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Fundamental Limits on Data Acquisition: Trade-offs between Sample Complexity and Query Difficulty [article]

Hye Won Chung, Ji Oon Lee, Alfred O. Hero
<span title="2018-01-02">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We analyze the fundamental trade-offs between the query difficulty and the sample complexity, and show that the sample complexity of n=c{k,(k k)/d̅} for some constant c>0 is necessary and sufficient to  ...  We consider query-based data acquisition and the corresponding information recovery problem, where the goal is to recover k binary variables (information bits) from parity measurements of those variables  ...  CONCLUSIONS In this paper, we analyzed the fundamental trade-offs between query difficultyd and sample complexity n in a query-based data acquisition system associated with a crowdsourcing task with workers  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1712.00157v2">arXiv:1712.00157v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tx7vmhzimzdntb6rmwd2fqiwia">fatcat:tx7vmhzimzdntb6rmwd2fqiwia</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200929205800/https://arxiv.org/pdf/1712.00157v2.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/f7/daf7a8e96fb62c648095e26cd33bcd65af53d5dc.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1712.00157v2" 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>

State Acquisition in Computer Networks

Ruairi de Frein
<span title="">2018</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/56dhszip4jhvjn35r7pr7qhvxi" style="color: black;">2018 IFIP Networking Conference (IFIP Networking) and Workshops</a> </i> &nbsp;
An improvement in representation accuracy of one order of magnitude is achieved for voice and video streaming applications; this improvement does not incur any additional bandwidth or storage cost.  ...  applications, to estimate the rate-of-change of these services; and finally, (3) we demonstrate how to acquire network state accurately for a number of real-world traces using Greedy Acquisition.  ...  We examine this trade-off between accuracy and bandwidth usage, but also consider whether crucial characteristics of each trace have been preserved by State Acquisition at different points of this trade-off  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.23919/ifipnetworking.2018.8696390">doi:10.23919/ifipnetworking.2018.8696390</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/networking/Frein18.html">dblp:conf/networking/Frein18</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fm32ysy2xza4lp2gmpvn2t3kli">fatcat:fm32ysy2xza4lp2gmpvn2t3kli</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200319184143/http://dl.ifip.org/db/conf/networking/networking2018/2A4-1570422345.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/85/76/857669452c51a461288192cc649dd5619d17ea94.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.23919/ifipnetworking.2018.8696390"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Data acquisition and cost-effective predictive modeling

Foster Provost, Prem Melville, Maytal Saar-Tsechansky
<span title="">2007</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ui4l47p5y5baboqqsoynp5gdwa" style="color: black;">Proceedings of the ninth international conference on Electronic commerce - ICEC &#39;07</a> </i> &nbsp;
We also present and demonstrate briefly a unified framework within which one can integrate acquisitions of different types, with any cost structure and any predictive modeling objective.  ...  Electronic commerce is revolutionizing the way we think about data modeling, by making it possible to integrate the processes of (costly) data acquisition and model induction.  ...  Acknowledgments We thank Mikhail Bilenko, Panos Ipeirotis, and Ronny Kohavi for enlightening discussions of predictive modeling and data acquisition for electronic commerce.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1282100.1282172">doi:10.1145/1282100.1282172</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/ACMicec/ProvostMS07.html">dblp:conf/ACMicec/ProvostMS07</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2xokdpbl7zhz3d2rceojl3n7x4">fatcat:2xokdpbl7zhz3d2rceojl3n7x4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808153209/http://www.site.uottawa.ca/~nelkadri/CSI5389/Papers/44-Data%20Acquisition%20and%20Cost-effective%20Predictive%20Modeling.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/cb/51/cb51ac5489b8173f25fd61fec2e66f213370106a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1282100.1282172"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

The acquisition of skill

J. A. McGeoch
<span title="">1929</span> <i title="American Psychological Association (APA)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6urxmhwg7nbcvhhupqn3zc7fmm" style="color: black;">Psychological bulletin</a> </i> &nbsp;
Michotte). 1928, Louvain and Paris. Wakenaws, G., Query on “A Revision of the Fundamental Law of Habit Formation.” Science, 1928, 68, 135-136. Watton, H., La maladresse.  ...  Difficulty is not entirely dependent on the physical characteristics of the problem. It also depends on what precedes and THE ACQUISITION OF SKILL 471 on the stage of learning.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1037/h0070828">doi:10.1037/h0070828</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5tuqmgpli5by3osied2dpszh4u">fatcat:5tuqmgpli5by3osied2dpszh4u</a> </span>
<a target="_blank" rel="noopener" href="https://archive.org/details/sim_psychological-bulletin_1929-08_26_8/page/457" title="read fulltext microfilm" 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> Archive [Microfilm] <div class="menu fulltext-thumbnail"> <img src="https://archive.org/serve/sim_psychological-bulletin_1929-08_26_8/__ia_thumb.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1037/h0070828"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Critical Factors of Pre-Acquisition Due Diligence in Cross-Border Acquisitions [chapter]

Alen Sacek
<span title="2016-10-28">2016</span> <i title="Emerald Group Publishing Limited"> Contemporary Studies in Economic and Financial Analysis </i> &nbsp;
The empirical evidence is data sample of acquisitions made in the automotive manufacturing firms and their cross-border acquisitions in the European automotive industry.  ...  Despite the intense effort, the made progress is still fragmented and lacks unifying theories that approaches the whole acquisition process on the one side, and in-depth research of critical factors on  ...  Investigating pre-acquisition due diligence is limited by confidentiality and the nonpublic character of the data.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1108/s1569-375920160000098008">doi:10.1108/s1569-375920160000098008</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4zurzerxvrf6rezisd5hp3xbr4">fatcat:4zurzerxvrf6rezisd5hp3xbr4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180721212306/http://dspace.lu.lv/dspace/bitstream/handle/7/34494/298-56307-Sacek_Alen.Antun_as11533.pdf;jsessionid=EE05A4A04C4C8D3A99A905BCBAEA5FD1?sequence=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/9f/43/9f4333548e0005e16c6a3e04444854a30ed5da4f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1108/s1569-375920160000098008"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Acquisition of procedures: The effects of example elaborations and active learning exercises

Richard Catrambone, Mashiho Yuasa
<span title="">2006</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/xtksveiworabxaudztwrgtz5mi" style="color: black;">Learning and Instruction</a> </i> &nbsp;
This study explored the effects of active learning and types of elaboration on procedure acquisition (writing database queries).  ...  Training materials emphasized elaborations of conditions for executing actions versus elaborations of the connection between conditions and actions.  ...  The apparent trade-off between training time and test time clearly needs to be examined under a variety of training conditions, testing conditions, and using a variety of types of learners (e.g., different  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.learninstruc.2006.02.002">doi:10.1016/j.learninstruc.2006.02.002</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mz3xgp6dazgllaqkqi6yl4sj7q">fatcat:mz3xgp6dazgllaqkqi6yl4sj7q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808043104/http://www.prism.gatech.edu/~rc7/CatramboneandYuasa2006.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/c7/33/c733c4b139083a0d58b618d1286b42d885e21c3c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.learninstruc.2006.02.002"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Selection of effective contextual information for automatic synonym acquisition

Masato Hagiwara, Yasuhiro Ogawa, Katsuhiko Toyama
<span title="">2006</span> <i title="Association for Computational Linguistics"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5n6volmnonf5tn6xputi5f2t3e" style="color: black;">Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the ACL - ACL &#39;06</a> </i> &nbsp;
Various methods have been proposed for automatic synonym acquisition, as synonyms are one of the most fundamental lexical knowledge.  ...  To obtain the final representation that we require for synonym acquisition, that is, the co-occurrence between words and their contexts, these relationships must be converted to binary relations, i.e.,  ...  Therefore, in choosing combination of different kinds of context information, one should take into consideration the economical efficiency and trade-off between computational complexity and overall performance  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3115/1220175.1220220">doi:10.3115/1220175.1220220</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/acl/HagiwaraOT06.html">dblp:conf/acl/HagiwaraOT06</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/e5chg7silfg6hopppoa6ooel5u">fatcat:e5chg7silfg6hopppoa6ooel5u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20131001032836/http://acl.ldc.upenn.edu:80/P/P06/P06-1045.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/aa/85/aa85896a466b63fa3c171ab2c9a2067607c0d1bc.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3115/1220175.1220220"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Using hybrid algorithmic-crowdsourcing methods for academic knowledge acquisition

Zhaoan Dong, Jiaheng Lu, Tok Wang Ling, Ju Fan, Yueguo Chen
<span title="2017-09-25">2017</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/cwtjzb7mrjft5adayc4gnqasai" style="color: black;">Cluster Computing</a> </i> &nbsp;
In this paper, we mainly focus on the component of data acquisition.  ...  For example, crowd can provide training data or help to validate the ambiguous answers; (3) Trade-off considerations about achieving a higher quality within a given budget, or reducing the whole cost in  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10586-017-1089-8">doi:10.1007/s10586-017-1089-8</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/oi34fxpfazdl7mcqxgkmgsv2ma">fatcat:oi34fxpfazdl7mcqxgkmgsv2ma</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200313051908/https://helda.helsinki.fi/bitstream/handle/10138/298054/CLUSDraft.pdf;jsessionid=A40911365F17BC00E91BE512A30BDF9A?sequence=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/5a/c7/5ac7280fcc308e35e9e693b10cec73fc68cc9996.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s10586-017-1089-8"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Unsupervised Language Acquisition: Theory and Practice [article]

Alexander Clark
<span title="2002-12-10">2002</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
I carefully examine the interaction between the various components, and show how these algorithms can form the basis for a empiricist model of language acquisition.  ...  I start by examining an a priori argument based on Gold's theorem, that purports to prove that natural languages cannot be learned, and some formal issues related to the choice of statistical grammars  ...  Here, I use it to refer to a range of techniques that trade off model complexity against the fit of the model against the data, in an attempt to reduce some of the problems of overtraining associated with  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/cs/0212024v1">arXiv:cs/0212024v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lsrnihurufcrrk76ygfmlpk4cu">fatcat:lsrnihurufcrrk76ygfmlpk4cu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191013122049/https://arxiv.org/pdf/cs/0212024v1.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/b2/e3/b2e3aa6107f254dddec4882cd44b4096a1a8fb9a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/cs/0212024v1" 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>

Hybridization in Mergers and Acquisitions

Daniel Dauber
<span title="">2011</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/tol7woxlqjeg5bmzadeg6qrg3e" style="color: black;">Social Science Research Network</a> </i> &nbsp;
Abstract According to numerous studies, mergers and acquisitions (M&As) tend to fail more often than being profitable.  ...  Moreover, the outcome of such deals is strongly depending on contextual factors and the acculturation strategy chosen to harmonize existing cultural values, strategies, organizational structures and operations  ...  However, the significance of co-occurrences allowed to (1) run more complex queries on qualitative data and (2) systematically identify and define relationships between qualitative and quantitative data  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2139/ssrn.1743962">doi:10.2139/ssrn.1743962</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/b3rlbsazwbdsvamgulxnjdazqi">fatcat:b3rlbsazwbdsvamgulxnjdazqi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20171108172351/https://core.ac.uk/download/pdf/11007655.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/0c/0c/0c0c306fcdea773c1c627a88d482c88714646e16.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2139/ssrn.1743962"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ssrn.com </button> </a>

Psycholinguistic techniques and resources in second language acquisition research

Leah Roberts
<span title="">2012</span> <i title="SAGE Publications"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/46pfcnrbpfhtnc3vsvdp6dzxyq" style="color: black;">Second Language Research</a> </i> &nbsp;
; and to offer practical information on the setting up of a psycholinguistics laboratory.  ...  In this article, a survey of current psycholinguistic techniques relevant to second language acquisition (SLA) research is presented.  ...  When choosing which one to purchase, one should note that there is usually a trade-off between how much a participant is free to move, and the granularity of the data that can be gathered.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1177/0267658311418416">doi:10.1177/0267658311418416</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2anemcbhebh7zenmlwzviqeztm">fatcat:2anemcbhebh7zenmlwzviqeztm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170815175446/http://pubman.mpdl.mpg.de/pubman/item/escidoc:1539314/component/escidoc:1539313/Roberts_2012_SLR_Review_Article.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/7d/70/7d705e90801274c4d030caf33d48e7d416b9d7b3.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1177/0267658311418416"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> sagepub.com </button> </a>

Single cell proteomics in biomedicine: High-dimensional data acquisition, visualization, and analysis

Yapeng Su, Qihui Shi, Wei Wei
<span title="">2017</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fuys75pzlrec5izxlpab5g6jue" style="color: black;">Proteomics</a> </i> &nbsp;
In this review, we briefly survey the state-of-the-art single cell proteomic tools with a particular focus on data acquisition and quantification, followed by an elaboration of a number of statistical  ...  regression; mTORC1, mechanistic target of rapamycin complex 1; viSNE, visualization of t-distributed stochastic neighbor embedding; One-SENSE, one-dimensional soliexpression by nonlinear stochastic embedding  ...  Acknowledgement The authors acknowledge the following funding agencies and grants for support some of the work  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/pmic.201600267">doi:10.1002/pmic.201600267</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/28128880">pmid:28128880</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC5554115/">pmcid:PMC5554115</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3vd2xx5hdrghbptr63tb3oc5wu">fatcat:3vd2xx5hdrghbptr63tb3oc5wu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180724204443/https://authors.library.caltech.edu/74080/1/Su_et_al-2017-PROTEOMICS.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/51/02/5102c4192a7d5f75561ba1a8860b1cb9735c8888.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/pmic.201600267"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> wiley.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5554115" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Attitude change: Instability of response and acquisition of experience

George Katona
<span title="">1958</span> <i title="American Psychological Association (APA)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/p2qlgk3snzdqnjdpatddui2jfy" style="color: black;">The Psychological Monographs</a> </i> &nbsp;
It may be argued that not so long ago news spread slowly and most people were ignorant of happenings outside their limited sphere; today, however, with rapid mass com- munications, every localized difficulty  ...  Worse off Difference Index of “Evaluation of Present Conditions” in first test: Average APPROACH II Personal finances in year between two tests Better off Worse off Difference Income change in year between  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1037/h0093789">doi:10.1037/h0093789</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/y6ivnh4w4ncbjhhw5thw24epei">fatcat:y6ivnh4w4ncbjhhw5thw24epei</a> </span>
<a target="_blank" rel="noopener" href="https://archive.org/details/sim_psychological-monographs_1958_72_10/page/6" title="read fulltext microfilm" 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> Archive [Microfilm] <div class="menu fulltext-thumbnail"> <img src="https://archive.org/serve/sim_psychological-monographs_1958_72_10/__ia_thumb.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1037/h0093789"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Confidence-based progress-driven self-generated goals for skill acquisition in developmental robots

Hung Ngo, Matthew Luciw, Alexander Förster, Jürgen Schmidhuber
<span title="">2013</span> <i title="Frontiers Media SA"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5r5ojcju2repjbmmjeu5oyawti" style="color: black;">Frontiers in Psychology</a> </i> &nbsp;
We formulate curiosity-driven exploration, and eventual skill acquisition, as a selective sampling problem. Each environment setting provides the agent with a stream of instances.  ...  Results show that the proposed method generates sample-efficient curious exploration behavior, which exhibits developmental stages, continual learning, and skill acquisition, in an intrinsically-motivated  ...  The planning step helps to trade off "easy-to-get" small learning progress rewards with "harder-toget" larger ones.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3389/fpsyg.2013.00833">doi:10.3389/fpsyg.2013.00833</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/24324448">pmid:24324448</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC3840616/">pmcid:PMC3840616</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/f7amrbrrubd5jctkdjlmvayyw4">fatcat:f7amrbrrubd5jctkdjlmvayyw4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170829090606/https://fjfsdata01prod.blob.core.windows.net/articles/files/62546/pubmed-zip/.versions/1/.package-entries/fpsyg-04-00833/fpsyg-04-00833.pdf?sv=2015-12-11&amp;sr=b&amp;sig=NfFK4ZqjKW5MKH39EIm7%2Be6W%2BAYRUmjfGpQnHYudvaU%3D&amp;se=2017-08-29T09%3A06%3A16Z&amp;sp=r&amp;rscd=attachment%3B%20filename%2A%3DUTF-8%27%27fpsyg-04-00833.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/f2/c9/f2c9d52426221ca2ebdfa166c6974c5af8d13169.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3389/fpsyg.2013.00833"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> frontiersin.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3840616" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Whole cell, label free protein quantitation with data independent acquisition: Quantitation at the MS2 level

Peter McQueen, Vic Spicer, John Schellenberg, Oleg Krokhin, Richard Sparling, David Levin, John A. Wilkins
<span title="2014-12-10">2014</span> <i title="Wiley"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fuys75pzlrec5izxlpab5g6jue" style="color: black;">Proteomics</a> </i> &nbsp;
Data independent acquisition (DIA) is a newly developed method that should be able to solve these limitations and improve our ability to analyze the proteome.  ...  However, DDA is limited in its ability to analyze the proteome, in that it only selects the most abundant ions for analysis, and different protein identifications can result even if the same sample is  ...  So in SRM there is a trade-off in the amount of proteins that can be quantified, with high sensitivity and lower limits of quantitation.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/pmic.201400188">doi:10.1002/pmic.201400188</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/25348682">pmid:25348682</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/c6htqu7orjbghndh4lzayljf5q">fatcat:c6htqu7orjbghndh4lzayljf5q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201104195113/https://mspace.lib.umanitoba.ca/xmlui/bitstream/handle/1993/30850/mcqueen_peter.pdf;jsessionid=E47E6503FD508B4EA51503E1CB933838?sequence=6" 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/d5/f5/d5f5cddb5c65a861dc71a215b5edbc5ceae102ce.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1002/pmic.201400188"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> wiley.com </button> </a>
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