{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,26]],"date-time":"2026-02-26T21:55:35Z","timestamp":1772142935156,"version":"3.50.1"},"reference-count":55,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2015,11,5]],"date-time":"2015-11-05T00:00:00Z","timestamp":1446681600000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100003407","name":"MIUR","doi-asserted-by":"crossref","award":["AMANDA"],"award-info":[{"award-number":["AMANDA"]}],"id":[{"id":"10.13039\/501100003407","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100003407","name":"MIUR","doi-asserted-by":"crossref","award":["NEPTIS, SM&ST, RoMA"],"award-info":[{"award-number":["NEPTIS, SM&ST, RoMA"]}],"id":[{"id":"10.13039\/501100003407","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100002207","name":"DG Connect","doi-asserted-by":"publisher","award":["VOICE - 621137"],"award-info":[{"award-number":["VOICE - 621137"]}],"id":[{"id":"10.13039\/501100002207","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002207","name":"DG Connect","doi-asserted-by":"publisher","award":["COMSODE - 611358"],"award-info":[{"award-number":["COMSODE - 611358"]}],"id":[{"id":"10.13039\/501100002207","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Data Sci. Eng."],"published-print":{"date-parts":[[2016,3]]},"DOI":"10.1007\/s41019-015-0004-7","type":"journal-article","created":{"date-parts":[[2015,11,5]],"date-time":"2015-11-05T01:11:22Z","timestamp":1446685882000},"page":"6-20","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":66,"title":["On the Meaningfulness of \u201cBig Data Quality\u201d (Invited Paper)"],"prefix":"10.1007","volume":"1","author":[{"given":"Donatella","family":"Firmani","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9730-8882","authenticated-orcid":false,"given":"Massimo","family":"Mecella","sequence":"additional","affiliation":[]},{"given":"Monica","family":"Scannapieco","sequence":"additional","affiliation":[]},{"given":"Carlo","family":"Batini","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2015,11,5]]},"reference":[{"key":"4_CR1","volume-title":"Data and information quality. Dimensions, principles and techniques","author":"C Batini","year":"2015","unstructured":"Batini C, Scannapieco M (2015) Data and information quality. Dimensions, principles and techniques. Springer, New York"},{"key":"4_CR2","unstructured":"Batini C, Palmonari M, Viscusi G (2012) The many faces of information and their impact on information quality. In: Proceedings of the 17th international conference on information quality (IQ 2012)"},{"key":"4_CR3","doi-asserted-by":"crossref","first-page":"1407","DOI":"10.3998\/3336451.0007.104","volume":"7","author":"MK Bergman","year":"2001","unstructured":"Bergman MK (2001) The deep web: surfacing hidden value. J Electron Publ 7:1407","journal-title":"J Electron Publ"},{"key":"4_CR4","unstructured":"Bizer C (2007) Quality-driven information filtering in the context of Web-based information systems, PhD thesis. Freie Universit\u00e4t Berlin, March 2007"},{"issue":"3","key":"4_CR5","doi-asserted-by":"crossref","first-page":"1","DOI":"10.4018\/jswis.2009081901","volume":"5","author":"C Bizer","year":"2009","unstructured":"Bizer C, Heath T, Berners-Lee T (2009) Linked data\u2014the story so far. Int J Semant Web Inf Syst 5(3):1\u201322","journal-title":"Int J Semant Web Inf Syst"},{"key":"4_CR6","doi-asserted-by":"crossref","unstructured":"Carroll JJ (2003) Signing rdf graphs. Technical report, HPL-2003-142, HP Labs","DOI":"10.1007\/978-3-540-39718-2_24"},{"key":"4_CR7","volume-title":"Readability revisited. The new Dale-Chall readability formula","author":"JS Chall","year":"1995","unstructured":"Chall JS (1995) Readability revisited. The new Dale-Chall readability formula, vol 118. Brookline Books, Cambridge"},{"key":"4_CR8","first-page":"73","volume":"3","author":"W Cohen","year":"2003","unstructured":"Cohen W, Ravikumar P, Fienberg S (2003) A comparison of string metrics for matching names and records. KDD Workshop Data Clean Object Consol 3:73\u201378","journal-title":"KDD Workshop Data Clean Object Consol"},{"key":"4_CR9","volume-title":"Quality is free","author":"PB Crosby","year":"1979","unstructured":"Crosby PB (1979) Quality is free. McGraw-Hill, New York"},{"issue":"7","key":"4_CR10","doi-asserted-by":"crossref","first-page":"680","DOI":"10.14778\/2180912.2180920","volume":"5","author":"N Dalvi","year":"2012","unstructured":"Dalvi N, Machanavajjhala A, Pang B (2012) An analysis of structured data on the web. Proc VLDB Endow 5(7):680\u2013691","journal-title":"Proc VLDB Endow"},{"key":"4_CR11","doi-asserted-by":"crossref","first-page":"986","DOI":"10.1889\/1.1830949","volume":"33","author":"H Ridder de","year":"2002","unstructured":"de Ridder H, Endrikhovski S (2002) Image quality is fun: reflections on fidelity, usefulness and naturalness. SID Symp Dig Tech Pap 33:986\u2013989","journal-title":"SID Symp Dig Tech Pap"},{"key":"4_CR12","unstructured":"Dong XL, Saha B, Srivastava D (2013) Less is more: selecting sources wisely for integration. In: Proceedings of the 39th international conference on very large data bases, PVLDB\u201913. VLDB Endowment, pp 37\u201348"},{"key":"4_CR13","unstructured":"DuBay WH (2004) The principles of readability. http:\/\/www.impact-information.com\/impactinfo\/readability02.pdf"},{"issue":"1","key":"4_CR14","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1109\/TKDE.2007.250581","volume":"19","author":"AK Elmagarmid","year":"2007","unstructured":"Elmagarmid AK, Ipeirotis PG, Verykios VS (2007) Duplicate record detection: a survey. IEEE Trans Knowl Data Eng 19(1):1\u201316","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"4_CR15","volume-title":"Foundations of data quality management. Synthesis lectures on data management","author":"W Fan","year":"2012","unstructured":"Fan W, Geerts F (2012) Foundations of data quality management. Synthesis lectures on data management. Morgan & Claypool, San Rafael"},{"issue":"5","key":"4_CR16","doi-asserted-by":"crossref","first-page":"333","DOI":"10.1037\/h0062427","volume":"35","author":"JN Farr","year":"1951","unstructured":"Farr JN, Jenkins JJ, Paterson DG (1951) Simplification of flesch reading ease formula. J Appl Psychol 35(5):333","journal-title":"J Appl Psychol"},{"issue":"353","key":"4_CR17","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1080\/01621459.1976.10481472","volume":"71","author":"IP Fellegi","year":"1976","unstructured":"Fellegi IP, Holt D (1976) A systematic approach to automatic edit and imputation. J Am Stat Assoc 71(353):17\u201335","journal-title":"J Am Stat Assoc"},{"key":"4_CR18","unstructured":"Flemming A (2011) Qualit\u00e4tsmerkmale von Linked Data-ver\u00f6ffentlichenden Datenquellen. Diplomarbeit (Quality Criteria for Linked Data Sources) https:\/\/cs.uwaterloo.ca\/~ohartig\/files\/DiplomarbeitAnnikaFlemming.pdf"},{"issue":"3","key":"4_CR19","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1037\/h0057532","volume":"32","author":"R Flesch","year":"1948","unstructured":"Flesch R (1948) A new readability yardstick. J Appl Psychol 32(3):221","journal-title":"J Appl Psychol"},{"key":"4_CR20","unstructured":"F\u00fcrber C, Hepp M (2011) Swiqa\u2014a semantic web information quality assessment framework. In: Proceedings of the ECIS"},{"key":"4_CR21","unstructured":"Gal A (2015) Big data integration. In: Keynote speech at international conference on open and big data (OBD 2015), August 2015, IEEE CS Press"},{"issue":"4","key":"4_CR22","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1016\/j.websem.2007.09.005","volume":"5","author":"Y Gil","year":"2007","unstructured":"Gil Y, Artz D (2007) Towards content trust of web resources. Web Semant 5(4):227\u2013239","journal-title":"Web Semant"},{"key":"4_CR23","volume-title":"Digital image processing","author":"RC Gonzales","year":"2008","unstructured":"Gonzales RC, Woods RE (2008) Digital image processing. Prentice Hall, Englewood Cliffs"},{"key":"4_CR24","volume-title":"The technique of clear writing","author":"R Gunning","year":"1952","unstructured":"Gunning R (1952) The technique of clear writing. McGraw Hill International Book, New York"},{"issue":"5","key":"4_CR25","doi-asserted-by":"crossref","first-page":"94","DOI":"10.1145\/1230819.1241670","volume":"50","author":"B He","year":"2007","unstructured":"He B, Patel M, Zhang Z, Chang K (2007) Accessing the deep web. Commun ACM 50(5):94\u2013101","journal-title":"Commun ACM"},{"key":"4_CR26","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1016\/j.websem.2012.02.001","volume":"14","author":"A Hogan","year":"2012","unstructured":"Hogan A, Umbrich J, Harth A, Cyganiak R, Polleres A, Decker S (2012) An empirical survey of linked data conformance. J Web Semant 14:14\u201344","journal-title":"J Web Semant"},{"key":"4_CR27","doi-asserted-by":"crossref","unstructured":"Hua W, Wang Z, Wang H, Zheng K, Zhou X (2015) Short text understanding through lexical-semantic analysis. In: Poster at ICDE 2015","DOI":"10.1109\/ICDE.2015.7113309"},{"key":"4_CR28","doi-asserted-by":"crossref","unstructured":"Ipeirotis PG, Gravano L (2002) Distributed search over the hidden web: hierarchical database sampling and selection. In: Proceedings of the 28th international conference on very large data bases. VLDB Endowment, pp 394\u2013405","DOI":"10.1016\/B978-155860869-6\/50042-1"},{"key":"4_CR29","unstructured":"International Organization for Standardization - ISO. Quality management and quality assurance. Vocabulary. ISO 84021994"},{"key":"4_CR30","doi-asserted-by":"crossref","unstructured":"Jacobi I, Kagal L, Khandelwal A (2011) Rule-based trust assessment on the semantic web. In: International conference on Rule-based reasoning, programming, and applications series, pp 227\u2013241","DOI":"10.1007\/978-3-642-22546-8_18"},{"key":"4_CR31","volume-title":"Juran on planning for quality","author":"JM Juran","year":"1988","unstructured":"Juran JM (1988) Juran on planning for quality. The Free Press, New York"},{"key":"4_CR32","doi-asserted-by":"crossref","unstructured":"Kincaid JP, Fishburne RP Jr, Rogers RL, Chissom BS (1975) Derivation of new readability formulas (automated readability index, fog count and flesch reading ease formula) for navy enlisted personnel. Technical report, DTIC Document","DOI":"10.21236\/ADA006655"},{"key":"4_CR33","volume-title":"The mind of the buyer: a psychology of selling","author":"HD Kitson","year":"1921","unstructured":"Kitson HD (1921) The mind of the buyer: a psychology of selling, vol 21549. Macmillan, New York"},{"key":"4_CR34","doi-asserted-by":"crossref","unstructured":"Klare GR (1974) Assessing readability. Read Res Q 10:62\u2013102","DOI":"10.2307\/747086"},{"key":"4_CR35","doi-asserted-by":"crossref","unstructured":"Lei Y, Uren V, Motta E (2007) A framework for evaluating semantic metadata. In: Proceedings of the 4th international conference on knowledge capture, ACM","DOI":"10.1145\/1298406.1298431"},{"key":"4_CR36","doi-asserted-by":"crossref","unstructured":"Li Q, Li Y, Gao J, Zhao B, Fan W, Han J (2014) Resolving conflicts in heterogeneous data by truth discovery and source reliability estimation. In: Proceedings of the 2014 ACM SIGMOD international conference on Management of data","DOI":"10.1145\/2588555.2610509"},{"issue":"2","key":"4_CR37","doi-asserted-by":"crossref","first-page":"97","DOI":"10.14778\/2535568.2448943","volume":"6","author":"X Li","year":"2012","unstructured":"Li X, Dong XL, Lyons K, Meng W, Srivastava D (2012) Truth finding on the deep web: is the problem solved? Proc VLDB Endow 6(2):97\u2013108","journal-title":"Proc VLDB Endow"},{"key":"4_CR38","doi-asserted-by":"crossref","unstructured":"Manzoor A, Truong HL, Dustdar S (2008) On the evaluation of quality of context. In: Smart sensing and context. Springer","DOI":"10.1007\/978-3-540-88793-5_11"},{"key":"4_CR39","doi-asserted-by":"crossref","unstructured":"Mendes P, M\u00fchleisen H, Bizer C (2012) Sieve: linked data quality assessment and fusion. In: Proceedings of the 2012 joint EDBT\/ICDT workshops","DOI":"10.1145\/2320765.2320803"},{"key":"4_CR40","unstructured":"NASSCOM (2012) Big data\u2014the next big thing. Technical report, NASSCOM (2012)"},{"key":"4_CR41","doi-asserted-by":"crossref","first-page":"585","DOI":"10.1126\/science.173.3997.585","volume":"173","author":"RS Payne","year":"1971","unstructured":"Payne RS, McVay S (1971) Songs of humpback whales. Science 173:585\u2013597","journal-title":"Science"},{"key":"4_CR42","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1007\/978-3-540-39733-5_3","volume":"1","author":"B Pernici","year":"2003","unstructured":"Pernici B, Scannapieco M (2003) Data quality in web information systems. J Data Semant 1:48\u201368","journal-title":"J Data Semant"},{"issue":"4","key":"4_CR43","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1145\/505248.506010","volume":"45","author":"LL Pipino","year":"2002","unstructured":"Pipino LL, Lee YW, Wang RY (2002) Data quality assessment. Commun ACM 45(4):211\u2013218","journal-title":"Commun ACM"},{"key":"4_CR44","unstructured":"Raghavan S, Garcia-Molina H (2001) Crawling the hidden web. In: Proceedings of the 27th international conference on very large data bases"},{"key":"4_CR45","doi-asserted-by":"crossref","unstructured":"Rekatsinas T, Dong XL, Srivastava D (2014) Characterizing and selecting fresh data sources. In: Proceedings of the 2014 ACM SIGMOD international conference on management of data","DOI":"10.1145\/2588555.2610504"},{"key":"4_CR46","unstructured":"Senter RJ, Smith EA (1967) Automated readability index. Technical report, DTIC Document"},{"issue":"9","key":"4_CR47","doi-asserted-by":"crossref","first-page":"1207","DOI":"10.1016\/j.jpdc.2008.06.004","volume":"68","author":"K Sha","year":"2008","unstructured":"Sha K, Shi W (2008) Consistency-driven data quality management of networked sensor systems. J Parallel Distrib Comput 68(9):1207\u20131221","journal-title":"J Parallel Distrib Comput"},{"key":"4_CR48","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1109\/JIOT.2014.2312291","volume":"1","author":"JA Stankovic","year":"2014","unstructured":"Stankovic JA (2014) Research directions for the internet of things. IEEE Internet Things J 1:3\u20139","journal-title":"IEEE Internet Things J"},{"key":"4_CR49","unstructured":"UNECE. Classification of types of big data. http:\/\/www1.unece.org\/stat\/platform\/display\/bigdata\/Classification+of+Types+of+Big+Data . Accessed Aug 2015"},{"key":"4_CR50","unstructured":"W3C. http:\/\/www.w3.org\/WAI\/ . Accessed Aug 2015"},{"issue":"4","key":"4_CR51","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1080\/07421222.1996.11518099","volume":"12","author":"RY Wang","year":"1996","unstructured":"Wang RY, Strong DM (1996) Beyond accuracy: what data quality means to data consumers. J Manag Inf Syst 12(4):5\u201334","journal-title":"J Manag Inf Syst"},{"key":"4_CR52","unstructured":"Wayne SR (1983) Quality control circle and company wide quality control. Qual Prog 16(10):14\u201317"},{"issue":"4","key":"4_CR53","doi-asserted-by":"crossref","first-page":"397","DOI":"10.1016\/j.pmcj.2011.03.003","volume":"7","author":"FJ Wu","year":"2011","unstructured":"Wu FJ, Kao YF, Tseng YC (2011) From wireless sensor networks towards cyber physical systems. Pervasive Mobile Comput 7(4):397\u2013413","journal-title":"Pervasive Mobile Comput"},{"key":"4_CR54","doi-asserted-by":"crossref","unstructured":"Wu W, Yu C, Doan A, Meng W (2004) An interactive clustering-based approach to integrating source query interfaces on the deep web. In: Proceedings of the 2004 ACM SIGMOD international conference on management of data","DOI":"10.1145\/1007568.1007582"},{"key":"4_CR55","volume-title":"Readability: its past, present, and future","year":"1988","unstructured":"Zakaluk BL, Samuels SJ (eds) (1988) Readability: its past, present, and future. International Reading Association, Newark"}],"container-title":["Data Science and Engineering"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s41019-015-0004-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s41019-015-0004-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s41019-015-0004-7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,1]],"date-time":"2019-09-01T04:19:29Z","timestamp":1567311569000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s41019-015-0004-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,11,5]]},"references-count":55,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2016,3]]}},"alternative-id":["4"],"URL":"https:\/\/doi.org\/10.1007\/s41019-015-0004-7","relation":{},"ISSN":["2364-1185","2364-1541"],"issn-type":[{"value":"2364-1185","type":"print"},{"value":"2364-1541","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,11,5]]}}}