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Efficient Protection of Health Data from Sensitive Attribute Disclosure

Raffael Bild, Johanna Eicher, Fabian Prasser
<span title="2020-06-16">2020</span> <i title="IOS Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4ju2ftoebbcvrjj6lqnnbh42wq" style="color: black;">Studies in Health Technology and Informatics</a> </i> &nbsp;
In this work, we focus on the problem of scalability. Protecting biomedical data from inference attacks is challenging, in particular for numeric data.  ...  Biomedical research has become data-driven. To create the required big datasets, health data needs to be shared or reused out of the context of its initial purpose.  ...  . / Efficient Protection of Health Data from Sensitive Attribute Disclosure  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3233/shti200149">doi:10.3233/shti200149</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32570373">pmid:32570373</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/klkfghh5fbhs7pyoexfizhxu5y">fatcat:klkfghh5fbhs7pyoexfizhxu5y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220309025131/https://ebooks.iospress.nl/pdf/doi/10.3233/SHTI200149" 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/2c/93/2c93c4a8e6807614b43f67bcefc2a750e0d3c208.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3233/shti200149"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

A Privacy-Aware Access Model on Anonymized Data [chapter]

Xuezhen Huang, Jiqiang Liu, Zhen Han
<span title="">2015</span> <i title="Springer International Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
Efficient Multivariate data-Oriented Micro aggregation of Categorical data for confidential documents is examined.  ...  This paper would promote a lot of research in the area of protecting privacy of anonymized medical data.  ...  PROTECTING PATIENT PRIVACY BY QUANTIFIABLE CONTROL OF DISCLOSURE IN DISSEMINATED DATABASES In this paper, one of the fundamental rights of patient to have their privacy protected by health care organizations  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-27998-5_13">doi:10.1007/978-3-319-27998-5_13</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5t4n7lz4rjdqdnt4v7qklx73nq">fatcat:5t4n7lz4rjdqdnt4v7qklx73nq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170829113045/https://www.rroij.com/open-access/studies-on-protecting-privacy-of-anonymizedmedical-data.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/d3/c3/d3c39272e2c20d23a69d5e6160c44cb2919e59b5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-27998-5_13"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Privacy-preserving healthcare informatics: a review

Kah Meng Chong, L.E. Teoh, W.S. Ng
<span title="">2021</span> <i title="EDP Sciences"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mzzzerkv2zd63fbnrpvy24xm54" style="color: black;">ITM Web of Conferences</a> </i> &nbsp;
However, healthcare data contains sensitive information of patients and the publication of such data could lead to unintended privacy disclosures.  ...  Electronic Health Record (EHR) is the key to an efficient healthcare service delivery system.  ...  This property prevents an adversary from making an accurate estimation of the sensitive attribute values and thus preventing attribute disclosure.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1051/itmconf/20213604005">doi:10.1051/itmconf/20213604005</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/b42puxfpfzayxbwls7wrlphbxy">fatcat:b42puxfpfzayxbwls7wrlphbxy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210130012753/https://www.itm-conferences.org/articles/itmconf/pdf/2021/01/itmconf_icmsa2021_04005.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/29/4b/294bf2ce318acc541baa134f075ef8c4dfb1c18b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1051/itmconf/20213604005"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

A Survey on Privacy Preserving Data Publishing

Gokila S, Venkateswari P
<span title="2014-02-28">2014</span> <i title="Academy and Industry Research Collaboration Center (AIRCC)"> International Journal on Cybernetics &amp; Informatics </i> &nbsp;
Data mining is a computational process of analysing and extracting the data from large useful datasets.  ...  The Privacy Preservation is an important aspect of data mining to ensure the privacy by various methods. Privacy Preservation is necessary to protect sensitive information associated with individual.  ...  Random permutation would take place on Sensitive Attribute [SA] column [19] .The authors tried to provide protection against membership disclosure by distinguishing the original tuples from the fake tuples  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5121/ijci.2014.3101">doi:10.5121/ijci.2014.3101</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vswoffoqrrhcfginzeqmg3m7ee">fatcat:vswoffoqrrhcfginzeqmg3m7ee</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180602022612/http://www.airccse.org/journal/ijci/papers/3114ijci01.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/da/7e/da7e7c62e56dce3cd841e34186e62c91a88b3a96.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5121/ijci.2014.3101"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Preserving Patient Privacy When Sharing Same-Disease Data

Xiaoping Liu, Xiao-Bai Li, Luvai Motiwalla, Wenjun Li, Hua Zheng, Patricia D. Franklin
<span title="2016-10-06">2016</span> <i title="Association for Computing Machinery (ACM)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/uvt7vennbrawfhq245gqdc33uy" style="color: black;">Journal of Data and Information Quality</a> </i> &nbsp;
Medical and health data are often collected for studying a specific disease. For such same-disease microdata, a privacy disclosure occurs as long as an individual is known to be in the microdata.  ...  Permissions may be requested from Publications  ...  Acknowledgments This research was supported by the National Library of Medicine (NLM) and National Institute of Arthritis and Musculoskeletal and Skin Diseases (NIAMS) of the National Institutes of Health  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2956554">doi:10.1145/2956554</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/27867450">pmid:27867450</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC5111902/">pmcid:PMC5111902</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/journals/jdiq/LiuLMLZF16.html">dblp:journals/jdiq/LiuLMLZF16</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wffrbhhrpjczxawd6gwyt52yiu">fatcat:wffrbhhrpjczxawd6gwyt52yiu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200209070141/http://europepmc.org/backend/ptpmcrender.fcgi?accid=PMC5111902&amp;blobtype=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/8e/66/8e6615e827d04eb2115a779453e65726dc769d96.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2956554"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5111902" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Systematic Literature Review on the Anonymization of High Dimensional Streaming Datasets for Health Data Sharing

Benjamin Eze, Liam Peyton
<span title="">2015</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/cx3f4s3qmfe6bg4qvuy2cxezyu" style="color: black;">Procedia Computer Science</a> </i> &nbsp;
Finally, we used the extracted details from our analysis to outline possible research direction for developing a realistic anonymization framework for health data sharing.  ...  Much research has focused on data that is static, independent and complete. Unfortunately, this is not typical of health data.  ...  protection against attribute disclosure of sensitive attributes 10, 11 .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.procs.2015.08.353">doi:10.1016/j.procs.2015.08.353</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/x4amox7ox5brrjzazsmk7lf6rm">fatcat:x4amox7ox5brrjzazsmk7lf6rm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190218160946/https://core.ac.uk/download/pdf/81946812.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/06/08/060871312377ce69e21998c7924cbeaf8be038d8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.procs.2015.08.353"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> elsevier.com </button> </a>

A family of enhanced -diversity models for privacy preserving data publishing

Xiaoxun Sun, Min Li, Hua Wang
<span title="">2011</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/idqeix2ukbd5fbgjjdkjmaj3ka" style="color: black;">Future generations computer systems</a> </i> &nbsp;
Privacy preservation is an important issue in the release of data for mining purposes.  ...  We show in the extensive experimental evaluations that the proposed methods are practical in terms of utility measurements and can be implemented efficiently.  ...  Acknowledgement We would like to thank for reviewers' useful comments on improving the quality of the paper.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.future.2010.07.007">doi:10.1016/j.future.2010.07.007</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rg3v7ddnlnhs7frijvjtrok6ku">fatcat:rg3v7ddnlnhs7frijvjtrok6ku</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20130920073304/http://eprints.usq.edu.au/8462/1/Sun_Li_Wang_AV.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/9b/dd/9bddf237d9a6079bec1149cc0c8b64a4ee10dad3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.future.2010.07.007"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Privacy Preservation for Knowledge Discovery: A Survey

Jalpa Shah Jalpa Shah
<span title="">2013</span> <i title="IOSR Journals"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/vabuspdninc75epczdurccts4u" style="color: black;">IOSR Journal of Computer Engineering</a> </i> &nbsp;
How to efficiently protect individual privacy in data publishing is especially critical.  ...  Data holders can remove explicit identifiers to gain privacy but other attributes which are in published data can lead to reveal privacy to adversary.  ...  (3) Attributes those are sensitive such as disease and salary. It is necessary to protect sensitive information of individuals from being disclosed.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.9790/0661-0953643">doi:10.9790/0661-0953643</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/v2g3gywlkbartayu4sjeepqyz4">fatcat:v2g3gywlkbartayu4sjeepqyz4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180602121509/http://www.iosrjournals.org/iosr-jce/papers/Vol9-Issue5/G0953643.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/48/ad/48adc4cb01cb311b535bab31ce912ee83b8cac2b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.9790/0661-0953643"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Protecting patient privacy by quantifiable control of disclosures in disseminated databases

Lucila Ohno-Machado, Paulo Sérgio Panse Silveira, Staal Vinterbo
<span title="">2004</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jyf7co46pvdybh6jhdipt5d3im" style="color: black;">International Journal of Medical Informatics</a> </i> &nbsp;
Acknowledgements This work was funded in part by grants R01LM06538-01 and R01LM07273 from the National Library of Medicine, National Institutes of Health. Paulo S.P.  ...  Silveira was a postdoctoral fellow at DSG funded by CAPES from October 2002 to September 2003 (process BEX0659/02-9).  ...  Biomedical research may be dependent on dissemination of data from health care sources. We will restrict our discussion to unwanted disclosure in such disseminated data.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.ijmedinf.2004.05.002">doi:10.1016/j.ijmedinf.2004.05.002</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/15246040">pmid:15246040</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nragz5rzzffodijjihqzgpp7ma">fatcat:nragz5rzzffodijjihqzgpp7ma</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808163607/http://www.utdallas.edu/~mxk055100/courses/privacy08f_files/healthcare-privacy-1.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/55/36/5536397f0a1ae99e25cda442f44e7526dd2ccfa1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.ijmedinf.2004.05.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

State-of-the-art in Privacy Preserved K-anonymity Revisited

Yousra Abdul Alsahib S. Aldeen, Mazleena Salleh
<span title="2016-04-05">2016</span> <i title="Maxwell Scientific Publication Corp."> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/itifugluyrhulokjxf64yqrfey" style="color: black;">Research Journal of Applied Sciences Engineering and Technology</a> </i> &nbsp;
Thus the preservation of privacy has become an eminent field of study in data security.  ...  The prevalent conditions in data sharing and mining have necessitated the release and revelation of certain vulnerable private information.  ...  Disclosure of sensitive confidential data in K-anonymity originates from these two types of attacks.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.19026/rjaset.12.2753">doi:10.19026/rjaset.12.2753</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/okglfolrtzcg7gk6zont3qeaau">fatcat:okglfolrtzcg7gk6zont3qeaau</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190308022800/http://pdfs.semanticscholar.org/eb3a/71a29e67a3643fd8f90771e1e0064175f5e1.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/eb/3a/eb3a71a29e67a3643fd8f90771e1e0064175f5e1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.19026/rjaset.12.2753"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Privacy Preserving Data Mining for Healthcare Record: A Survey of Algorithms

Musavir Hassan, Muheet Ahmed Butt, Majid Zaman
<span title="2017-12-31">2017</span> <i title="South Asia Management Association"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/oarwpnpqjjfbbkyptszxdp4ch4" style="color: black;">International Journal of Trend in Scientific Research and Development</a> </i> &nbsp;
Due to the wide deployment of sensitive information on the internet, privacy preserving data mining has been studied extensively in recent years.  ...  This is not straightforward, because the proliferated data need to be protected against several privacy threats.  ...  and efficiency of health care delivery.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.31142/ijtsrd7191">doi:10.31142/ijtsrd7191</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xcwrsotqcfe7balytme5o6wohe">fatcat:xcwrsotqcfe7balytme5o6wohe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200319073207/https://www.ijtsrd.com/papers/ijtsrd7191.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/76/dd/76dd7c23df16a0dde1f9252589710528df3b95d7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.31142/ijtsrd7191"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Privacy Preserving Techniques on Centralized, Distributed and Social Network Data – A Review

R. Padmaja, V. Santhi
<span title="2016-04-15">2016</span> <i title="Foundation of Computer Science"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/b637noqf3vhmhjevdfk3h5pdsu" style="color: black;">International Journal of Computer Applications</a> </i> &nbsp;
Privacy Preserving Data Publishing refers publishing data in such a way that the privacy of the individuals are preserved.  ...  The Published data can further be used for various Data Analysis and Data Mining tasks. Techniques used to preserve privacy of individuals before publishing is called Anonymization Techniques.  ...  Attribute Disclosure, occurs when the published data helps to infer the characteristic of an individual more accurately. Identity disclosure often leads to attribute disclosure.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5120/ijca2016909430">doi:10.5120/ijca2016909430</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jwe62fmhpvfqldssjkwpxswi34">fatcat:jwe62fmhpvfqldssjkwpxswi34</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180603162940/https://www.ijcaonline.org/research/volume140/number8/padmaja-2016-ijca-909430.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/02/bb/02bbe4d31057b91ccab3507b113e37f7b763e736.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5120/ijca2016909430"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Analytical Approach for Privacy Preserving of Medical Data

Vaibhav Lawand, Prathik Sargar, Anand Bhalerao, Pradip Jadhav
<span title="2015-10-27">2015</span> <i title="ESRSA Publications Pvt. Ltd."> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3j6n6lpsjndinobmibtprywohe" style="color: black;">International Journal of Engineering Research and</a> </i> &nbsp;
care, security controls and privacy protection of individual data.  ...  E-Science is getting more collaborative and distributed hence the data privacy of these digitalized big data is a important task, especially when the data is personal, confidential and contains sensitive  ...  In the context of mental health records, security means the appropriate collection and handling of patient's data, providing protection to patient's data from unauthorized access or modification and safe  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.17577/ijertv4is100466">doi:10.17577/ijertv4is100466</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/po5yirpcira4ferp4vfyi2u6dq">fatcat:po5yirpcira4ferp4vfyi2u6dq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200324025057/https://www.ijert.org/research/analytical-approach-for-privacy-preserving-of-medical-data-IJERTV4IS100466.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/d1/3e/d13e28a1016741b8e19fd41f238b826547108b35.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.17577/ijertv4is100466"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Privacy Protection and Secondary Use of Health Data: Strategies and Methods

Dingyi Xiang, Wei Cai, Lei Zhang
<span title="2021-10-07">2021</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/icbhosh775h7bgzgot6avm3cua" style="color: black;">BioMed Research International</a> </i> &nbsp;
In this article, we present a comprehensive review about privacy protection of health data from four aspects: health data, related regulations, three strategies for data sharing, and three types of methods  ...  Health big data has already been the most important big data for its serious privacy disclosure concerns and huge potential value of secondary use.  ...  That is, HIPAA does not provide guidelines on how to protect sensitive attribute data; instead, the basic idea of the HIPAA SH rule is to protect privacy by preventing identity disclosure.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/6967166">doi:10.1155/2021/6967166</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/34660798">pmid:34660798</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8516535/">pmcid:PMC8516535</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rm7d3xreazfyrnopuqy53tjfge">fatcat:rm7d3xreazfyrnopuqy53tjfge</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211013221024/https://downloads.hindawi.com/journals/bmri/2021/6967166.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/b1/27/b127af42e6eae057224254a027f88944822ff8e1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/6967166"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> hindawi.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8516535" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Privacy-preserving Data Mining, Sharing and Publishing [article]

Katarzyna Pasierb, Tomasz Kajdanowicz, Przemyslaw Kazienko
<span title="2013-04-06">2013</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The goal of the paper is to present different approaches to privacy-preserving data sharing and publishing in the context of e-health care systems.  ...  In particular, the literature review on technical issues in privacy assurance and current real-life high complexity implementation of medical system that assumes proper data sharing mechanisms are presented  ...  status;  Non -Sensitive Attributes (N-SA) -all attributes that do not fall into the previous three categories GENERAL CONCEPTS OF DATA MINING IN E-HEALTH From the medical data utility point of view  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1304.1877v1">arXiv:1304.1877v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rywiusiyineelia255nnuudmwm">fatcat:rywiusiyineelia255nnuudmwm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200826114327/https://arxiv.org/ftp/arxiv/papers/1304/1304.1877.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/7b/a5/7ba587132b497f2cb1be4c5610ef161626b1e7ba.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1304.1877v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>
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