. 32(1), 47\u201358 (2006)","journal-title":"GESTS Int. Trans. Comput. Sci. Eng."},{"issue":"4","key":"13_CR13","doi-asserted-by":"publisher","first-page":"393","DOI":"10.1023\/A:1016304305535","volume":"6","author":"H Liu","year":"2002","unstructured":"Liu, H., Hussain, F., Tan, C.L., Dash, M.: Discretization: An enabling technique. Data Min. Knowl. Disc. 6(4), 393\u2013423 (2002)","journal-title":"Data Min. Knowl. Disc."},{"key":"13_CR14","unstructured":"Naik, S.: NJ teacher salaries. (2016). https:\/\/data.world\/sheilnaik\/nj-teacher-salaries-2016"},{"key":"13_CR15","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"28","DOI":"10.1007\/978-3-030-59065-9_3","volume-title":"Big Data Analytics and Knowledge Discovery","author":"S Arakkal Peious","year":"2020","unstructured":"Arakkal Peious, S., Sharma, R., Kaushik, M., Shah, S.A., Yahia, S.B.: Grand reports: a tool for generalizing association rule mining to numeric target values. In: Song, M., Song, I.-Y., Kotsis, G., Tjoa, A.M., Khalil, I. (eds.) DaWaK 2020. LNCS, vol. 12393, pp. 28\u201337. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-59065-9_3"},{"key":"13_CR16","doi-asserted-by":"crossref","unstructured":"Shahin, M., et al.: Big data analytics in association rule mining: A systematic literature review. In: Proceedings of BDET 2021- International Conference on Big Data Engineering and Technology, pp. 40\u201349. ACM (2021)","DOI":"10.1145\/3474944.3474951"},{"key":"13_CR17","doi-asserted-by":"publisher","first-page":"12792","DOI":"10.1109\/ACCESS.2022.3142537","volume":"10","author":"R Sharma","year":"2022","unstructured":"Sharma, R., et al.: A novel framework for unification of association rule mining, online analytical processing and statistical reasoning. IEEE Access 10, 12792\u201312813 (2022). https:\/\/doi.org\/10.1109\/ACCESS.2022.3142537","journal-title":"IEEE Access"},{"key":"13_CR18","doi-asserted-by":"publisher","unstructured":"Sharma, R., Kaushik, M., Peious, S.A., Shahin, M., Yadav, A.S., Draheim, D.: Towards unification of statistical reasoning, OLAP and association rule mining: semantics and pragmatics. In: Database Systems for Advanced Applications. DASFAA 2022, LNCS, vol. 13245. Springer, Cham (2022). https:\/\/doi.org\/10.1007\/978-3-031-00123-9_48","DOI":"10.1007\/978-3-031-00123-9_48"},{"key":"13_CR19","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1007\/978-3-030-59065-9_4","volume-title":"Big Data Analytics and Knowledge Discovery","author":"R Sharma","year":"2020","unstructured":"Sharma, R., Kaushik, M., Peious, S.A., Yahia, S.B., Draheim, D.: Expected vs. unexpected: selecting right measures of interestingness. In: Song, M., Song, I.-Y., Kotsis, G., Tjoa, A.M., Khalil, I. (eds.) DaWaK 2020. LNCS, vol. 12393, pp. 38\u201347. Springer, Cham (2020). https:\/\/doi.org\/10.1007\/978-3-030-59065-9_4"},{"key":"13_CR20","doi-asserted-by":"crossref","unstructured":"Srikant, R., Agrawal, R.: Mining quantitative association rules in large relational tables. In: Proceedings of ACM SIGMOD 1996 - International Conference on Management of Data, pp. 1\u201312 (1996)","DOI":"10.1145\/235968.233311"}],"container-title":["Lecture Notes in Computer Science","Information Integration and Web Intelligence"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-21047-1_13","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,10,9]],"date-time":"2024-10-09T03:56:01Z","timestamp":1728446161000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-21047-1_13"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"ISBN":["9783031210464","9783031210471"],"references-count":20,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-21047-1_13","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]},"assertion":[{"value":"20 November 2022","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"iiWAS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Information Integration and Web","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2022","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"28 November 2022","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"30 November 2022","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"24","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iiwas2022","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.iiwas.org\/conferences\/iiwas2022","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Mix","order":1,"name":"type","label":"Type","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"EasyChair","order":2,"name":"conference_management_system","label":"Conference Management System","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"97","order":3,"name":"number_of_submissions_sent_for_review","label":"Number of Submissions Sent for Review","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"26","order":4,"name":"number_of_full_papers_accepted","label":"Number of Full Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"25","order":5,"name":"number_of_short_papers_accepted","label":"Number of Short Papers Accepted","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"27% - The value is computed by the equation \"Number of Full Papers Accepted \/ Number of Submissions Sent for Review * 100\" and then rounded to a whole number.","order":6,"name":"acceptance_rate_of_full_papers","label":"Acceptance Rate of Full Papers","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"4","order":7,"name":"average_number_of_reviews_per_paper","label":"Average Number of Reviews per Paper","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"5","order":8,"name":"average_number_of_papers_per_reviewer","label":"Average Number of Papers per Reviewer","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"Yes","order":9,"name":"external_reviewers_involved","label":"External Reviewers Involved","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}},{"value":"This volume includes 2 keynote speakers abstracts and a forum abstract.","order":10,"name":"additional_info_on_review_process","label":"Additional Info on Review Process","group":{"name":"ConfEventPeerReviewInformation","label":"Peer Review Information (provided by the conference organizers)"}}]}}