<?xml version="1.0" encoding="UTF-8"?>
<rdf:RDF xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#" xmlns:taxo="http://purl.org/rss/1.0/modules/taxonomy/" xmlns:burst="http://xmlns.com/burst/0.1/" xmlns:xsd="http://www.w3.org/2001/XMLSchema#" xmlns="http://purl.org/rss/1.0/" xmlns:admin="http://webns.net/mvcb/" xmlns:rdfs="http://www.w3.org/2000/01/rdf-schema#" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:owl="http://www.w3.org/2002/07/owl#" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:syn="http://purl.org/rss/1.0/modules/syndication/" xmlns:swrc="http://swrc.ontoware.org/ontology#" xmlns:cc="http://web.resource.org/cc/"><channel rdf:about="http://www.bibsonomy.org/author/Bollen"><title>BibSonomy publications for /author/Bollen</title><link>BibSonomyburst/author/Bollen</link><description>BibSonomy RSS feed for /author/Bollen</description><dc:date>2012-02-15T13:49:29+01:00</dc:date><items><rdf:Seq><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/27a747ade96607326f09fbe3d13d8b33e/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/2e61bd0c26cc1c08cff22a8301d03044f/jaeschke"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/2170f86e4ed5285724b5eb41cf5f2e44a/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/21d189d7cb5bccf30ec1aebd0badd162e/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/2af3f6ceb98d1d26172b3d0c00dee4a2a/beate"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/21ed0a2585400a54e1f332b3f5b2f5a41/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/272101d4139fc1428bc872fb961c43adf/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/25e65e57c8d30cca0c3c909a407667df9/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/21b485857225ba13c4903534c89a96d47/maxirichter"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/2015e700614fe9bf695bfea94e373c1c4/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/27f0598ef034dee1a0031d2391558eb03/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/205c0c7a096f19809da0750605012ac19/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/2b0a44adf92e7bb0995d41c6b52da0169/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/2ffc86854970e38ec646ce2596dad175e/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/27261d2d436566b43cc6805a824f8c570/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/26345612ff92148cacb604e38fcb35fa2/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/2d843f04189d775fbf40e2745ecbd1be2/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/2eb817d085699438856dfffa18905ccca/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/2a46b43e0995bfc25cb9e34a8ac84c4fe/dblp"/><rdf:li rdf:resource="http://www.bibsonomy.org/bibtex/23a024c2d251caec08e786951d2d8fdf3/dblp"/></rdf:Seq></items></channel><item rdf:about="http://www.bibsonomy.org/bibtex/27a747ade96607326f09fbe3d13d8b33e/dblp"><title>Usage bibliometrics.</title><link>http://www.bibsonomy.org/bibtex/27a747ade96607326f09fbe3d13d8b33e/dblp</link><dc:creator>dblp</dc:creator><dc:date>2012-02-07T00:00:00+01:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Kurtz&#034;&gt;Michael J. Kurtz&lt;/a&gt;,  and &lt;a href=&#034;/author/Bollen&#034;&gt;Johan Bollen&lt;/a&gt; &lt;/span&gt;&lt;em&gt;ARIST&lt;/em&gt; &lt;em&gt;44(1):1-64&lt;/em&gt; (&lt;em&gt;2010&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/27a747ade96607326f09fbe3d13d8b33e/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/27a747ade96607326f09fbe3d13d8b33e/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/arist/arist44.html#KurtzB10"/><swrc:date>Tue Feb 07 00:00:00 CET 2012</swrc:date><swrc:journal>ARIST</swrc:journal><swrc:number>1</swrc:number><swrc:pages>1-64</swrc:pages><swrc:title>Usage bibliometrics.</swrc:title><swrc:volume>44</swrc:volume><swrc:year>2010</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1002/aris.2010.1440440108" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Michael J. Kurtz"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Johan Bollen"/></rdf:_2></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/2e61bd0c26cc1c08cff22a8301d03044f/jaeschke"><title>Clickstream Data Yields High-Resolution Maps of Science</title><link>http://www.bibsonomy.org/bibtex/2e61bd0c26cc1c08cff22a8301d03044f/jaeschke</link><dc:creator>jaeschke</dc:creator><dc:date>2012-01-24T12:21:50+01:00</dc:date><dc:subject>analysis citation science toread scientometrics </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Bollen&#034;&gt;Johan Bollen&lt;/a&gt;, &lt;a href=&#034;/author/van de Sompel&#034;&gt;Herbert van de Sompel&lt;/a&gt;, &lt;a href=&#034;/author/Hagberg&#034;&gt;Aric Hagberg&lt;/a&gt;, &lt;a href=&#034;/author/Bettencourt&#034;&gt;Luis Bettencourt&lt;/a&gt;, &lt;a href=&#034;/author/Chute&#034;&gt;Ryan Chute&lt;/a&gt;, &lt;a href=&#034;/author/Rodriguez&#034;&gt;Marko A. Rodriguez&lt;/a&gt;,  and &lt;a href=&#034;/author/Balakireva&#034;&gt;Lyudmila Balakireva&lt;/a&gt; &lt;/span&gt;&lt;em&gt;PLoS ONE&lt;/em&gt; &lt;em&gt;4(3):e4803&lt;/em&gt; (&lt;em&gt;March 2009&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/analysis"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/citation"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/science"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/toread"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/scientometrics"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2e61bd0c26cc1c08cff22a8301d03044f/jaeschke"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2e61bd0c26cc1c08cff22a8301d03044f/jaeschke"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dx.doi.org/10.1371/journal.pone.0004803"/><swrc:date>Tue Jan 24 12:21:50 CET 2012</swrc:date><swrc:journal>PLoS ONE</swrc:journal><swrc:month>mar</swrc:month><swrc:number>3</swrc:number><swrc:pages>e4803</swrc:pages><swrc:publisher><swrc:Organization swrc:name="Public Library of Science"/></swrc:publisher><swrc:title>Clickstream Data Yields High-Resolution Maps of Science</swrc:title><swrc:volume>4</swrc:volume><swrc:year>2009</swrc:year><swrc:keywords>analysis citation science toread scientometrics </swrc:keywords><swrc:abstract>Background

Intricate maps of science have been created from citation data to visualize the structure of scientific activity. However, most scientific publications are now accessed online. Scholarly web portals record detailed log data at a scale that exceeds the number of all existing citations combined. Such log data is recorded immediately upon publication and keeps track of the sequences of user requests (clickstreams) that are issued by a variety of users across many different domains. Given these advantages of log datasets over citation data, we investigate whether they can produce high-resolution, more current maps of science.

Methodology

Over the course of 2007 and 2008, we collected nearly 1 billion user interactions recorded by the scholarly web portals of some of the most significant publishers, aggregators and institutional consortia. The resulting reference data set covers a significant part of world-wide use of scholarly web portals in 2006, and provides a balanced coverage of the humanities, social sciences, and natural sciences. A journal clickstream model, i.e. a first-order Markov chain, was extracted from the sequences of user interactions in the logs. The clickstream model was validated by comparing it to the Getty Research Institute&#039;s Architecture and Art Thesaurus. The resulting model was visualized as a journal network that outlines the relationships between various scientific domains and clarifies the connection of the social sciences and humanities to the natural sciences.


Conclusions

Maps of science resulting from large-scale clickstream data provide a detailed, contemporary view of scientific activity and correct the underrepresentation of the social sciences and humanities that is commonly found in citation data.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="10.1371/journal.pone.0004803" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Johan Bollen"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Herbert van de Sompel"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Aric Hagberg"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Luis Bettencourt"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Ryan Chute"/></rdf:_5><rdf:_6><swrc:Person swrc:name="Marko A. Rodriguez"/></rdf:_6><rdf:_7><swrc:Person swrc:name="Lyudmila Balakireva"/></rdf:_7></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/2170f86e4ed5285724b5eb41cf5f2e44a/dblp"><title>Modeling Public Mood and Emotion: Twitter Sentiment and Socio-Economic Phenomena.</title><link>http://www.bibsonomy.org/bibtex/2170f86e4ed5285724b5eb41cf5f2e44a/dblp</link><dc:creator>dblp</dc:creator><dc:date>2012-01-04T00:00:00+01:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Bollen&#034;&gt;Johan Bollen&lt;/a&gt;, &lt;a href=&#034;/author/Mao&#034;&gt;Huina Mao&lt;/a&gt;,  and &lt;a href=&#034;/author/Pepe&#034;&gt;Alberto Pepe&lt;/a&gt; &lt;/span&gt;&lt;em&gt;ICWSM, &lt;/em&gt;&lt;em&gt;The AAAI Press, &lt;/em&gt;(&lt;em&gt;2011&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2170f86e4ed5285724b5eb41cf5f2e44a/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2170f86e4ed5285724b5eb41cf5f2e44a/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/icwsm/icwsm2011.html#BollenMP11"/><swrc:date>Wed Jan 04 00:00:00 CET 2012</swrc:date><swrc:booktitle>ICWSM</swrc:booktitle><swrc:crossref>conf/icwsm/2011</swrc:crossref><swrc:publisher><swrc:Organization swrc:name="The AAAI Press"/></swrc:publisher><swrc:title>Modeling Public Mood and Emotion: Twitter Sentiment and Socio-Economic Phenomena.</swrc:title><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://www.aaai.org/ocs/index.php/ICWSM/ICWSM11/paper/view/2826" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Johan Bollen"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Huina Mao"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Alberto Pepe"/></rdf:_3></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Lada A. Adamic"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Ricardo A. Baeza-Yates"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Scott Counts"/></rdf:_3></rdf:Seq></swrc:editor></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/21d189d7cb5bccf30ec1aebd0badd162e/dblp"><title>Predicting Financial Markets: Comparing Survey,News, Twitter and Search Engine Data</title><link>http://www.bibsonomy.org/bibtex/21d189d7cb5bccf30ec1aebd0badd162e/dblp</link><dc:creator>dblp</dc:creator><dc:date>2012-01-01T00:00:00+01:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Mao&#034;&gt;Huina Mao&lt;/a&gt;, &lt;a href=&#034;/author/Counts&#034;&gt;Scott Counts&lt;/a&gt;,  and &lt;a href=&#034;/author/Bollen&#034;&gt;Johan Bollen&lt;/a&gt; &lt;/span&gt;&lt;em&gt;CoRR&lt;/em&gt;  (&lt;em&gt;2011&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/21d189d7cb5bccf30ec1aebd0badd162e/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/21d189d7cb5bccf30ec1aebd0badd162e/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/corr/corr1112.html#abs-1112-1051"/><swrc:date>Sun Jan 01 00:00:00 CET 2012</swrc:date><swrc:journal>CoRR</swrc:journal><swrc:title>Predicting Financial Markets: Comparing Survey,News, Twitter and Search Engine Data</swrc:title><swrc:volume>abs/1112.1051</swrc:volume><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://arxiv.org/abs/1112.1051" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Huina Mao"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Scott Counts"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Johan Bollen"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/2af3f6ceb98d1d26172b3d0c00dee4a2a/beate"><title>The role of tag suggestions in folksonomies</title><link>http://www.bibsonomy.org/bibtex/2af3f6ceb98d1d26172b3d0c00dee4a2a/beate</link><dc:creator>beate</dc:creator><dc:date>2011-12-21T21:59:59+01:00</dc:date><dc:subject>folksonomy power-law preferential-attachment tag-recommendation tagging </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Bollen&#034;&gt;Dirk Bollen&lt;/a&gt;,  and &lt;a href=&#034;/author/Halpin&#034;&gt;Harry Halpin&lt;/a&gt; &lt;/span&gt;&lt;em&gt;Proceedings of the 20th ACM conference on Hypertext and hypermedia, &lt;/em&gt;&lt;em&gt;page 359--360. &lt;/em&gt;&lt;em&gt;New York, NY, USA, &lt;/em&gt;&lt;em&gt;ACM, &lt;/em&gt;(&lt;em&gt;2009&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/folksonomy"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/power-law"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/preferential-attachment"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/tag-recommendation"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/tagging"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2af3f6ceb98d1d26172b3d0c00dee4a2a/beate"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2af3f6ceb98d1d26172b3d0c00dee4a2a/beate"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://doi.acm.org/10.1145/1557914.1557988"/><swrc:date>Wed Dec 21 21:59:59 CET 2011</swrc:date><swrc:address>New York, NY, USA</swrc:address><swrc:booktitle>Proceedings of the 20th ACM conference on Hypertext and hypermedia</swrc:booktitle><swrc:pages>359--360</swrc:pages><swrc:publisher><swrc:Organization swrc:name="ACM"/></swrc:publisher><swrc:series>HT &#039;09</swrc:series><swrc:title>The role of tag suggestions in folksonomies</swrc:title><swrc:year>2009</swrc:year><swrc:keywords>folksonomy power-law preferential-attachment tag-recommendation tagging </swrc:keywords><swrc:abstract>Most tagging systems support the user in the tag selection process by providing tag suggestions, or recommendations, based on a popularity measurement of tags other users provided when tagging the same resource. The majority of theories and mathematical models of tagging found in the literature assume that the emergence of power laws in tagging systems is mainly driven by the imitation behavior of users when observing tag suggestions provided by the user interface of the tagging system. We present experimental results that show that the power law distribution forms regardless of whether or not tag suggestions are presented to the users.</swrc:abstract><swrc:hasExtraField><swrc:Field swrc:value="Torino, Italy" swrc:key="location"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="1557988" swrc:key="acmid"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="978-1-60558-486-7" swrc:key="isbn"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="2" swrc:key="numpages"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="10.1145/1557914.1557988" swrc:key="doi"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Dirk Bollen"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Harry Halpin"/></rdf:_2></rdf:Seq></swrc:author></rdf:Description></burst:publication><description>The role of tag suggestions in folksonomies</description></item><item rdf:about="http://www.bibsonomy.org/bibtex/21ed0a2585400a54e1f332b3f5b2f5a41/dblp"><title>Twitter mood predicts the stock market.</title><link>http://www.bibsonomy.org/bibtex/21ed0a2585400a54e1f332b3f5b2f5a41/dblp</link><dc:creator>dblp</dc:creator><dc:date>2011-12-19T00:00:00+01:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Bollen&#034;&gt;Johan Bollen&lt;/a&gt;, &lt;a href=&#034;/author/Mao&#034;&gt;Huina Mao&lt;/a&gt;,  and &lt;a href=&#034;/author/Zeng&#034;&gt;Xiao-Jun Zeng&lt;/a&gt; &lt;/span&gt;&lt;em&gt;J. Comput. Science&lt;/em&gt; &lt;em&gt;2(1):1-8&lt;/em&gt; (&lt;em&gt;2011&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/21ed0a2585400a54e1f332b3f5b2f5a41/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/21ed0a2585400a54e1f332b3f5b2f5a41/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/jocs/jocs2.html#BollenMZ11"/><swrc:date>Mon Dec 19 00:00:00 CET 2011</swrc:date><swrc:journal>J. Comput. Science</swrc:journal><swrc:number>1</swrc:number><swrc:pages>1-8</swrc:pages><swrc:title>Twitter mood predicts the stock market.</swrc:title><swrc:volume>2</swrc:volume><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dx.doi.org/10.1016/j.jocs.2010.12.007" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Johan Bollen"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Huina Mao"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Xiao-Jun Zeng"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/272101d4139fc1428bc872fb961c43adf/dblp"><title>Interactive drawing tools to support modeling of dynamic systems.</title><link>http://www.bibsonomy.org/bibtex/272101d4139fc1428bc872fb961c43adf/dblp</link><dc:creator>dblp</dc:creator><dc:date>2011-12-19T00:00:00+01:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/van Joolingen&#034;&gt;Wouter R. van Joolingen&lt;/a&gt;,  and &lt;a href=&#034;/author/Bollen&#034;&gt;Lars Bollen&lt;/a&gt; &lt;/span&gt;&lt;em&gt;ICLS, &lt;/em&gt;&lt;em&gt;page 169-171. &lt;/em&gt;&lt;em&gt;International Society of the Learning Sciences / ACM DL, &lt;/em&gt;(&lt;em&gt;2010&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/272101d4139fc1428bc872fb961c43adf/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/272101d4139fc1428bc872fb961c43adf/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/icls/icls2010-2.html#JoolingenB10"/><swrc:date>Mon Dec 19 00:00:00 CET 2011</swrc:date><swrc:booktitle>ICLS</swrc:booktitle><swrc:crossref>conf/icls/2010-2</swrc:crossref><swrc:pages>169-171</swrc:pages><swrc:publisher><swrc:Organization swrc:name="International Society of the Learning Sciences / ACM DL"/></swrc:publisher><swrc:title>Interactive drawing tools to support modeling of dynamic systems.</swrc:title><swrc:year>2010</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dl.acm.org/citation.cfm?id=1854589" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Wouter R. van Joolingen"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Lars Bollen"/></rdf:_2></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Susan R. Goldman"/></rdf:_1><rdf:_2><swrc:Person swrc:name="James Pellegrino"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Kimberly Gomez"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Leilah Lyons"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Joshua Radinsky"/></rdf:_5></rdf:Seq></swrc:editor></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/25e65e57c8d30cca0c3c909a407667df9/dblp"><title>Cognitive tutoring of collaboration: developmental and empirical steps towards realization.</title><link>http://www.bibsonomy.org/bibtex/25e65e57c8d30cca0c3c909a407667df9/dblp</link><dc:creator>dblp</dc:creator><dc:date>2011-12-13T00:00:00+01:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/McLaren&#034;&gt;Bruce M. McLaren&lt;/a&gt;, &lt;a href=&#034;/author/Bollen&#034;&gt;Lars Bollen&lt;/a&gt;, &lt;a href=&#034;/author/Walker&#034;&gt;Erin Walker&lt;/a&gt;, &lt;a href=&#034;/author/Harrer&#034;&gt;Andreas Harrer&lt;/a&gt;,  and &lt;a href=&#034;/author/Sewall&#034;&gt;Jonathan Sewall&lt;/a&gt; &lt;/span&gt;&lt;em&gt;CSCL, &lt;/em&gt;&lt;em&gt;page 418-422. &lt;/em&gt;&lt;em&gt;International Society of the Learning Sciences, &lt;/em&gt;(&lt;em&gt;2005&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/25e65e57c8d30cca0c3c909a407667df9/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/25e65e57c8d30cca0c3c909a407667df9/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#InProceedings"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/conf/cscl/cscl2005.html#McLarenBWHS05"/><swrc:date>Tue Dec 13 00:00:00 CET 2011</swrc:date><swrc:booktitle>CSCL</swrc:booktitle><swrc:crossref>conf/cscl/2005</swrc:crossref><swrc:pages>418-422</swrc:pages><swrc:publisher><swrc:Organization swrc:name="International Society of the Learning Sciences"/></swrc:publisher><swrc:title>Cognitive tutoring of collaboration: developmental and empirical steps towards realization.</swrc:title><swrc:year>2005</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://dl.acm.org/citation.cfm?id=1149348" swrc:key="ee"/></swrc:hasExtraField><swrc:hasExtraField><swrc:Field swrc:value="0-8058-5782-6" swrc:key="isbn"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Bruce M. McLaren"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Lars Bollen"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Erin Walker"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Andreas Harrer"/></rdf:_4><rdf:_5><swrc:Person swrc:name="Jonathan Sewall"/></rdf:_5></rdf:Seq></swrc:author><swrc:editor><rdf:Seq><rdf:_1><swrc:Person swrc:name="Tak-Wai Chan"/></rdf:_1></rdf:Seq></swrc:editor></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/21b485857225ba13c4903534c89a96d47/maxirichter"><title>Predicting Financial Markets: Comparing Survey,News, Twitter and Search
  Engine Data</title><link>http://www.bibsonomy.org/bibtex/21b485857225ba13c4903534c89a96d47/maxirichter</link><dc:creator>maxirichter</dc:creator><dc:date>2011-12-06T11:55:36+01:00</dc:date><dc:subject>prediction social_media </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Mao&#034;&gt;Huina Mao&lt;/a&gt;, &lt;a href=&#034;/author/Counts&#034;&gt;Scott Counts&lt;/a&gt;,  and &lt;a href=&#034;/author/Bollen&#034;&gt;Johan Bollen&lt;/a&gt; &lt;/span&gt;(&lt;em&gt;2011&lt;/em&gt;)&lt;em&gt;cite arxiv:1112.1051Comment: This paper includes 10 pages, 6 figures and 10 tables
		    .
	    &lt;/em&gt;</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/prediction"/><rdf:li rdf:resource="http://www.bibsonomy.org/tag/social_media"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/21b485857225ba13c4903534c89a96d47/maxirichter"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/21b485857225ba13c4903534c89a96d47/maxirichter"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Misc"/><owl:sameAs rdf:resource="http://arxiv.org/PS_cache/arxiv/pdf/1112/1112.1051v1.pdf"/><swrc:date>Tue Dec 06 11:55:36 CET 2011</swrc:date><swrc:note>cite arxiv:1112.1051Comment: This paper includes 10 pages, 6 figures and 10 tables</swrc:note><swrc:title>Predicting Financial Markets: Comparing Survey,News, Twitter and Search
  Engine Data</swrc:title><swrc:year>2011</swrc:year><swrc:keywords>prediction social_media </swrc:keywords><swrc:abstract>  Financial market prediction on the basis of online sentiment tracking has
drawn a lot of attention recently. However, most results in this emerging
domain rely on a unique, particular combination of data sets and sentiment
tracking tools. This makes it difficult to disambiguate measurement and
instrument effects from factors that are actually involved in the apparent
relation between online sentiment and market values. In this paper, we survey a
range of online data sets (Twitter feeds, news headlines, and volumes of Google
search queries) and sentiment tracking methods (Twitter Investor Sentiment,
Negative News Sentiment and Tweet &amp;amp; Google Search volumes of financial terms),
and compare their value for financial prediction of market indices such as the
Dow Jones Industrial Average, trading volumes, and market volatility (VIX), as
well as gold prices. We also compare the predictive power of traditional
investor sentiment survey data, i.e. Investor Intelligence and Daily Sentiment
Index, against those of the mentioned set of online sentiment indicators. Our
results show that traditional surveys of Investor Intelligence are lagging
indicators of the financial markets. However, weekly Google Insight Search
volumes on financial search queries do have predictive value. An indicator of
Twitter Investor Sentiment and the frequency of occurrence of financial terms
on Twitter in the previous 1-2 days are also found to be very statistically
significant predictors of daily market log return. Survey sentiment indicators
are however found not to be statistically significant predictors of financial
market values, once we control for all other mood indicators as well as the
VIX.
</swrc:abstract><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Huina Mao"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Scott Counts"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Johan Bollen"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description></burst:publication><description>Predicting Financial Markets: Comparing Survey,News, Twitter and Search
  Engine Data</description></item><item rdf:about="http://www.bibsonomy.org/bibtex/2015e700614fe9bf695bfea94e373c1c4/dblp"><title>The Convergence of Digital-Libraries and the Peer-Review Process</title><link>http://www.bibsonomy.org/bibtex/2015e700614fe9bf695bfea94e373c1c4/dblp</link><dc:creator>dblp</dc:creator><dc:date>2011-12-05T00:00:00+01:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Rodriguez&#034;&gt;Marko A. Rodriguez&lt;/a&gt;, &lt;a href=&#034;/author/Bollen&#034;&gt;Johan Bollen&lt;/a&gt;,  and &lt;a href=&#034;/author/de Sompel&#034;&gt;Herbert Van de Sompel&lt;/a&gt; &lt;/span&gt;&lt;em&gt;CoRR&lt;/em&gt;  (&lt;em&gt;2005&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2015e700614fe9bf695bfea94e373c1c4/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2015e700614fe9bf695bfea94e373c1c4/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/corr/corr0504.html#abs-cs-0504084"/><swrc:date>Mon Dec 05 00:00:00 CET 2011</swrc:date><swrc:journal>CoRR</swrc:journal><swrc:title>The Convergence of Digital-Libraries and the Peer-Review Process</swrc:title><swrc:volume>abs/cs/0504084</swrc:volume><swrc:year>2005</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://arxiv.org/abs/cs/0504084" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Marko A. Rodriguez"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Johan Bollen"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Herbert Van de Sompel"/></rdf:_3></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/27f0598ef034dee1a0031d2391558eb03/dblp"><title>Happiness is assortative in online social networks</title><link>http://www.bibsonomy.org/bibtex/27f0598ef034dee1a0031d2391558eb03/dblp</link><dc:creator>dblp</dc:creator><dc:date>2011-12-05T00:00:00+01:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Bollen&#034;&gt;Johan Bollen&lt;/a&gt;, &lt;a href=&#034;/author/Gonçalves&#034;&gt;Bruno Gonçalves&lt;/a&gt;, &lt;a href=&#034;/author/Ruan&#034;&gt;Guangchen Ruan&lt;/a&gt;,  and &lt;a href=&#034;/author/Mao&#034;&gt;Huina Mao&lt;/a&gt; &lt;/span&gt;&lt;em&gt;CoRR&lt;/em&gt;  (&lt;em&gt;2011&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/27f0598ef034dee1a0031d2391558eb03/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/27f0598ef034dee1a0031d2391558eb03/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/corr/corr1103.html#abs-1103-0784"/><swrc:date>Mon Dec 05 00:00:00 CET 2011</swrc:date><swrc:journal>CoRR</swrc:journal><swrc:title>Happiness is assortative in online social networks</swrc:title><swrc:volume>abs/1103.0784</swrc:volume><swrc:year>2011</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://arxiv.org/abs/1103.0784" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Johan Bollen"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Bruno Gonçalves"/></rdf:_2><rdf:_3><swrc:Person swrc:name="Guangchen Ruan"/></rdf:_3><rdf:_4><swrc:Person swrc:name="Huina Mao"/></rdf:_4></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/205c0c7a096f19809da0750605012ac19/dblp"><title>Usage Impact Factor: the effects of sample characteristics on usage-based impact metrics</title><link>http://www.bibsonomy.org/bibtex/205c0c7a096f19809da0750605012ac19/dblp</link><dc:creator>dblp</dc:creator><dc:date>2011-12-05T00:00:00+01:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Bollen&#034;&gt;Johan Bollen&lt;/a&gt;,  and &lt;a href=&#034;/author/de Sompel&#034;&gt;Herbert Van de Sompel&lt;/a&gt; &lt;/span&gt;&lt;em&gt;CoRR&lt;/em&gt;  (&lt;em&gt;2006&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/205c0c7a096f19809da0750605012ac19/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/205c0c7a096f19809da0750605012ac19/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/corr/corr0610.html#abs-cs-0610154"/><swrc:date>Mon Dec 05 00:00:00 CET 2011</swrc:date><swrc:journal>CoRR</swrc:journal><swrc:title>Usage Impact Factor: the effects of sample characteristics on usage-based impact metrics</swrc:title><swrc:volume>abs/cs/0610154</swrc:volume><swrc:year>2006</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://arxiv.org/abs/cs/0610154" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Johan Bollen"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Herbert Van de Sompel"/></rdf:_2></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/2b0a44adf92e7bb0995d41c6b52da0169/dblp"><title>Biologically Motivated Distributed Designs for Adaptive Knowledge Management</title><link>http://www.bibsonomy.org/bibtex/2b0a44adf92e7bb0995d41c6b52da0169/dblp</link><dc:creator>dblp</dc:creator><dc:date>2011-12-05T00:00:00+01:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Rocha&#034;&gt;Luis Mateus Rocha&lt;/a&gt;,  and &lt;a href=&#034;/author/Bollen&#034;&gt;Johan Bollen&lt;/a&gt; &lt;/span&gt;&lt;em&gt;CoRR&lt;/em&gt;  (&lt;em&gt;2000&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/2b0a44adf92e7bb0995d41c6b52da0169/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/2b0a44adf92e7bb0995d41c6b52da0169/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/corr/corr0002.html#cs-IR-0002010"/><swrc:date>Mon Dec 05 00:00:00 CET 2011</swrc:date><swrc:journal>CoRR</swrc:journal><swrc:title>Biologically Motivated Distributed Designs for Adaptive Knowledge Management</swrc:title><swrc:volume>cs.IR/0002010</swrc:volume><swrc:year>2000</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://arxiv.org/abs/cs.IR/0002010" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Luis Mateus Rocha"/></rdf:_1><rdf:_2><swrc:Person swrc:name="Johan Bollen"/></rdf:_2></rdf:Seq></swrc:author></rdf:Description></burst:publication></item><item rdf:about="http://www.bibsonomy.org/bibtex/2ffc86854970e38ec646ce2596dad175e/dblp"><title>Dynamic Linking of Smart Digital Objects Based on User Navigation Patterns</title><link>http://www.bibsonomy.org/bibtex/2ffc86854970e38ec646ce2596dad175e/dblp</link><dc:creator>dblp</dc:creator><dc:date>2011-12-05T00:00:00+01:00</dc:date><dc:subject>dblp </dc:subject><content:encoded>&lt;span class=&#034;authorEditorList&#034;&gt;&lt;a href=&#034;/author/Elango&#034;&gt;Aravind Elango&lt;/a&gt;, &lt;a href=&#034;/author/Bollen&#034;&gt;Johan Bollen&lt;/a&gt;,  and &lt;a href=&#034;/author/Nelson&#034;&gt;Michael L. 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Rodriguez&lt;/a&gt;,  and &lt;a href=&#034;/author/Bollen&#034;&gt;Johan Bollen&lt;/a&gt; &lt;/span&gt;&lt;em&gt;CoRR&lt;/em&gt;  (&lt;em&gt;2007&lt;/em&gt;)</content:encoded><taxo:topics><rdf:Bag><rdf:li rdf:resource="http://www.bibsonomy.org/tag/dblp"/></rdf:Bag></taxo:topics><burst:publication><rdf:Description rdf:about="http://www.bibsonomy.org/bibtex/26345612ff92148cacb604e38fcb35fa2/dblp"><owl:sameAs rdf:resource="http://www.bibsonomy.org/uri/bibtex/26345612ff92148cacb604e38fcb35fa2/dblp"/><rdf:type rdf:resource="http://swrc.ontoware.org/ontology#Article"/><owl:sameAs rdf:resource="http://dblp.uni-trier.de/db/journals/corr/corr0706.html#abs-0706-0022"/><swrc:date>Mon Dec 05 00:00:00 CET 2011</swrc:date><swrc:journal>CoRR</swrc:journal><swrc:title>Modeling Computations in a Semantic Network</swrc:title><swrc:volume>abs/0706.0022</swrc:volume><swrc:year>2007</swrc:year><swrc:keywords>dblp </swrc:keywords><swrc:hasExtraField><swrc:Field swrc:value="http://arxiv.org/abs/0706.0022" swrc:key="ee"/></swrc:hasExtraField><swrc:author><rdf:Seq><rdf:_1><swrc:Person swrc:name="Marko A. 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