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Extended Topic Model for Word Dependency

Tong Wang, Vish Viswanath, Ping Chen
<span title="">2015</span> <i title="Association for Computational Linguistics"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5n6volmnonf5tn6xputi5f2t3e" style="color: black;">Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (Volume 2: Short Papers)</a> </i> &nbsp;
Topic Model such as Latent Dirichlet Allocation(LDA) makes assumption that topic assignment of different words are conditionally independent. In this paper, we propose a new model Extended Global Topic Random Field (EGTRF) to model non-linear dependencies between words. Specifically, we parse sentences into dependency trees and represent them as a graph, and assume the topic assignment of a word is influenced by its adjacent words and distance-2 words. Word similarity information learned from
more &raquo; ... rge corpus is incorporated to enhance word topic assignment. Parameters are estimated efficiently by variational inference and experimental results on two datasets show EGTRF achieves lower perplexity and higher log predictive probability.
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3115/v1/p15-2083">doi:10.3115/v1/p15-2083</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/acl/WangVC15.html">dblp:conf/acl/WangVC15</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lrl7mrrjp5cpjoaxdusvo7vneq">fatcat:lrl7mrrjp5cpjoaxdusvo7vneq</a> </span>
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Page 511 of Youth's Companion Vol. 66, Issue 3466 [page]

<span title="1893-10-26">1893</span> <i title="Open Court Publishing Co"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_youths-companion" style="color: black;">Youth&#39;s Companion </a> </i> &nbsp;
Natural Law in the Spiritual World, and Addresses, by Drummond; Addresses by Phillips Brooks. Three Volumes.  ...  See Conditions, page 506. Any two sold for 85 cents, postage 15 cents extra. Natural Law in the Spiritual! World. By Henry Drummond.  ... 
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Between Two Wars: The Failure of Education, 1920-1940.Porter Sargent

E. B. Reuter
<span title="">1946</span> <i title="University of Chicago Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wpndfz5g3fan3hpcpwdgbs4k5e" style="color: black;">American Journal of Sociology</a> </i> &nbsp;
Any other view of human conduct tilts the Pandorian lid, releasing a whole train of half-truths concerning the nature of human nature. H.  ...  506 ligion” will be found especially helpful, as it reflects a new collaboration between education and religion.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1086/219880">doi:10.1086/219880</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/e5fmpr7k2fdqvl26wrl5utz2eq">fatcat:e5fmpr7k2fdqvl26wrl5utz2eq</a> </span>
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Page 151 of Chemical Engineering Vol. 65, Issue 21 [page]

<span title="1958-10-20">1958</span> <i title="Access Intelligence LLC"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_chemical-engineering" style="color: black;">Chemical Engineering </a> </i> &nbsp;
G. at T,)] — (volume at T,) = volume error If the tank contents heat up to 104 F. during any un- due length of holdover in the tank;-total expansion is: [ (506) / (1.423/1.416)] — (506) = 4 gal. 15]  ...  Adjust for any added volume by inserting welded, closed, ends of pipe of the right volume through the tank nozzle. Naturally, you must do this after calibration.  ... 
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Page 506 of American Journal of Sociology Vol. 51, Issue 5 [page]

<span title="">1946</span> <i title="University of Chicago, acting through its Press"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_american-journal-of-sociology" style="color: black;">American Journal of Sociology </a> </i> &nbsp;
Any other view of human conduct tilts the Pandorian lid, releasing a whole train of half-truths concerning the nature of human nature. H.  ...  506 ligion” will be found especially helpful, as it reflects a new collaboration between education and religion.  ... 
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Standard Values in Nutrition and Metabolism

<span title="1955-04-01">1955</span> <i title="American Academy of Pediatrics (AAP)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jjwdvrbalba7bozmsndi7jy2te" style="color: black;">Pediatrics</a> </i> &nbsp;
The material is mainly of a quantitative nature, consisting of tables, diagrams and an extensive bibliography. Controversial and unconfirmed data have been largely excluded.  ...  This volume, compiled and reviewed by numerous researchers in fields of plant and animal biology, is the second fascicle of a larger undertaking which aims at the compilation and publication of the more  ...  506 the desirability of using bromides and the lack of difficulties encountered in having children take ketogenic diets are contrary to the opinion of the majority of physicians reporting from other clinics  ... 
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Page 506 of Critical Review; Or, Annals of Literature Vol. 9, Issue [page]

<span title="">1793</span> <i title="Open Court Publishing Co"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_critical-review-or-annals-of-literature" style="color: black;">Critical Review; Or, Annals of Literature </a> </i> &nbsp;
Any uninterefting intelligence is fuppreffed ; as accounts of villages, and of common natural productions.  ...  506 Travels among the Kalmucks and Tartars. contents not univerfally nor equally important and intereft- ing, not to mention numerous repetitions, it was thought ufe- ful to offer an abridgement of them  ... 
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Page 506 of The Journal of Applied Ecology Vol. 42, Issue 3 [page]

<span title="">2005</span> <i title="Blackwell Publishing Ltd."> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_journal-of-applied-ecology" style="color: black;">The Journal of Applied Ecology</a> </i> &nbsp;
Walker, K.J. & Pywell, R.F. (2000) Grassland communities on Sousa, WP. (1984) The role of disturbance in natural communities.  ...  Editor: Rob Freckleton © 2005 British Ecological Society, Journal of Applied Ecology, 42, 498-506  ... 
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Page 506 of Ohio History Vol. 41, Issue 3 [page]

<span title="">1932</span> <i title="Kent State University Press"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_ohio-history" style="color: black;">Ohio History </a> </i> &nbsp;
506 Ohio Arch. and Hist. Society Publications R. Schoolcraft. Transactions of the American Ethnological Society, New York and London. MDCCCXLV. Pp. 369- 420.  ...  American Anthropologist, Volume 34, Number 2, April-June, 1932. Pp. 286-295. Prehistoric Ancestors Our Prehistoric Ancestors. Herdman Fitzgerald Cleland. Coward-McCann, Inc., New York. MCMXXVIII.  ... 
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Sherlock's disease of the liver and biliary systems

R. Williams
<span title="2011-10-01">2011</span> <i title="Royal College of Physicians"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/x653kgnpfjdw3ou4mibfbydm64" style="color: black;">Clinical medicine (London)</a> </i> &nbsp;
One naturally mourns for the singlehanded authority of the late Sheila Sherlock in her famous textbook.  ...  ROGER WILLIAMS CBE Director, Institute of Hepatology, London Clinical Medicine 2011, Vol 11, No 5: 506 book reviews  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.7861/clinmedicine.11-5-506">doi:10.7861/clinmedicine.11-5-506</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tvqd5kwfwrfvlbkxqpf3tnpanu">fatcat:tvqd5kwfwrfvlbkxqpf3tnpanu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180719144350/http://www.clinmed.rcpjournal.org/content/11/5/506.full.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/4b/04/4b041ca5a645e6756f94b658d14cd15521c71b79.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.7861/clinmedicine.11-5-506"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Page 506 of Catholic University Bulletin Vol. 12, Issue 4 [page]

<span title="">1906</span> <i title="Open Court Publishing Co"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_catholic-university-bulletin" style="color: black;">Catholic University Bulletin </a> </i> &nbsp;
506 CATHOLIC UNIVERSITY BULLETIN. mentions a cloud of witnesses all freely testifying to the influence which the author’s teaching and writing exerted upon them.  ...  Evil: Its Nature and Cause. By Rev. A. B. Sharpe, M.A. Pp. 70. The Secret of the Cell. By B.C. A. Windle, M.D. Pp. 51. This second series is a worthy continuation of the first.  ... 
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Immunogenicity and antigenicity of synthetic Escherichia coli lipid A

L Brade, E T Rietschel, S Kusumoto, T Shiba, H Brade
<span title="">1986</span> <i title="American Society for Microbiology"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2tq6zpkjr5dhfiie5yo4un2uiq" style="color: black;">Infection and Immunity</a> </i> &nbsp;
(compound 503) were compared with those of bis- and 4'-monophosphorylated natural free lipid A from E. coli.  ...  Both antigenic determinants were also expressed by bisphosphorylated compound 506 used as an antigen; however, upon immunization, only antibodies against compound 506 were elicited.  ...  They are obtained by immunizing rabbits with either 506 or natural LipA-Ac.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/2416687">pmid:2416687</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC261072/">pmcid:PMC261072</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zo7afk6ku5cwlpsd3qz43eln5e">fatcat:zo7afk6ku5cwlpsd3qz43eln5e</a> </span>
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Page 506 of Strategic Finance Vol. 37, Issue 4 [page]

<span title="">1955</span> <i title="Institute of Management Accountants"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_strategic-finance" style="color: black;">Strategic Finance</a> </i> &nbsp;
Given a sales 506 N.A.C.A, BW, wa * Na s BSG, RS RRS _ SESRBTSES. z eheey = 9  ...  For this purpose the income statement must be condensed into a very ‘ items, each reflecting a group of activities of homogeneous nature and, table behavior.  ... 
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Page 506 of Poetical Register, and Repository of Fugitive Poetry Vol. 6, Issue [page]

<span title="">1806</span> <i title="Open Court Publishing Co"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_poetical-register-and-repository-of-fugitive-poetry" style="color: black;">Poetical Register, and Repository of Fugitive Poetry </a> </i> &nbsp;
es a ee oe = ar ERIS RT OG | f 506 wotten as soon as the bgok which contains them it closed, will never entitle their author to the name of poet.  ...  THe author of “ the Seasons in England,” is an accurate observer of nature. Some of his descrip- tions of rural objects and scenery are picturesque and pleasing.  ... 
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Book Review

<span title="">1988</span> <i title="Springer Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/drfdii35rzaibj3aml5uhvr5xm" style="color: black;">Nature</a> </i> &nbsp;
The contributors to this volume are leading members of the project , and this is the volume intended to act as an introduction to the forthcoming fragments .  ...  506==-=-------------------BOOK REVIEWS----------N_A_Tu_R_E_v_o_L_._33_s_6_o_cr_o_B_E_R_1_9 ss_ would have resembled "animal cunning" rather than "the kind of intuitive reasoning that we associate anthropomorphically  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1038/335506a0">doi:10.1038/335506a0</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/niptcfi6hfb6hligkegouh5smq">fatcat:niptcfi6hfb6hligkegouh5smq</a> </span>
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