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Extended Isolation Forest [article]

Sahand Hariri, Matias Carrasco Kind, Robert J. Brunner
<span title="2018-11-06">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This extension, named Extended Isolation Forest (EIF), improves the consistency and reliability of the anomaly score produced for a given data point.  ...  We present an extension to the model-free anomaly detection algorithm, Isolation Forest.  ...  Figure 8 : 8 Branching process for the Extended Isolation Forest. Figure 9 : 9 Branch cuts generated by the Extended Isolation Forest.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1811.02141v1">arXiv:1811.02141v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fecjcgc72rbmlj53mq5iieavze">fatcat:fecjcgc72rbmlj53mq5iieavze</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191016175758/https://arxiv.org/pdf/1811.02141v1.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/c5/9a/c59a981ab30c04ceb0fb1b3ae72899c6a141598f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1811.02141v1" 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>

Extended Isolation Forest with Randomly Oriented Hyperplanes

Sahand Hariri, Matias Carrasco Kind, Robert J. Brunner
<span title="">2019</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ht3yl6qfebhwrg7vrxkz4gxv3q" style="color: black;">IEEE Transactions on Knowledge and Data Engineering</a> </i> &nbsp;
This extension, named Extended Isolation Forest (EIF), resolves issues with assignment of anomaly score to given data points. We motivate the problem using heat maps for anomaly scores.  ...  We present an extension to the model-free anomaly detection algorithm, Isolation Forest.  ...  rotated Isolation Forest, and Extended Isolation Forest for the case of sinusoid.Fig. 15.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tkde.2019.2947676">doi:10.1109/tkde.2019.2947676</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/37fjgxhavvdklaeaiolnctrnna">fatcat:37fjgxhavvdklaeaiolnctrnna</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210717072817/https://ieeexplore.ieee.org/ielx7/69/9371488/08888179.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/f4/28/f428114ff24e0851d7f54c510fd3954db8365bea.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tkde.2019.2947676"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Extended Isolation Forests for Fault Detection in Small Hydroelectric Plants

Rodrigo Barbosa de Santis, Marcelo Azevedo Costa
<span title="2020-08-10">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/oglosmy3gbhuzobyjit4qalakq" style="color: black;">Sustainability</a> </i> &nbsp;
The extended isolation forest model is a model, based on binary trees, that has been gaining prominence in anomaly detection applications.  ...  The most recent version of the algorithm, the extended isolation Forest (EIF), adopts hyperplanes with random slopes to separate the data, solving problems related to how the algorithm calculates the anomaly  ...  Output: a set of t iTrees Initialize Forest for i ← 1 to nt do X s ← sample(X, ψ); ForestForest ∪ iTree(X s ); end return Forest The normal points tend to be isolated at the deeper end of the tree,  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/su12166421">doi:10.3390/su12166421</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tkd7r3lq25erddlzaps6o2l3hy">fatcat:tkd7r3lq25erddlzaps6o2l3hy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200814204655/https://res.mdpi.com/d_attachment/sustainability/sustainability-12-06421/article_deploy/sustainability-12-06421.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/2b/a9/2ba9e563015092ad279cc310eee3a37bf363be88.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/su12166421"> <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>

Detecting Anomalous User Behavior Using an Extended Isolation Forest Algorithm: An Enterprise Case Study [article]

Li Sun, Steven Versteeg, Serdar Boztas, Asha Rao
<span title="2016-09-21">2016</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This paper presents an anomalous user behaviour detection framework that applies an extended version of Isolation Forest algorithm.  ...  The experimental results show that the system is able to isolate anomalous instances from the baseline user model using a single feature or combined features.  ...  We extend the Isolation Forest algorithm to support categorical data dimensions.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1609.06676v1">arXiv:1609.06676v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6boou7uosfhjpbgj6xxw4zd5bq">fatcat:6boou7uosfhjpbgj6xxw4zd5bq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200909133540/https://arxiv.org/pdf/1609.06676v1.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/37/33/3733449bbd4230c2cadf0166011ba4bcd3717a2a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1609.06676v1" 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>

Extending Isolation Forest for Anomaly Detection in Big Data via K-Means [article]

Md Tahmid Rahman Laskar, Jimmy Huang, Vladan Smetana, Chris Stewart, Kees Pouw, Aijun An, Stephen Chan, Lei Liu
<span title="2021-04-27">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
More specifically, we propose a novel unsupervised machine learning approach that combines the K-Means algorithm with the Isolation Forest for anomaly detection in industrial big data scenarios.  ...  For that purpose, we propose a novel approach via combining Isolation Forest with K-Means that extends the original Isolation Forest algorithm for anomaly detection in big data.  ...  In this work, we extend Isolation Forest via combining it with K-Means to propose a novel approach for anomaly detection in big data scenarios.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2104.13190v1">arXiv:2104.13190v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/cti4agnzpncobllgu3mrkl77ta">fatcat:cti4agnzpncobllgu3mrkl77ta</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210429195536/https://arxiv.org/pdf/2104.13190v1.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/43/95/439501231b103a7121ef5862a72abeebf6ee1d0b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2104.13190v1" 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>

CTX-M-15 Extended-Spectrum β-Lactamase in a Shiga Toxin-Producing Escherichia coli Isolate of Serotype O111:H8

Charlotte Valat, Marisa Haenni, Estelle Saras, Frédéric Auvray, Karine Forest, Eric Oswald, Jean-Yves Madec
<span title="2011-12-09">2011</span> <i title="American Society for Microbiology"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/muvvio6asjahjpoqlnyzx77uje" style="color: black;">Applied and Environmental Microbiology</a> </i> &nbsp;
In line with the recent CTX-M-15/O104:H4E. colioutbreak, these data may reflect an accelerating spread of resistance to expanded-spectrum cephalosporins within theE. colipopulation, including STEC isolates  ...  We also would like to thank the laboratory from Meurthe et Moselle (LVD 54) that collected the E. coli isolate 22207 detailed in this study.  ...  Several studies reported on the antimicrobial resistance of STEC, but these pathogens have not been considered so far as a reservoir of extended-spectrum ␤-lactamases (ESBLs), one of the most widespread  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1128/aem.06997-11">doi:10.1128/aem.06997-11</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/22156432">pmid:22156432</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC3273006/">pmcid:PMC3273006</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fb355czetzewtg7yeisxr2qosi">fatcat:fb355czetzewtg7yeisxr2qosi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190501170541/https://aem.asm.org/content/aem/78/4/1308.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/02/29/0229d3b77686eae036b002980e8b99acd5f669b8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1128/aem.06997-11"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> asm.org </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3273006" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Complexity and approximability of extended Spanning Star Forest problems in general and complete graphs

Kaveh Khoshkhah, Mehdi Khosravian Ghadikolaei, Jérôme Monnot, Dirk Oliver Theis
<span title="">2019</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/elaf5sq7lfdxfdejhkqbtz6qoq" style="color: black;">Theoretical Computer Science</a> </i> &nbsp;
In this paper, we focus on the edge-weighted spanning star forest problem for both minimization and maximization versions.  ...  A solution extension problem consist in, an instance and a partial feasible solution which is given in advance and the goal is to extend this partial solution to a feasible one.  ...  The extended version of the Spanning Star Forest Problem, called Extended Spanning Star Forest Problem consists of extending a given packing of stars into a spanning star forest.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.tcs.2018.11.025">doi:10.1016/j.tcs.2018.11.025</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bwonwkdfrvfqzlj5kuycdojjk4">fatcat:bwonwkdfrvfqzlj5kuycdojjk4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200323160645/https://hal.archives-ouvertes.fr/hal-02379378/document" 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/16/4b/164bd3a4d2a7012272373845bbe7491faadb6a60.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.tcs.2018.11.025"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Page 513 of The American Midland Naturalist Vol. 23, Issue 3 [page]

<span title="">1940</span> <i title="American Midland Naturalist"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_american-midland-naturalist" style="color: black;">The American Midland Naturalist </a> </i> &nbsp;
—Occasional indi- viduals and seedlings may be found in the upper Transition forest, and in isolated groves in the chaparral. Abies Link, The true Firs 1.  ...  White Fir—A considerable portion of the Transition Zone forest is made up of this species which may occur locally in pure stands. It extends up into the lower fringes of the Canadian Zone.  ... 
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Tawny owl (Strix aluco) as a potential transmitter of Enterobacteriaceae epidemiologically relevant for forest service workers, nature protection service and ornithologists

Grzegorz Grzywaczewski, Danuta Kowalczyk-Pecka, Szymon Cios, Wiktor Bojar, Andrzej Jankuszew, Hubert Bojar
<span title="2016-01-03">2016</span> <i title="Institute of Rural Health"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6nvy5shomnde5pl5nmuf6ritty" style="color: black;">Annals of Agricultural and Environmental Medicine</a> </i> &nbsp;
The study evaluated the sensitivity of ESBL-synthesizing isolates to substances belonging to penicillins, cephalosporins, cephamycins, clavams, carbapenems and monobactams.  ...  owl Strix aluco as a potential transmitter of Enterobacteriaceae epidemiologically relevant for forest service workers, nature protection service and ornithologists.  ...  In virtue of its abundant occurrence and nesting predominantly in forest tree holes, forest workers, including both foresters and forest service workers, prove to be the most exposed to contact with this  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5604/12321966.1230732">doi:10.5604/12321966.1230732</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/28378973">pmid:28378973</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/obmpl5bvbzaytjuh5raijtalhi">fatcat:obmpl5bvbzaytjuh5raijtalhi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180721124214/http://www.aaem.pl/pdf-72608-9837?filename=Tawny" 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/60/13/601312e609e943632c66876cdcf90017c6a45abb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5604/12321966.1230732"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

GeoBrowser deployment in the USDA forest service

Charlie Schrader-Patton, Alan Ager, Ken Bunzel
<span title="">2010</span> <i title="ACM Press"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/c24pcjquezfsxbtgru7rldy7h4" style="color: black;">Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research &amp; Application - COM.Geo &#39;10</a> </i> &nbsp;
Two are northern, extending west to east from Alaska to Newfoundland, and the third extends north to south throughout the Rocky Mountains.  ...  However, there was no isolation by distance effect within the other two clades, or within the pooled northern clades.  ...  current address: 3 Department of Forest Science, Oregon State University, Corvallis, OR.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1823854.1823887">doi:10.1145/1823854.1823887</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/comgeo/Schrader-PattonAB10.html">dblp:conf/comgeo/Schrader-PattonAB10</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bt67r6icwvdfrewn5qx6hr24yu">fatcat:bt67r6icwvdfrewn5qx6hr24yu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170508084655/https://www.fs.fed.us/rm/pubs/rmrs_p045/rmrs_p045_027_028.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/09/a8/09a87adc546a1849e89051e4415c81adb80dc408.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/1823854.1823887"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

Page 124 of Evolution Vol. 2, Issue 2 [page]

<span title="">1948</span> <i title="Wiley Subscription Services, Inc."> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_evolution" style="color: black;">Evolution </a> </i> &nbsp;
The long strip of Mayombe Forest extends southward from the Gaboon almost to the lower Congo River near Boma.  ...  It seems much simpler to regard them as of recent origin, due not to isolation, but to the exact opposite, the breaking-up and destruction of forests, with interbreeding of species as a result.  ... 
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Page 25 of Quaestiones Entomologicae Vol. 10, Issue 1 [page]

<span title="">1974</span> <i title="University of Alberta"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_quaestiones-entomologicae" style="color: black;">Quaestiones Entomologicae </a> </i> &nbsp;
Most of the Rocky Mountains present a coniferous barrier except around the Peace River area where widespread aspen forest still extends across to central British Columbia.  ...  Reproductive Isolating Mechanisms Reproductive isolation of these two species is indicated by concordant distribution of several character states with no individuals showing intermediate combinations of  ... 
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Genetic population structure of three Armillaria species at the landscape scale: a case study from Swiss Pinus mugo forests

Muriel Bendel, Felix Kienast, Daniel Rigling
<span title="">2006</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/xmsd5owycvdh7jsdvdjpx6grly" style="color: black;">Mycological Research</a> </i> &nbsp;
The extension of large A. ostoyae genets suggests that forests that occupy the study area have developed in the presence of these Armillaria genets.  ...  In total, 242 Armillaria isolates, 205 from wood samples and 37 from epiphytic rhizomorphs, were collected.  ...  The Park extends over an area of roughly 172 km 2 , 50 km 2 of which are covered with forests.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.mycres.2006.02.002">doi:10.1016/j.mycres.2006.02.002</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/16616839">pmid:16616839</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/floxshyhf5ekrkqpv4mgsobm5u">fatcat:floxshyhf5ekrkqpv4mgsobm5u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190307080930/http://pdfs.semanticscholar.org/dd3e/35d88acc21b9f2310069b532f931e9a2e8a0.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/dd/3e/dd3e35d88acc21b9f2310069b532f931e9a2e8a0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.mycres.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>

Page 92 of International Journal of Plant Sciences Vol. 83, Issue 1 [page]

<span title="">1927</span> <i title="University of Chicago, acting through its Press"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_international-journal-of-plant-sciences" style="color: black;">International Journal of Plant Sciences </a> </i> &nbsp;
Q2 BOTANICAL GAZETTE [MARCH extend northward into Monmouth County, while isolated patches exist in Middlesex County, one tiny area being on the terminal moraine of the last glacial advance.  ...  These isolated areas possibly represent the outer limits of an older Pine Barren area which has been and is being invaded by oak forest, which in itself is subclimax to beech forest.  ... 
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Page 114 of Current Anthropology Vol. 1, Issue 2 [page]

<span title="">1960</span> <i title="University of Chicago, acting through its Press"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_current-anthropology" style="color: black;">Current Anthropology</a> </i> &nbsp;
ever extended the length of the conti- nent.  ...  The number of these isolated groups is small.  ... 
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