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Predictive Indexing [article]

Joy Arulraj, Ran Xian, Lin Ma, Andrew Pavlo
<span title="2019-01-21">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Our evaluation shows that predictive indexing improves the throughput of a DBMS by 3.5--5.2x compared to other state-of-the-art indexing approaches.  ...  We demonstrate that predictive indexing works seamlessly with other lightweight automated physical design tuning methods.  ...  Unlike predictive indexing, it does not support range queries. VIII.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1901.07064v1">arXiv:1901.07064v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/sv5lssvorzeyfpysqq2w4vifce">fatcat:sv5lssvorzeyfpysqq2w4vifce</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200930061129/https://arxiv.org/pdf/1901.07064v1.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/04/83/0483b391628a9dd7da64b26f47d015173fafd7ee.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1901.07064v1" 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>

Indexing Cost Sensitive Prediction [article]

Leilani Battle, Edward Benson, Aditya Parameswaran, Eugene Wu
<span title="2014-08-15">2014</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We develop algorithms and indexes to support cost-sensitive prediction, i.e., making decisions using machine learning models taking feature evaluation cost into account.  ...  Predictive models are often used for real-time decision making.  ...  Features vary in predictive power, e.g. skin tone colors might more accurately predict inappropriate images than image size.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1408.4072v1">arXiv:1408.4072v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/oorh5l2qknekbhkxa7um3gkjn4">fatcat:oorh5l2qknekbhkxa7um3gkjn4</a> </span>
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Predicting Asthma Using Clinical Indexes

Jose A. Castro-Rodriguez, Lorena Cifuentes, Fernando D. Martinez
<span title="2019-07-31">2019</span> <i title="Frontiers Media SA"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/nyffpqbfy5fvrl6y7b6b4gokh4" style="color: black;">Frontiers in Pediatrics</a> </i> &nbsp;
steps for any predictive model.  ...  Seven most popular asthma predictive models were reviewed (original API, Isle of Wight, PIAMA, modified API, ucAPI, APT Leicestersher, and ademAPI).  ...  API, asthma predictive index; APT, asthma predictive tool; PV, predictive value; LR, likehood ratio; Positive LR, sensitivity/1-specificity; Negative LR, 1-sensitivity/specificity.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3389/fped.2019.00320">doi:10.3389/fped.2019.00320</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/31463300">pmid:31463300</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC6707805/">pmcid:PMC6707805</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qaioh5zfnbcobaaoerblmcdpwq">fatcat:qaioh5zfnbcobaaoerblmcdpwq</a> </span>
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PSPI: PEDIATRIC SURVIVAL PREDICTION INDEX

A Saporiti, M Althabe, L Landry, E Gabai, E Carmuega, J Mendilaharzu
<span title="">1989</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/whvfa7dwcjdv3htgapecctdu2q" style="color: black;">Pediatric Research</a> </i> &nbsp;
. >' 3.5 ( 4 ) Glasgow < (45) The Pediatric Survival Prediction Index is the result of summing up the index obtained for the variables.  ...  Prediction of patient risks on admittance may be of inter est not only for prognostic purposes but also as an index of unit efficiency.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1203/00006450-198908000-00037">doi:10.1203/00006450-198908000-00037</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/u2g66ci2ovggtpvh2iyigwt2ny">fatcat:u2g66ci2ovggtpvh2iyigwt2ny</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200510212141/https://www.nature.com/articles/pr1989203.pdf?error=cookies_not_supported&amp;code=1ff731bb-3d51-4989-9291-6ebb6fdbf6eb" 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/32/4b/324b104dc89a0e8538893b5de065ab0187c8ba56.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1203/00006450-198908000-00037"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Predicting the CDS return index

M. P. Hanias, L. Magafas, A. Ozun
<span title="">2011</span> <i title="Eastern Macedonia and Thrace Institute of Technology"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/bdh2aivq6feixdfzfu2el5io6q" style="color: black;">Journal of Engineering Science and Technology Review</a> </i> &nbsp;
This paper sets out to apply concepts of non linear dynamics theory nai neural networks to the prediction of CDS index using Greek, Turkey, Russia, Brazil and China data.  ...  To achieve out of the sample multistep ahead prediction, a neural net is constructed which architectures based on strange attractors topological properties  ...  In figure 3 Conclusion In this paper, we use a non linear analysis in combination with neural networks to predict the log CDS index for various countries.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.25103/jestr.043.19">doi:10.25103/jestr.043.19</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/uei4h2o7njayvjfkshvrerxkty">fatcat:uei4h2o7njayvjfkshvrerxkty</a> </span>
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Spline Single-Index Prediction Model [article]

Li Wang, Lijian Yang
<span title="2007-04-06">2007</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The single-index is identified by the best approximation to the multivariate prediction function of the response variable, regardless of whether the prediction function is a genuine single-index function  ...  In this paper, based on weakly dependent sample, we investigate the single-index prediction (SIP) model which is robust against deviation from the single-index model.  ...  If m is a genuine single-index function, then E θ 0 ≡ 0, thus the proposed SIP model is exactly the single-index model.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/0704.0302v2">arXiv:0704.0302v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/75xaohl52jhptgzex7xlq4jdzi">fatcat:75xaohl52jhptgzex7xlq4jdzi</a> </span>
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Shock index: blunt clinical predictions

Boning Li, Christine Fanning, Amit Patel, Amay Parikh
<span title="">2013</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/eyunfxef55badheveh6xvclzty" style="color: black;">Critical Care</a> </i> &nbsp;
We appreciate the work of Mutschler and colleagues regarding shock index (SI) in trauma patients [1] ; however, we would like to discuss a few points of interest.  ...  We appreciate the work of Mutschler and colleagues regarding shock index (SI) in trauma patients [1] ; however, we would like to discuss a few points of interest.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/cc13125">doi:10.1186/cc13125</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/25320754">pmid:25320754</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/crx623s3izecnhwdw76x6trpyy">fatcat:crx623s3izecnhwdw76x6trpyy</a> </span>
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Applying Data Mining Techniques in Predicting Index and non-Index Crimes

Allemar Jhone P. Delima, College of Engineering and Information Technology, Surigao State College of Technology, Surigao City, 8400, Philippines
<span title="">2019</span> <i title="EJournal Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2uckwik5xjerdg36acn26gjq6e" style="color: black;">International Journal of Machine Learning and Computing</a> </i> &nbsp;
Prediction of its occurrence for the year 2018-2022 was also provided using ARIMA (1,0,7) model. Results showed that Surigao City has the most number of recorded index and non-index crimes.  ...  An increasing incidence of crime has led to the development and use of computer-aided diagnosis system, tools and methods in analyzing, classifying and predicting crimes.  ...  The ARIMA (1,0,7) model was utilized to predict future occurrence of index and non-index crimes in the province from 2018-2022. A.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18178/ijmlc.2019.9.4.837">doi:10.18178/ijmlc.2019.9.4.837</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7rg52xwlvja2he74fpaqssdex4">fatcat:7rg52xwlvja2he74fpaqssdex4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200307074919/http://www.ijmlc.org/vol9/837-IT024.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/fa/67/fa6738fe879d8f66b5d6f0873894764ea73bd7ac.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18178/ijmlc.2019.9.4.837"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Effectively training neural networks for stock index prediction: Predicting the S&P 500 index without using its index data

Jinho Lee, Jaewoo Kang, Stefan Cristian Gherghina
<span title="2020-04-10">2020</span> <i title="Public Library of Science (PLoS)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/s3gm7274mfe6fcs7e3jterqlri" style="color: black;">PLoS ONE</a> </i> &nbsp;
Unlike previous works, we do not use target stock index data for training neural networks for index prediction.  ...  We propose a novel method for training neural networks to predict the future prices of stock indexes.  ...  The most critical problem is using stock index data for training NNs to predict the future price of a stock index.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1371/journal.pone.0230635">doi:10.1371/journal.pone.0230635</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/32275721">pmid:32275721</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4j7zsdgkozbglo3tyttfkjstt4">fatcat:4j7zsdgkozbglo3tyttfkjstt4</a> </span>
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Probabilistic indexing for case-based prediction [chapter]

Boi Faltings
<span title="">1997</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;
assumptions about the nature of the relationship between attributes and the result. owever, assumptions about the attribute-class relationship are often introduced in the similarity measure used for case indexing  ...  Recognition and Prediction The problem can pose itself in two forms, which we shall call recognition and prediction.  ...  QED. 4 Using weights as similarity metrics Since match weights give the probability that a case makes the correct prediction, they would make an ideal similarity metric for indexing cases.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/3-540-63233-6_529">doi:10.1007/3-540-63233-6_529</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2btqj3b5qnbbnalv545gah3fbm">fatcat:2btqj3b5qnbbnalv545gah3fbm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190220232624/http://pdfs.semanticscholar.org/305a/b532e7b38d69adad5e381aeba1d26a047b90.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/30/5a/305ab532e7b38d69adad5e381aeba1d26a047b90.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/3-540-63233-6_529"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Body mass index predicts stroke prognosis

<span title="">2013</span> <i title="Swedish Science Pioneers"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/yeo3mmpuxfcdpmcisid3lbq6um" style="color: black;">Journal of Clinical Research &amp; Governance</a> </i> &nbsp;
Keywords: Stroke Body Mass Index Prognosis Unified Neurological Stroke Scale Ab s t r a c t Purpose: The aim of this study was assess whether Body mass index(BMI) can predict the six-month-length prognosis  ...  Conclusion: BMI irrespective of its role in increasing the likelihood of stroke incidence could also predict its prognosis.  ...  Many factors may have a role in predicting stroke prognosis.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.13183/jcrg.v2i1.20">doi:10.13183/jcrg.v2i1.20</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fnzuex7eyzdetf7k6xi72tszxe">fatcat:fnzuex7eyzdetf7k6xi72tszxe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190430172927/http://index.sciencepub.se/ojs/index.php/JCRG/article/download/20/20" 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/13/c5/13c505c70433b25064cd45b35117f3d4c09525ed.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.13183/jcrg.v2i1.20"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

D-index and Prediction of Infection

Rodrigo Doyle Portugal, Márcia Garnica, Márcio Nucci
<span title="">2010</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2kpnxw7dl5b43oarayv3jpkf7m" style="color: black;">Biology of Blood and Marrow Transplantation</a> </i> &nbsp;
None of the cumulative indexes was predictive of BSI.  ...  By contrast, both the D-index and the c-D-index predicted pulmonary infections.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.bbmt.2010.07.021">doi:10.1016/j.bbmt.2010.07.021</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/20688182">pmid:20688182</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jzmx4rzrnnhvfedhrt2d6bvkbu">fatcat:jzmx4rzrnnhvfedhrt2d6bvkbu</a> </span>
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Gaussian Processes indexed on the symmetric group: prediction and learning [article]

François Bachoc, Fabrice Gamboa
<span title="2020-02-13">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We aim at defining a Gaussian process indexed by permutations.  ...  In this paper, we will be in the framework of Gaussian processes indexed by S N .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1803.06118v4">arXiv:1803.06118v4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/xs5ngaaanja53hwnhca65gm2vq">fatcat:xs5ngaaanja53hwnhca65gm2vq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200321135628/https://arxiv.org/pdf/1803.06118v4.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/1803.06118v4" 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>

Prediction of leaf area index in almonds by vegetation indexes

Jose L. Zarate-Valdez, Michael L. Whiting, Bruce D. Lampinen, Samuel Metcalf, Susan L. Ustin, Patrick H. Brown
<span title="">2012</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/bitt7mr5gbbnxb3hc7d4rccdzy" style="color: black;">Computers and Electronics in Agriculture</a> </i> &nbsp;
MLB LAI and MASTER vegetation indexes, such as NDWI (normalized difference water index), GMI (Gitelson-Merzlyak index) and NDVI (normalized difference vegetation index), were highly correlated (r 2 = 0.90  ...  In addition, a high correlation (r 2 = 0.80) between the MLB measured LAI and selected Landsat derived vegetation indexes (VI) was found.  ...  by the canopy) as predicted by different vegetation indexes.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.compag.2012.03.009">doi:10.1016/j.compag.2012.03.009</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mjd3zrlefjfyzclxe2ap7crfpq">fatcat:mjd3zrlefjfyzclxe2ap7crfpq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20121206021458/http://cstars.metro.ucdavis.edu/files/8013/4645/3385/16_Zarate_MLB_MASTER_LAI.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/50/8c/508c238069a9990decbee37ab7bb73a15300aab8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.compag.2012.03.009"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

GEDI: Gammachirp Envelope Distortion Index for Predicting Intelligibility of Enhanced Speech [article]

Katsuhiko Yamamoto, Toshio Irino, Shoko Araki, Keisuke Kinoshita, Tomohiro Nakatani
<span title="2020-04-25">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this study, we propose a new concept, the gammachirp envelope distortion index (GEDI), based on the signal-to-distortion ratio in the auditory envelope, SDRenv to predict the intelligibility of speech  ...  The results showed that mr-GEDI predicted the intelligibility curves better than short-time objective intelligibility (STOI) measure, extended-STOI (ESTOI) measure, and hearing-aid speech perception index  ...  Speech intelligibility as percentage correct, I predict , is predicted from index d using a multiple-alternative forced choice (mAFC) model (Green & Birdsall, 1988) with an unequal-variance Gaussian  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1904.02096v5">arXiv:1904.02096v5</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mpedczcndvgjpirg6kz556lwnu">fatcat:mpedczcndvgjpirg6kz556lwnu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200503005344/https://arxiv.org/pdf/1904.02096v5.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/1904.02096v5" 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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