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A Rule Based Taxonomy of Dirty Data

Lin Li, Taoxin Peng, Jessie Kennedy
<span title="">2011</span> <i title="Global Science &amp; Technology Forum Pte Ltd."> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vp3e4ndhqre3nj4e3zbwfghxaq" style="color: black;">GSTF International Journal on Computing</a> </i> &nbsp;
In this paper, a rule-based taxonomy of dirty data is developed.  ...  The proposed taxonomy not only provides a mechanism to deal with this problem but also includes more dirty data types than any of existing such taxonomies.  ...  A RULE-BASED TAXONOMY OF DIRTY DATA This section presents a new taxonomy, based on data quality rules.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5176/2010-2283_1.2.52">doi:10.5176/2010-2283_1.2.52</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/o6rhnzzr2jfedm5sc3l6msgieu">fatcat:o6rhnzzr2jfedm5sc3l6msgieu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20110428024331/http://www.globalstf.org:80/docs/proceedings/joc2/28.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/80/1c/801c1affecb011d3527940d7eb4baeb88491a898.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5176/2010-2283_1.2.52"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

A Taxonomy of Dirty Time-Oriented Data [chapter]

Theresia Gschwandtner, Johannes Gärtner, Wolfgang Aigner, Silvia Miksch
<span title="">2012</span> <i title="Springer Berlin Heidelberg"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
By providing categorized information related to existing taxonomies, we establish a basis for further research in the field of dirty time-oriented data, and for the formulation of essential quality checks  ...  Building upon existing taxonomies of general data quality problems, we address 'dirty' time-oriented data, i.e., timeoriented data with potential quality problems.  ...  exceptional Laura Bassi Centres of Excellence initiative).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-32498-7_5">doi:10.1007/978-3-642-32498-7_5</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/z3ej5phnpja33pwcgcov7jkkqa">fatcat:z3ej5phnpja33pwcgcov7jkkqa</a> </span>
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A Rule Based Taxonomy of Dirty Data

Lin Li, Taoxin Peng, Jessie Kennedy
<span title="2010-07-12">2010</span> <i title="Global Science and Technology Forum"> Proceedings of the Annual International Academic Conference on Business Intelligence and Data Warehousing </i> &nbsp; <span class="release-stage">unpublished</span>
In this paper, a rule-based taxonomy of dirty data is developed.  ...  The proposed taxonomy not only provides a mechanism to deal with this problem but also includes more dirty data types than any of existing such taxonomies.  ...  A RULE-BASED TAXONOMY OF DIRTY DATA This section presents a new taxonomy, based on data quality rules.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5176/978-981-08-6308-1_d-035">doi:10.5176/978-981-08-6308-1_d-035</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5chwg637hneqhdvgtpafomv7xm">fatcat:5chwg637hneqhdvgtpafomv7xm</a> </span>
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Data Cleaning

Xu Chu, Ihab F. Ilyas, Sanjay Krishnan, Jiannan Wang
<span title="">2016</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vxrc3vebzzachiwy3nopwi3h5u" style="color: black;">Proceedings of the 2016 International Conference on Management of Data - SIGMOD &#39;16</a> </i> &nbsp;
To better understand the new advances in the field, we will first present a taxonomy of the data cleaning literature in which we highlight the recent interest in techniques that use constraints, rules,  ...  Detecting and repairing dirty data is one of the perennial challenges in data analytics, and failure to do so can result in inaccurate analytics and unreliable decisions.  ...  Qualitative Error Detection Given a dirty database instance, the first step is to detect anomalies or errors. Figure 1 illustrates our taxonomy of qualitative error detection.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2882903.2912574">doi:10.1145/2882903.2912574</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sigmod/ChuIKW16.html">dblp:conf/sigmod/ChuIKW16</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4htyrvwp3fafjgvrchb3rwjtym">fatcat:4htyrvwp3fafjgvrchb3rwjtym</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190218131421/https://static.aminer.org/pdf/20170130/pdfs/sigmod/q8hc6ny9sxeoxdawpkzkybartc71vomz.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a2/de/a2de7421552baffc4732a70f158ea93bdda03199.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2882903.2912574"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Page 262 of Communication Abstracts Vol. 12, Issue 2 [page]

<span title="">1989</span> <i title="Sage Publications, Inc"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_communication-abstracts" style="color: black;">Communication Abstracts </a> </i> &nbsp;
In the final chapter the author seeks to integrate the diverse phenomena discussed in the preceding chapters by means of a taxonomy of thinking.  ...  The authors argue this: whether an ethnographer collects “dirty information” should not be the sole measure of a researcher's activity.  ... 
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On Three Major Holes in Data Warehousing Today

Won Kim
<span title="">2002</span> <i title="AITO - Association Internationale pour les Technologies Objets"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pwjrjz7zwnb2rcboggur7p2mwq" style="color: black;">Journal of Object Technology</a> </i> &nbsp;
These include inadequate attention to dirty data, inadequate performance and scalability in supporting scan-oriented operations, and inadequate selection of source data to load into the data warehouse.  ...  ON THREE MAJOR HOLES IN DATA WAREHOUSING TODAY 40 J OURNAL OF OBJECT TECHNOLOGY  ...  It presents a substantially comprehensive taxonomy of 33 types of dirty data, and also develops a corresponding taxonomy of techniques for preventing or detecting and repairing all types of dirty data.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5381/jot.2002.1.4.c3">doi:10.5381/jot.2002.1.4.c3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/cy2hxwjghrb5hpmsjacjhojave">fatcat:cy2hxwjghrb5hpmsjacjhojave</a> </span>
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SWICH: A Prototype for Efficient Cache-Level Checkpointing and Rollback

R. Teodorescu, Jun Nakano, J. Torrellas
<span title="">2006</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/gvjkwgwwvnakpbfssxpqjozbqm" style="color: black;">IEEE Micro</a> </i> &nbsp;
In this paper, we outline the design of SWICH, a new cache-level checkpointing scheme that, while being efficiently implemented in modern processors, supports a large rollback window continuously.  ...  The evaluation of the prototype shows that a simple processor can support the sliding window with little additional logic and memory hardware.  ...  Active data are the most current versions of the data. Figure 1 shows the taxonomy.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/mm.2006.100">doi:10.1109/mm.2006.100</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yr3vs3khw5b73mvfpvihprxzze">fatcat:yr3vs3khw5b73mvfpvihprxzze</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20060903101617/http://iacoma.cs.uiuc.edu:80/~teodores/download/papers/teodorescu-MICRO_MAG06.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/3e/74/3e743268edb26f1e06b9f7f278f9e1b7515df9f2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/mm.2006.100"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Talking about other people: an endless range of possibilities

Emiel van Miltenburg, Desmond Elliott, Piek Vossen
<span title="">2018</span> <i title="Association for Computational Linguistics"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3rq6eimo35hlhbg4sx6i3ty2uq" style="color: black;">Proceedings of the 11th International Conference on Natural Language Generation</a> </i> &nbsp;
This paper shows the extent of this uncertainty in the PEOPLE domain. We present a taxonomy of different ways to talk about other people.  ...  Although this gives us a rich and diverse collection of data to work with, it also introduces uncertainty about how the world should be described.  ...  This is a natural result of a manual categorization of the person labels, and it would be interesting to see if we could automatically induce a similar taxonomy from the corpus data (for example using  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18653/v1/w18-6550">doi:10.18653/v1/w18-6550</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/inlg/MiltenburgEV18.html">dblp:conf/inlg/MiltenburgEV18</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/45lxnia5h5aipgadizzgbfy7du">fatcat:45lxnia5h5aipgadizzgbfy7du</a> </span>
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Genomics of medical importance

G. Greub
<span title="">2013</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wy5s4xn72rajbp3jnnghxa6lhq" style="color: black;">Clinical Microbiology and Infection</a> </i> &nbsp;
FIG. 1 . 1 Main applications of rapid 'dirty genome' sequencing in a clinical microbiology laboratory.  ...  Finally, the blue genome is the dirty genome of Parachlamydia acanthamoebae strain Hall coccus (3), a strain isolated during the investigation of an outbreak of fever (17) .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1111/1469-0691.12243">doi:10.1111/1469-0691.12243</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/23957785">pmid:23957785</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/luxpeb4yi5edxdvx4vyugp6rjy">fatcat:luxpeb4yi5edxdvx4vyugp6rjy</a> </span>
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Dynamic Energy Management In Cloud Data Centers: A Survey

Veni T, Mary Saira Bhanu S
<span title="2013-08-31">2013</span> <i title="Academy and Industry Research Collaboration Center (AIRCC)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vly56cfljjfflmkyub2mvqs63m" style="color: black;">International Journal on Cloud Computing Services and Architecture</a> </i> &nbsp;
These data centers consume enormous amounts of electrical energy to process the cloud services resulting in large amount of CO 2 emissions, high operational cost, and affecting the lifetime of hardware  ...  Cloud data centers have become indispensable infrastructure for computing and data storage that facilitate the development of diversified services offered by the cloud.  ...  The memory page dirty rate is greater than a memory transmission rate d. The number of memory pages dirtied during current iteration becomes smaller than a predefined threshold 3.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5121/ijccsa.2013.3402">doi:10.5121/ijccsa.2013.3402</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/547ajfau3zbjres3xdkv2t3j6i">fatcat:547ajfau3zbjres3xdkv2t3j6i</a> </span>
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Page 458 of Human Resources Abstracts Vol. 42, Issue 3 [page]

<span title="">2007</span> <i title="Sage Publications, Inc"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_human-resources-abstracts" style="color: black;">Human Resources Abstracts </a> </i> &nbsp;
Keywords: comparative research; correctional facilities; discourse; gender; heterosexuality; identity; sexuality Based on qualitative field and interview data, this comparative analysis of dirty work by  ...  The paper offers a review of strategic group theory alongside alternative taxonomies and application of the concept to the UK pharmaceutical industry. 0896 Tracy, S. J., & Scott, C. (2006).  ... 
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A technique for the quantitative measure of data cleanliness

Abhijit Wakchaure, Ronald Eaglin, Bahman Motlagh
<span title="">2008</span> <i title="IEEE"> 2008 IEEE Conference on Cybernetics and Intelligent Systems </i> &nbsp;
The results help us arrive at the extent of dirtiness in the data, and also highlight the different types of dirty data.  ...  Since we cannot improve what we cannot measure, the need for a tangible quantitative measure of data quality is a necessity.  ...  However, Won Kim et al. presents us with a detailed taxonomy of dirty data [2] , wherein 33 different types of dirty data have been specified, with a view to use them as metrics for data quality.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/iccis.2008.4670930">doi:10.1109/iccis.2008.4670930</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/oj3v2v2h2reyroikwgxtowkx3m">fatcat:oj3v2v2h2reyroikwgxtowkx3m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170811181956/http://vigir.missouri.edu/~gdesouza/Research/Conference_CDs/IEEE_CyberIntSys_2008/PDFFILES/Papers/P0992.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/bf/75/bf754daa8af9b6baf74d1e58d535687cbfe49815.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/iccis.2008.4670930"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Similarity encoding for learning with dirty categorical variables [article]

Patricio Cerda, Balázs Kégl
<span title="2018-06-04">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
"Dirty" non-curated data gives rise to categorical variables with a very high cardinality but redundancy: several categories reflect the same entity.  ...  We draw practical recommendations for encoding dirty categories: 3-gram similarity appears to be a good choice to capture morphological resemblance.  ...  categories [9] . 2 A detailed taxonomy of dirty data can be found on Kim [19] and a formal description of data quality problems is proposed by Oliveira [31] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1806.00979v1">arXiv:1806.00979v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tepkczhdnbfrjcf5hkpcet6yqe">fatcat:tepkczhdnbfrjcf5hkpcet6yqe</a> </span>
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Pandemic Process in the Department of Pediatrics

Adem Karbuz, Didem Kızmaz İşançlı, Emine Türkkan, Mey Talip Petmezci
<span title="2020-11-03">2020</span> <i title="Galenos Yayinevi"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/gtw3yslykfc27leptzi5ifzicu" style="color: black;">European Archives of Medical Research</a> </i> &nbsp;
While applying the current scientific data and the guide of the Ministry of Health, it was aimed to emphasize that it is important to make decisions in accordance with the dynamics of the process, organized  ...  Respiratory Syndrome-coronavirus-2 is more common in adults and causes a serious life-threatening disease, especially in the elderly.  ...  Among 1,932,051 patients with COVID-19 whose age data were reached in the United States, [the data were updated by the Center for Disease Control (CDC) as of June 21 st ], the number of children between  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4274/eamr.galenos.2020.95914">doi:10.4274/eamr.galenos.2020.95914</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/43y6vy7bofexxeclgsxzaulbji">fatcat:43y6vy7bofexxeclgsxzaulbji</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201209082244/http://cms.galenos.com.tr/Uploads/Article_41773/European%20Archives%20of%20Medical%20Research-36-60-En.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/a6/93/a69366fa77bf4afbe53ac584ea9c9dc5423d30b3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.4274/eamr.galenos.2020.95914"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

BIO-AJAX

Katherine G. Herbert, Narain H. Gehani, William H. Piel, Jason T. L. Wang, Cathy H. Wu
<span title="2004-06-01">2004</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/svqjiw2cwzftpcod3duuxcbveu" style="color: black;">SIGMOD record</a> </i> &nbsp;
Due to the nature of this data, each of these problems is non-trivial. For biological data to be corrected and standardized, new methods and frameworks must be developed.  ...  As databases become more pervasive through the biological sciences, various data quality issues regarding data legacy, data uniformity and data duplication arise.  ...  The next step is to identify algorithms that can effectively detect and clean the dirty data. These algorithms are tested on a small set of the database to gauge their effectiveness.  ... 
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<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170829031237/http://dc-pubs.dbs.uni-leipzig.de/files/Herbert2004BIOAJAXanextensible.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/20/10/2010d84ae50f495883b58eefb68c809c1d6fcdc4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1024694.1024703"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>
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