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Robust learning aided by context

John Case, Sanjay Jain, Matthias Ott, Arun Sharma, Frank Stephan
<span title="">1998</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/57rkizy6ozh5tp3leu5xxnp5qu" style="color: black;">Proceedings of the eleventh annual conference on Computational learning theory - COLT&#39; 98</a> </i> &nbsp;
In this work we analyze robust versions of learning aided by context and show that -in contrast to Fulk's result above -context also aids learning robustly.  ...  Empirical studies of multitask learning provide some evidence that the performance of a learning system on its intended targets improves by presenting to the learning system related tasks, also called  ...  Models of Learning Aided by Context We now describe the models of learning in the presence of context and the results presented in this paper.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/279943.279952">doi:10.1145/279943.279952</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/colt/CaseJOSS98.html">dblp:conf/colt/CaseJOSS98</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nhok3hto5feuxbqzbo3hunfqay">fatcat:nhok3hto5feuxbqzbo3hunfqay</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20070824043814/http://www.comp.nus.edu.sg/~sanjay/paps/context.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/ee/e1/eee196397a90632adb461a978a986da1e10ad35a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/279943.279952"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Robust Learning Aided by Context

John Case, Sanjay Jain, Matthias Ott, Arun Sharma, Frank Stephan
<span title="">2000</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/p6ovb2qpkfenhmb7mcksobrcxq" style="color: black;">Journal of computer and system sciences (Print)</a> </i> &nbsp;
In this work we analyze robust versions of learning aided by context and show that in contrast to Fulk's result above context also aids learning robustly.  ...  This result notwithstanding, establishing robust versions of results demonstrating advantages of learning in the presence of context 235 ROBUST LEARNING AIDED BY CONTEXT considerably strengthens them.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1006/jcss.1999.1637">doi:10.1006/jcss.1999.1637</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wdbztuag5jfdjnbg6yikev6hoq">fatcat:wdbztuag5jfdjnbg6yikev6hoq</a> </span>
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Page 6635 of Mathematical Reviews Vol. , Issue 2001I [page]

<span title="">2001</span> <i title="American Mathematical Society"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_mathematical-reviews" style="color: black;">Mathematical Reviews </a> </i> &nbsp;
learning aided by context.  ...  In this work we analyze robust versions of learning aided by context and show that—in contrast to Fulk’s result above—the robust versions of these learning notions are still very powerful.  ... 
<span class="external-identifiers"> </span>
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The Robustness Concern in Preference Disaggregation Approaches for Decision Aiding: An Overview [chapter]

Michael Doumpos, Constantin Zopounidis
<span title="">2014</span> <i title="Springer New York"> Optimization in Science and Engineering </i> &nbsp;
Acknowledgements This research has been co-financed by the European Union (European Social Fund) and Greek national funds through the Operational Program "Education and Lifelong Learning".  ...  The framework of robust optimization has been used to develop robust decision and prediction models in the context of statistical learning.  ...  Regularization and robustness in learning machines In the context of data mining and statistical learning, robustness is a topic of fundamental importance and is directly linked to the theory in these  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4939-0808-0_8">doi:10.1007/978-1-4939-0808-0_8</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gkk5mip3lfdofph33ju34t77ae">fatcat:gkk5mip3lfdofph33ju34t77ae</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808062959/http://www.fel.tuc.gr/Working%20papers/2014_01.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/9e/ee/9eee358c91a8ccc532964d89c15f2c42e6bf9132.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4939-0808-0_8"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

A Tour of Robust Learning [chapter]

Sanjay Jain, Frank Stephan
<span title="">2003</span> <i title="Springer US"> Computability and Models </i> &nbsp;
This conjecture, which was finally refuted by Fulk, initiated the study of notions of robust learning.  ...  The present work surveys research on robust learning and focuses on the recently introduced variants of uniformly robust and hyperrobust learning.  ...  Case, Jain, Ott, Sharma and Stephan [5] investigated robust notions of learning aided by context.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4615-0755-0_9">doi:10.1007/978-1-4615-0755-0_9</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/237kenrjobfhhkyh2hnosrccga">fatcat:237kenrjobfhhkyh2hnosrccga</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20080422122542/http://www.comp.nus.edu.sg/~sanjay/paps/robsur.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/3b/d9/3bd90be5c4e19dc594108e83760f9e929f7166d2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-1-4615-0755-0_9"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Beyond Background-Aware Correlation Filters: Adaptive Context Modeling by Hand-Crafted and Deep RGB Features for Visual Tracking [article]

Seyed Mojtaba Marvasti-Zadeh, Hossein Ghanei-Yakhdan, Shohreh Kasaei
<span title="2021-09-29">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
On the other hand, the recent deep learning-based visual tracking methods have provided a competitive performance along with extensive computations.  ...  When the HOG-based response map is not reliable, or the context region has a low semantic similarity with prior regions, the proposed method constructs the CNN context model to improve the target region  ...  Discriminative correlation filters (DCF) are the most popular branch of tracking-by-detection that learn the target model via learning correlation filters by a set of training samples.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2004.02932v2">arXiv:2004.02932v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/dbjgzsequvcpxgq2qlilv6rmbi">fatcat:dbjgzsequvcpxgq2qlilv6rmbi</a> </span>
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Page 7405 of Mathematical Reviews Vol. , Issue 2001J [page]

<span title="">2001</span> <i title="American Mathematical Society"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_mathematical-reviews" style="color: black;">Mathematical Reviews </a> </i> &nbsp;
learning aided by context.  ...  In this work we analyze robust versions of learning aided by context and show that—in contrast to Fulk’s result above—context also aids learning robustly.  ... 
<span class="external-identifiers"> </span>
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Real time eye tracking using Kalman extended spatio-temporal context learning

Farzeen Munir, Fayyaz ul Amir Asfar Minhas, Abdul Jalil, Moongu Jeon, Xudong Jiang, Masayuki Arai, Guojian Chen
<span title="2017-06-19">2017</span> <i title="SPIE"> Second International Workshop on Pattern Recognition </i> &nbsp;
Our proposed system is an extension of Spatio-Temporal context learning through Kalman Filtering.  ...  Spatio-Temporal Context Learning offers state of the art accuracy in general object tracking but its performance suffers due to object occlusion.  ...  For real-time eye tracking, we proposed Kalman Extended Spatio-Temporal Context Learning.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1117/12.2280271">doi:10.1117/12.2280271</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/h2xwyso4ejgofo2magricrbeey">fatcat:h2xwyso4ejgofo2magricrbeey</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200305160249/http://wrap.warwick.ac.uk/129178/7/WRAP-real-time-eye-tracking-spatio-temporal-Minhas-2017.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/3a/ae/3aae982b5b51939c3700eb30f6fbd3a94b678579.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1117/12.2280271"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Metareasoning for Multispectral Satellite Image Interpretation [chapter]

Paul Robertson, Robert Laddaga
<span title="2011-03-18">2011</span> <i title="The MIT Press"> Metareasoning </i> &nbsp;
• Move between contexts by self-adaptation. • Need to know where we are!  ...  Switching contexts. Run out of options. 8 AAAI 2008 W7 Contexts -Domain Knowledge • A context is a region of competence. • Contexts aid understanding.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.7551/mitpress/9780262014809.003.0007">doi:10.7551/mitpress/9780262014809.003.0007</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5env7aueufgmzplgjtkfbcdkhm">fatcat:5env7aueufgmzplgjtkfbcdkhm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20100621022347/http://www.sis.uncc.edu/~anraja/MetaReasoning/pdf/Robertson.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/f6/5a/f65a09b7ff2d1382024d2a13c3eaccaace4be68d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.7551/mitpress/9780262014809.003.0007"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Artificial Immune Ecosystems: the role of expert-based learning in artificial cognition

Pierre Parrend, Fabio Guigou, Julio Navarro, Aline Deruyver, Pierre Collet
<span title="">2018</span> <i title="Atlantis Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/f5jwzvyddzf7perfd2d2qwomx4" style="color: black;">Journal of Robotics, Networking and Artificial Life (JRNAL)</a> </i> &nbsp;
Artificial immune ecosystems support a comprehensive model for anomaly detection and characterization, but their cognitive capacity are limited by the state of the art in machine learning and the rapid  ...  To this regard, bio-inspired approaches provide a rich set of conceptual tools, but they have failed to lay the basis for robust and efficient solutions.  ...  This work was founded by ICube Laboratory (SENSAI project), French Banque Publique d'Investissement (BPI) under AAP-19 HuMa project, Agence Nationale de la Recherche Technologique (ANRT) and the enterprise  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2991/jrnal.2018.4.4.10">doi:10.2991/jrnal.2018.4.4.10</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zi2bohitknhm3fp62vdskwqqae">fatcat:zi2bohitknhm3fp62vdskwqqae</a> </span>
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Computational chemogenomics: Is it more than inductive transfer?

J. B. Brown, Yasushi Okuno, Gilles Marcou, Alexandre Varnek, Dragos Horvath
<span title="2014-04-27">2014</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/eqrkonq3ofesljyzeksgdlfeb4" style="color: black;">Journal of Computer-Aided Molecular Design</a> </i> &nbsp;
We explore the problem in the context of Support Vector Regression, using >9400 pK i values of 31 GPCRs, where compound-protein interactions are represented by the concatenation of vectorial descriptions  ...  Hence, models built through explicit learning by including protein information (EL), while benefitting from IT enhancement, should provide additional predictive capability, notably for protein deorphanization  ...  We explore the problem in the context of Support Vector Regression, using >9400 pK i values of 31 GPCRs, where compound-protein interactions are represented by the concatenation of vectorial descriptions  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10822-014-9743-1">doi:10.1007/s10822-014-9743-1</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/24771144">pmid:24771144</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2id52aq57vc2njil6jklle33yi">fatcat:2id52aq57vc2njil6jklle33yi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809051447/http://infochim.u-strasbg.fr/CS3_2014/PosterAbstracts/P45_CS3.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/63/da63f554d99f3136b9537e07a7b310eae380bba4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10822-014-9743-1"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

How Active Inference Could Help Revolutionise Robotics

Lancelot Da Costa, Pablo Lanillos, Noor Sajid, Karl Friston, Shujhat Khan
<span title="2022-03-02">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4d3elkqvznfzho6ki7a35bt47u" style="color: black;">Entropy</a> </i> &nbsp;
Learning and grounding. AIF agents learn from sparse and noisy observations by actively sampling informative data points, enabling few-shot learning.  ...  Moreover, AIF fuses multiple sensory streams, by weighing incoming sensory information by their estimated precision [36, 39] . This enables accurate and robust inferences.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/e24030361">doi:10.3390/e24030361</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/35327872">pmid:35327872</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8946999/">pmcid:PMC8946999</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qiyc4hul3ffjjmq5buq524mgiu">fatcat:qiyc4hul3ffjjmq5buq524mgiu</a> </span>
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Explicit Utilization of General Knowledge in Machine Reading Comprehension

Chao Wang, Hui Jiang
<span title="">2019</span> <i title="Association for Computational Linguistics"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5n6volmnonf5tn6xputi5f2t3e" style="color: black;">Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics</a> </i> &nbsp;
When only a subset (20%-80%) of the training examples are available, KAR outperforms the state-ofthe-art MRC models by a large margin, and is still reasonably robust to noise.  ...  On the other hand, we propose an end-to-end MRC model named as Knowledge Aided Reader (KAR), which explicitly uses the above extracted general knowledge to assist its attention mechanisms.  ...  Acknowledgments This work is partially supported by a research donation from iFLYTEK Co., Ltd., Hefei, China, and a discovery grant from Natural Sciences and Engineering Research Council (NSERC) of Canada  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18653/v1/p19-1219">doi:10.18653/v1/p19-1219</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/acl/WangJ19.html">dblp:conf/acl/WangJ19</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/c67a53ovl5dixp77cb6bbwpuem">fatcat:c67a53ovl5dixp77cb6bbwpuem</a> </span>
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A Hybrid System for Named Entity Metonymy Resolution [chapter]

Caroline Brun, Maud Ehrmann, Guillaume Jacquet
<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;
syntactic relations combined with a non supervised distributional approach, also relying on the relations extracted by the parser.  ...  In order to perform Named Entity metonymy resolution on location names and company names, as required for this task, we developed a hybrid system based on the use of a robust parser that extracts deep  ...  PREP_WITH('VERB: provide ','NP:food aid'). From these triples, we create the following lexical units and contexts (in the context 1.VERB: provide.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-04235-5_11">doi:10.1007/978-3-642-04235-5_11</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/omedapupnjgdnlcfeoowj5flgy">fatcat:omedapupnjgdnlcfeoowj5flgy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170707012538/http://www.europe.naverlabs.com//content/download/7001/52445/file/2007-016.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/1e/c8/1ec8dcbc8875791a7f1a8afd6784687d57fa2d59.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-04235-5_11"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Context-Aware Personal Navigation Using Embedded Sensor Fusion in Smartphones

Sara Saeedi, Adel Moussa, Naser El-Sheimy
<span title="2014-03-25">2014</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/taedaf6aozg7vitz5dpgkojane" style="color: black;">Sensors</a> </i> &nbsp;
The proposed approach in this paper is using low-cost sensors in a multi-level fusion scheme to improve the accuracy and robustness of context-aware navigation system.  ...  Context-aware systems are concerned with the following challenges which are addressed in this paper: context acquisition, context understanding, and context-aware application adaptation.  ...  Author Contributions This paper is part of a Ph.D. thesis written by Sara Saeedi under supervision of Naser El-Sheimy.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s140405742">doi:10.3390/s140405742</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/24670715">pmid:24670715</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC4029676/">pmcid:PMC4029676</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ez4ktd6cjvanvp5qblmbs6erwa">fatcat:ez4ktd6cjvanvp5qblmbs6erwa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170421063757/http://www.mdpi.com:80/1424-8220/14/4/5742/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/81/e0/81e0c986a0d5d1c479b3d40673fb3c86d24f7df8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/s140405742"> <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> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4029676" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>
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