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Privacy-Preserving Public Release of Datasets for Support Vector Machine Classification [article]

Farhad Farokhi
<span title="2019-12-29">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We consider the problem of publicly releasing a dataset for support vector machine classification while not infringing on the privacy of data subjects (i.e., individuals whose private information is stored  ...  The optimal noise distribution is determined by maximizing a weighted sum of the measures of privacy and utility. The optimal privacy-preserving noise is proved to achieve local differential privacy.  ...  This is first proved for support vector machines and then generalized to optimization-based machine learning.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1912.12576v1">arXiv:1912.12576v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pftsj6t5cbcdleqbkjb4jsvqzi">fatcat:pftsj6t5cbcdleqbkjb4jsvqzi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200321031953/https://arxiv.org/pdf/1912.12576v1.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] </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1912.12576v1" 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>

Privacy-Preserving Multi-Class Support Vector Machine for Outsourcing the Data Classification in Cloud

Yogachandran Rahulamathavan, Raphael C.-W. Phan, Suresh Veluru, Kanapathippillai Cumanan, Muttukrishnan Rajarajan
<span title="">2014</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/okrr6mjegfbtbjrfrxtci54s6i" style="color: black;">IEEE Transactions on Dependable and Secure Computing</a> </i> &nbsp;
More specifically, to the best of our knowledge, we propose the first known client-server data classification protocol using support vector machine.  ...  In this paper, we study a privacy-preserving (PP) data classification technique where the server is unable to learn any knowledge about clients' input data samples while the server side classifier is also  ...  This work was supported through the EPSRC Grants -"The Uncertainty of Identity: Linking Spatiotemporal Information Between Virtual and Real Worlds (EP/J005266/1)" and "TRUMP: A Trusted Mobile Platform  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tdsc.2013.51">doi:10.1109/tdsc.2013.51</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zsiuletsb5gqpbtjrqavdk6ucy">fatcat:zsiuletsb5gqpbtjrqavdk6ucy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190412115746/https://core.ac.uk/download/pdf/76963654.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/96/82/9682edfdff05ae93d07b07c452b898e26f9e805f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tdsc.2013.51"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Differentially Private Image Classification Using Support Vector Machine and Differential Privacy

Makhamisa Senekane
<span title="2019-02-20">2019</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tjwucdga6zfftlebfsmbvxjiyy" style="color: black;">Machine Learning and Knowledge Extraction</a> </i> &nbsp;
In this paper, we report a scheme for privacy-preserving image classification using Support Vector Machine (SVM) and DP.  ...  Privacy-preserving machine learning is an approach that is aimed at the analysis of such data in such a way that privacy is not compromised.  ...  Acknowledgments: The author acknowledges the support of National University of Lesotho Research and Innovations Committee. Conflicts of Interest: The author declares no conflict of interest.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/make1010029">doi:10.3390/make1010029</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/o4nvytzyzvh2ppajsyit5e5waa">fatcat:o4nvytzyzvh2ppajsyit5e5waa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190506003153/https://res.mdpi.com/make/make-01-00029/article_deploy/make-01-00029.pdf?filename=&amp;attachment=1" 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/ca/e3/cae3f93ea4095f8aef6c2586fb10b7596ac807b2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/make1010029"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Secure Multi-party Computation Based Privacy Preserving Extreme Learning Machine Algorithm Over Vertically Distributed Data [chapter]

Ferhat Özgür Çatak
<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;
In this research, we propose an efficient and secure privacy-preserving learning algorithm for ELM classification over data that is vertically partitioned among several parties.  ...  The new learning method preserves the privacy on numerical attributes, builds a classification model without sharing private data without disclosing the data of each party to others.  ...  [14] proposed a privacy-preserving solution for support vector machine classification.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-26535-3_39">doi:10.1007/978-3-319-26535-3_39</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/q5sbrmhu25g7hobv2mrbg4zahq">fatcat:q5sbrmhu25g7hobv2mrbg4zahq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191025100934/https://arxiv.org/pdf/1602.02899v1.pdf" title="fulltext PDF download [not primary version]" 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] <span style="color: #f43e3e;">&#10033;</span> <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/99/c7/99c7ad89911f01e5f001674c3b0de5e8891898b0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-26535-3_39"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

PRIVACY PRESERVATION TECHNIQUES IN DATA MINING

Jharna Chopra .
<span title="2013-04-25">2013</span> <i title="eSAT Publishing House"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/m4rdj3kwwfcbvfzkv6kcnagwtm" style="color: black;">International Journal of Research in Engineering and Technology</a> </i> &nbsp;
In this paper different privacy preservation techniques are compared.  ...  In Learning the training data are analyzed by classification algorithm. In classification test data are used to estimate the accuracy of the classification rules.  ...  The resulting "network" developed in the process of "learning" represents a pattern detected in the data d) Support Vector Machine Support Vector Machines were first introduced to solve the pattern classification  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15623/ijret.2013.0204022">doi:10.15623/ijret.2013.0204022</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vignvniucvgmxf62xtrveogqt4">fatcat:vignvniucvgmxf62xtrveogqt4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170813075714/http://esatjournals.net/ijret/2013v02/i04/IJRET20130204022.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/7c/df/7cdfd7ee94fdb1c99f3d7d3695e3f4cff61400b5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.15623/ijret.2013.0204022"> <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>

VirtualIdentity: Privacy preserving user profiling

Sisi Wang, Wing-Sea Poon, Golnoosh Farnadi, Caleb Horst, Kebra Thompson, Michael Nickels, Anderson Nascimento, Martine De Cock
<span title="">2016</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/s2uqofedx5gzlnmioe3yqc522e" style="color: black;">2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM)</a> </i> &nbsp;
vector machine models in a privacy preserving manner.  ...  User profiling from user generated content (UGC) is a common practice that supports the business models of many social media companies.  ...  ADDING PRIVACY TO OUR CLASSIFIERS Only a limited amount of work has been done in cryptographically secure privacy-preserving machine learning classification and none of it is aimed specifically at user  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/asonam.2016.7752438">doi:10.1109/asonam.2016.7752438</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/asunam/WangPFHTNNC16.html">dblp:conf/asunam/WangPFHTNNC16</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xitdqdkrfnh3nn4wipsqmjcqnq">fatcat:xitdqdkrfnh3nn4wipsqmjcqnq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180719023355/https://biblio.ugent.be/publication/8513740/file/8513741.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/50/7b/507b768da673a65671127083dfc6b64133a5b973.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/asonam.2016.7752438"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Privacy-Preserving One-Class Support Vector Machine with Vertically Partitioned Data

Qiang Lin, Huimin Pei, Kuaini Wang, Ping Zhong
<span title="2016-05-31">2016</span> <i title="Science and Engineering Research Support Society"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/gri3ay7vs5efhoridfutfkfagu" style="color: black;">International Journal of Multimedia and Ubiquitous Engineering</a> </i> &nbsp;
We establish a new model of privacy-preserving one-class support vector machine (SVM) based on vertically partitioned data. Every participant holds all the data with a part of attributes.  ...  By sharing these partial kernel matrices, we construct a global kernel matrix and establish linear and nonlinear privacy-preserving models.  ...  Acknowledgments The work is supported by National Natural Science Foundation of China Grant No.11171346.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.14257/ijmue.2016.11.5.18">doi:10.14257/ijmue.2016.11.5.18</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/h6jr3ty5i5ezzblmxra33rqgnu">fatcat:h6jr3ty5i5ezzblmxra33rqgnu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180603052548/http://www.sersc.org/journals/IJMUE/vol11_no5_2016/18.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/88/e8/88e8672bfa0ece777244df0ba4240718031333e2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.14257/ijmue.2016.11.5.18"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

MEASURING CODE QUALITY USING SUPPORT VECTOR MACHINE CLASSIFIER FOR IMPROVED CODING TECHNIQUES

A.K. IAVARASI, S. AARTHY
<span title="">2016</span> <i title="Institute for Project Management Pvt. Ltd"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wf4zauwmhfgtxa3una6bns6vsq" style="color: black;">International journal of computer and communication technology</a> </i> &nbsp;
positive rates with lesser accuracy,and limited number of classes only to predict the accuracy for classifier.To address this problem,support vector machine classifier is used,which helps in detecting  ...  classification is the problem of identifying a set of categories to a new comments.To improve the efficiency of the code,quality metrics are applied for evaluation.The binary classifier,predicts the false  ...  III: PROPOSED WORK: Support vector machines (SVM) are a set of related supervised learning methods used for classification and regression.In another terms, Support Vector Machine (SVM) is a classification  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.47893/ijcct.2016.1374">doi:10.47893/ijcct.2016.1374</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pdhhuod7szgslg6cglpqlra2ue">fatcat:pdhhuod7szgslg6cglpqlra2ue</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201029044311/https://www.interscience.in/cgi/viewcontent.cgi?article=1374&amp;context=ijcct" 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/75/0a/750a2d1760b7b6fd797602a14b7451af0458f7a0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.47893/ijcct.2016.1374"> <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 Evaluation of Generalization Error and Its Application to Model and Attribute Selection [chapter]

Jun Sakuma, Rebecca N. Wright
<span title="">2009</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;
such as model selection in support vector machine and attribute selection in naive Bayes classification.  ...  The emphasis of existing studies in privacy-preserving classification has primarily been put on the design of privacy-preserving versions of particular data mining algorithms, However, in classification  ...  The second author is partially supported by the National Science Foundation under grant number CNS-0822269.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-05224-8_26">doi:10.1007/978-3-642-05224-8_26</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6qdc2vjpejdjxpcj4upi4kjy3q">fatcat:6qdc2vjpejdjxpcj4upi4kjy3q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20100714164921/http://www.cs.rutgers.edu/~rebecca.wright/Publications/acml09.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/3f/c6/3fc6afa827acb002cfbbe7c81cdcf5b2772fd411.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-05224-8_26"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Cloud-enabled privacy-preserving collaborative learning for mobile sensing

Bin Liu, Yurong Jiang, Fei Sha, Ramesh Govindan
<span title="">2012</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5j2fcrioqzharcoeonnjm7exwq" style="color: black;">Proceedings of the 10th ACM Conference on Embedded Network Sensor Systems - SenSys &#39;12</a> </i> &nbsp;
classification methods like support vector machines, respecting mobile computing and communication constraints, and enabling user-determined privacy levels.  ...  Constructing the model can naturally be performed by a service running in the cloud, but users may be more inclined to contribute training samples if the privacy of these data could be ensured.  ...  Cloud-Enabled, Privacy-Preserving Classification.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2426656.2426663">doi:10.1145/2426656.2426663</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sensys/0004JSG12.html">dblp:conf/sensys/0004JSG12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gcp6iizt3ng7jbxohnkibxa4lq">fatcat:gcp6iizt3ng7jbxohnkibxa4lq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20150315045443/http://www-scf.usc.edu:80/~binliu/papers/sensys_12.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/b9/00/b90097105fb4bf5a66b186a7be6ed96e769505a6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2426656.2426663"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

A novel privacy preserving based ensemble cross defect prediction model for decision making

Nageswara Rao Moparthi, N. Geethanjali
<span title="">2016</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/p246emvdevflpmglpglkpwrakq" style="color: black;">Perspectives in Science</a> </i> &nbsp;
In this proposed model, a new privacy preserving based defect prediction classification model was implemented on multiple associated products to predict metric relationship, along with defects patterns  ...  Also, this model generates a high privacy preserved decision patterns on various business software applications for secure communication.  ...  Privacy preserving support vector machine which constructs the SVM classification of the distributed data from different sources.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.pisc.2016.03.014">doi:10.1016/j.pisc.2016.03.014</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4i3rgb42w5gptpbntdmknfdq5m">fatcat:4i3rgb42w5gptpbntdmknfdq5m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170922151104/http://publisher-connector.core.ac.uk/resourcesync/data/elsevier/pdf/033/aHR0cDovL2FwaS5lbHNldmllci5jb20vY29udGVudC9hcnRpY2xlL3BpaS9zMjIxMzAyMDkxNjMwMDE0Mw%3D%3D.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/98/c9/98c913433f652f988b35aec8992a1b713edf93ff.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.pisc.2016.03.014"> <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>

Privacy-Preserving Machine Learning Using EtC Images [article]

Ayana Kawamura, Yuma Kinoshita, Hitoshi Kiya
<span title="2019-11-01">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we propose a novel privacy-preserving machine learning scheme with encrypted images, called EtC (Encryption-then-Compression) images.  ...  In an experiment, the proposed scheme is applied to a facial recognition algorithm with classifiers for confirming the effectiveness of the scheme under the use of support vector machine (SVM) with the  ...  CONCLUSION We proposed a privacy-preserving machine learning scheme with EtC images.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1911.00227v1">arXiv:1911.00227v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zqst6xdfcjaxhjqflz5s3pinty">fatcat:zqst6xdfcjaxhjqflz5s3pinty</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200914003105/https://arxiv.org/pdf/1911.00227v1.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/08/63/0863067ff56f84ddb408f2d72af267e5c764e889.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1911.00227v1" 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>

CPP-ELM: Cryptographically Privacy-Preserving Extreme Learning Machine for Cloud Systems

Ferhat Ozgur Catak, Ahmet Fatih Mustacoglu
<span title="">2018</span> <i title="Atlantis Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wjdkfhqywrdefeqoyzjz3os76i" style="color: black;">International Journal of Computational Intelligence Systems</a> </i> &nbsp;
This paper shows how to build a privacy-preserving classification model from encrypted data.  ...  In order to prevent the risk of confidential data disclosure while outsourcing the data analysis, we propose a privacy-preserving protocol approach for the extreme learning machine algorithm and give private  ...  Yu et al. 33 developed a new privacy-preserving training method for a support vector machine (SVM) classification algorithm.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2991/ijcis.11.1.3">doi:10.2991/ijcis.11.1.3</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/pm3iw5al2zfzpaxjzphzsbkhha">fatcat:pm3iw5al2zfzpaxjzphzsbkhha</a> </span>
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Privacy-Preserving Clinical Decision Support System Using Gaussian Kernel-Based Classification

Yogachandran Rahulamathavan, Suresh Veluru, Raphael C.-W Phan, Jonathon A. Chambers, Muttukrishnan Rajarajan
<span title="">2014</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q2z26obphvchndqieqd65vltle" style="color: black;">IEEE journal of biomedical and health informatics</a> </i> &nbsp;
Privacy-preserving clinical decision support system using gaussian kernel-based classication.  ...  CONCLUSIONS In this paper we have proposed a privacy-preserving decision support system using a Gaussian kernel based support vector machine.  ...  SUPPORT VECTOR MACHINE SVMs have been widely used in machine learning for data classification [16] , [17] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/jbhi.2013.2274899">doi:10.1109/jbhi.2013.2274899</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/24403404">pmid:24403404</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/rvtb47m4fvfrpoafusz6jg2fgu">fatcat:rvtb47m4fvfrpoafusz6jg2fgu</a> </span>
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Privacy-preserving ranking over vertically partitioned data

Keivan Kianmehr, Negar Koochakzadeh
<span title="">2012</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/25kc37fuhndb5axzv75226fwem" style="color: black;">Proceedings of the 2012 Joint EDBT/ICDT Workshops on - EDBT-ICDT &#39;12</a> </i> &nbsp;
However, distributed knowledge discovery has been proposed by many researchers as a solution to privacy preserving data mining techniques.  ...  Privacy concerns in many application domains prevents sharing of data, which limits data mining technology to identify patterns and trends from large amount of data.  ...  In each site the learning component applies support vector machines optimization to find the local weighted vector with minimum ranking error.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2320765.2320825">doi:10.1145/2320765.2320825</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/edbt/KianmehrK12.html">dblp:conf/edbt/KianmehrK12</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/aem7ra7vezgdtal3kgwji7p6za">fatcat:aem7ra7vezgdtal3kgwji7p6za</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808171457/http://www.mathcs.emory.edu/~lxiong/pais12/pdf/PAIS12_Paper9.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/2f/c9/2fc9e865631f3c31f80cf3f32ec7585758685e3c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2320765.2320825"> <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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