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{"sheet":"AOP","index":4,"n_rows":2,"n_cols":1,"rows_kept":2,"hidden":true}
["AI learning"]
["Machine learning"]

{"sheet":"Suchbegriffe","index":5,"n_rows":1,"n_cols":2,"rows_kept":1,"hidden":true}
["AI learning","Machine learning"]

{"sheet":"Suchbegriffe2","index":6,"n_rows":0,"n_cols":0,"rows_kept":0,"hidden":true}

{"sheet":"Suchbegriffe3","index":7,"n_rows":1,"n_cols":2,"rows_kept":1,"hidden":true}
["AI learning","Machine learning"]

{"sheet":"Deckblatt","index":8,"n_rows":12,"n_cols":1,"rows_kept":12,"hidden":true}
[]
[]
[]
[]
[]
[]
["WUSBT|WASBT - Windows Units & VBA-Applications for Science, Business and Technologies"]
[]
[]
["Machine Learning"]
[]
["Babel Fish & Theano (Deep Learning)"]

{"sheet":"Sperrvermerk","index":9,"n_rows":8,"n_cols":1,"rows_kept":8,"hidden":true}
["Sperrvermerk"]
[]
["Diese Arbeit beinhaltet interne und vertrauliche Daten der University of Innsbruck, World University of "]
["Science, Business and Technology und den International Academies managed by Program Base Cybernetics."]
["Mit Ausnahme der Studierenden der WUSBT und APBCI, betreuenden Dozenten und registrierten Mitglieder"]
["der Internetplattformen www.apbci.com und www.wusbt.com, darf dieses Schriftstück Dritten oder besonders"]
["Personen schädigender Absichten nicht zugänglich gemacht werden. Eine Vervielfältigung und Veröffentlichung "]
["ohne ausdrückliche Genehmigung -auch in Auszügen- ist nicht erlaubt."]

{"sheet":"Eidestattliche Erklärung","index":10,"n_rows":12,"n_cols":1,"rows_kept":12,"hidden":true}
["Eidesstattliche Erklärung "]
[]
["Hiermit erkläre ich an Eides Statt, dass die vorliegende Arbeit selbstständig und nur unter "]
["Zuhilfenahme der auszuweisenden Hilfsmittel angefertigt wurde. Sämtliche Stellen der Arbeit, die "]
["im Wortlaut oder dem Sinn nach anderen gedruckten oder im Internet verfügbaren Werken "]
["entnommen sind, wurden durch genaue Quellenangaben kenntlich gemacht. "]
[]
["Maisach, den 06.10.2021"]
[]
[]
[]
["Markus Schmid"]

{"sheet":"Danksagung","index":11,"n_rows":13,"n_cols":1,"rows_kept":13,"hidden":true}
["Danksagung"]
[]
["An dieser Stelle ein herzliches Dankeschön an alle, die während der Anfertigung automatisierter Möglichkeiten"]
["die und weitere Arbeiten unterstüztend gemanaged haben, sowie für die hilfreichen Anregungen und die konstruktive "]
["Hinweise und Kritik bei der Erstellung. Ein besonderer Dank gilt den Familien für die finanzielle Unterstützung "]
["der Forschung, und allen Teilnehmern und Teilnehmerinnen für hilfreiche Beiträge, ohne denen diese "]
["Arbeit nicht hätte entstehen können. Der Dank gilt unter Anderem für die Informationsbereitschaft "]
["und interessanten Beiträgen und Antworten auf Fragen. Ebenfalls danke an die Schüler, Studenten "]
["und Kommilitonen die mit viel Geduld, Interesse und Hilfsbereitschaft zur Seite standen und für die "]
["zahlreichen interessanten Debatten und Ideen, die maßgeblich dazu beigetragen haben, dass diese "]
["Arbeit in dieser Form vorliegt. Abschließend danke an jene, die Studien durch ihre Unterstützung "]
["ermöglichten und stets ein offenes Ohr hatten, sowie den Autoren und Plattformen unter Anderem "]
["für Ihre Recherchen und Quellenangaben."]

{"sheet":"Abstrakt","index":12,"n_rows":18,"n_cols":1,"rows_kept":18,"hidden":true}
["Abstract"]
[]
["Die vorliegende Arbeit mit dem Titel Strategisches Management setzt sich mit den in"]
["Verbindung gebrachten Fachbegriffen und Inhalten zur Schaffung von Wissen und Struktur mit"]
["beispielsweise Strategisches Management  und Ebenen des strategischen Managements auseinander. "]
["Diese Arbeit zeigt welche Inhalte unter bei speziellen Konfigurationen autonom generiert werden können."]
["Eine Vielzahl der angewandten Forschungsmethoden qualitativer, quantitativer Natur und sonstigen "]
["Klassifizierbarkeiten, sind bislang in solcher Form noch nicht existent in Erscheinung getreten. "]
["Vorstellbar als prozessuale Modellierung von Design, Optimierung und Kompensationsengineering "]
["redunzieren sich die Stammgehalte der einzelnen Elemente und Themen zu edukativen und wissenwerten "]
["Informationen. Über mehrere Seiten findet man unter Anderem zur Erkenntnissgewinnung und "]
["Wissensvermehrung, seltene Begriffe in deskriptiver und erklärender Form zu einer einzigartig "]
["fungierenden Gesamtfassung der Forschung, Schriftstücken und ausgewählter Literatur."]
["Die Inhalte dieser Arbeit zeigen, dass es neben den implizit untergeordneten Begriffen auch noch"]
["weitere Aspekte zu diesen Thematiken gibt und daher berechtigten Anlass zur Erforschung und"]
["Wissensgenerierung tieferer Ebenen bieten. Aus diesem Grund wurde diese Arbeit mit dem AAA.I.  indexiert,"]
["um die Typologisierung zukünftiger Forschungstiefen und deren Inhalte zu erleichtern, kennzuzeichnen"]
["und verdient durch Vergabe des Qualitätssiegels  AAA.I.  dieser Arbeit Tribut zu erweisen."]

{"sheet":"Abstract","index":13,"n_rows":18,"n_cols":1,"rows_kept":18,"hidden":true}
["Abstract"]
[]
["Die vorliegende Arbeit mit dem Titel Strategisches Management setzt sich mit den in"]
["Verbindung gebrachten Fachbegriffen und Inhalten zur Schaffung von Wissen und Struktur mit"]
["beispielsweise Strategisches Management  und Ebenen des strategischen Managements auseinander. "]
["Diese Arbeit zeigt welche Inhalte unter bei speziellen Konfigurationen autonom generiert werden können."]
["Eine Vielzahl der angewandten Forschungsmethoden qualitativer, quantitativer Natur und sonstigen "]
["Klassifizierbarkeiten, sind bislang in solcher Form noch nicht existent in Erscheinung getreten. "]
["Vorstellbar als prozessuale Modellierung von Design, Optimierung und Kompensationsengineering "]
["redunzieren sich die Stammgehalte der einzelnen Elemente und Themen zu edukativen und wissenwerten "]
["Informationen. Über mehrere Seiten findet man unter Anderem zur Erkenntnissgewinnung und "]
["Wissensvermehrung, seltene Begriffe in deskriptiver und erklärender Form zu einer einzigartig "]
["fungierenden Gesamtfassung der Forschung, Schriftstücken und ausgewählter Literatur."]
["Die Inhalte dieser Arbeit zeigen, dass es neben den implizit untergeordneten Begriffen auch noch"]
["weitere Aspekte zu diesen Thematiken gibt und daher berechtigten Anlass zur Erforschung und"]
["Wissensgenerierung tieferer Ebenen bieten. Aus diesem Grund wurde diese Arbeit mit dem AAA.I.  indexiert,"]
["um die Typologisierung zukünftiger Forschungstiefen und deren Inhalte zu erleichtern, kennzuzeichnen"]
["und verdient durch Vergabe des Qualitätssiegels  AAA.I.  dieser Arbeit Tribut zu erweisen."]

{"sheet":"ABBVZ","index":14,"n_rows":1,"n_cols":1,"rows_kept":1,"hidden":true}
["Abbildungsverzeichnis"]

{"sheet":"ABKVZ","index":15,"n_rows":1,"n_cols":1,"rows_kept":1,"hidden":true}
["Abkürzungsverzeichnis"]

{"sheet":"TBVZ","index":16,"n_rows":1,"n_cols":1,"rows_kept":1,"hidden":true}
["Tabellenverzeichnis"]

{"sheet":"IVZ","index":17,"n_rows":1,"n_cols":1,"rows_kept":1,"hidden":true}
["Inhaltsverzeichnis"]

{"sheet":"Anhang","index":18,"n_rows":1,"n_cols":1,"rows_kept":1,"hidden":true}
["Anhang"]

{"sheet":"C-DB","index":19,"n_rows":1,"n_cols":5,"rows_kept":1,"hidden":true}
[null,null,"Subject","Links","Content"]

{"sheet":"Content","index":20,"n_rows":0,"n_cols":0,"rows_kept":0,"hidden":true}

{"sheet":"Tabelle0","index":21,"n_rows":0,"n_cols":0,"rows_kept":0,"hidden":true}

{"sheet":"T1","index":22,"n_rows":1,"n_cols":4,"rows_kept":1,"hidden":true}
[null,null,"Machine learning",2]

{"sheet":"T3","index":23,"n_rows":0,"n_cols":0,"rows_kept":0,"hidden":true}

{"sheet":"R","index":24,"n_rows":0,"n_cols":0,"rows_kept":0,"hidden":true}

{"sheet":"REF","index":25,"n_rows":1,"n_cols":1,"rows_kept":1,"hidden":true}
["Quellenangabe"]

{"sheet":"Konsolidierung","index":26,"n_rows":0,"n_cols":0,"rows_kept":0,"hidden":true}

{"sheet":"T4","index":27,"n_rows":119,"n_cols":21,"rows_kept":119,"hidden":true}
["\r",{"$nulls":4},"Ulrike von Luxburg\r","↑","⁰","¹","²","³","⁴","⁵","⁶","⁷","⁸","⁹",235,null,"(*","†"]
["\r"]
[" \r"]
["Ulrike von Luxburg\r"]
["aus Wikipedia, der freien Enzyklopädie\r"]
["Zur Navigation springen\r"]
["Zur Suche springen\r"]
["Ulrike von Luxburg (* 1975 in Regensburg) ist eine deutsche Informatikerin und Leiterin der Arbeitsgruppe Theory of Machine Learning am Wilhelm-Schickard-Institut der Mathematisch-Naturwissenschaftlichen Fakultät der Eberhard Karls Universität Tübingen. \r"]
["Inhaltsverzeichnis\r"]
["1 Werdegang\r"]
["2 Auszeichnungen\r"]
["3 Publikationen (Auswahl)\r"]
["4 Weblinks\r"]
["5 Einzelnachweise\r"]
["Werdegang[Bearbeiten | Quelltext bearbeiten]\r"]
["Von Luxburg studierte Mathematik an der Universität Konstanz, der Universität Grenoble und der Universität Tübingen, wo sie 2001 als Dipl.-Math. abschloss. Von 2002 bis 2004 war sie als Doktorandin am Department of Empirical Inference des Max-Planck-Institut für biologische Kybernetik in Tübingen tätig. 2004 wurde sie bei Stefan Jähnichen an der TU Berlin mit einer Dissertation zum Thema „Statistical Learning with Similarity and Dissimilarity Functions“ zum Dr. rer. nat. promoviert.[1] \r"]
["Von 2005 bis 2006 leitete von Luxburg die Forschungsgruppe Data Mining am Fraunhofer-Institut für Integrierte Publikations- und Informationssysteme (IPSI) in Darmstadt. Von 2007 bis 2012 leitete von Luxberg die Forschungsgruppe Lerntheorie am Max-Planck-Institut für Intelligente Systeme in Tübingen. 2012 folgte sie dem Ruf auf eine Heisenberg-Professur für Maschinelles Lernen an der Fakultät für Informatik der Universität Hamburg. 2015 folgte sie dem Ruf als Universitätsprofessor für Theoretische Informatik und Lerntheorie am Wilhelm-Schickard-Institut der Universität Tübingen, wo sie seither die Arbeitsgruppe Theory of Machine Learning leitet. \r"]
["Mit ihren Forschungsaktivitäten zum Thema maschinelles Lernen entwickelt von Luxburg mit ihrer Arbeitsgruppe Algorithmen, die eine fundamentale Analyse großer Mengen komplexer Daten ermöglichen, um Verbindungen zu finden oder spezifische Fragen zu beantworten. So können enorme Datenmengen, die im Zuge zahlreicher Anwendungen in Wissenschaft und Industrie erfasst, gesammelt und gespeichert werden, genutzt und ausgewertet werden. \r"]
["Der Schwerpunkt ihrer Forschung besteht darin, Methoden aus der Statistik und der Informatik zu kombinieren, um Algorithmen für das maschinelle Lernen auf Graphen theoretisch zu bewerten. Kern der Untersuchungen ist, wie sich Algorithmen auf bestimmte Datensätze verhalten. Beim maschinellen Lernen wird hinterfragt, inwieweit ein sich aus einem bestimmten Datensatz ergebendes Resultat als typisch für die zugrunde liegende Population angesehen werden kann, d. h. ob es signifikant ist oder nur ein zufälliges Artefakt ohne weitere Bedeutung ist. \r"]
["Auszeichnungen[Bearbeiten | Quelltext bearbeiten]\r"]
["2006, 2005, 2003 Best student paper award, International Conference on Learning Theory (COLT)\r"]
["2008–2013 Mitglied der Junge Akademie[2]\r"]
["2007 Best student paper award, International Conference on Algorithmic Learning Theory (ALT)\r"]
["2008, 2004 Best student paper award, Annual Conference on Neural Information Processing Systems (NeurIPS)\r"]
["seit 2010 Mitglied von AcademiaNet[3]\r"]
["2019 Distinguished paper award, International Joint Conference on Artificial Intelligence(IJCAI)\r"]
["2020 Aufnahme in der Sektion Informationswissenschaftenals Mitglied in die Nationale Akademie der Wissenschaften Leopoldina\r"]
["Publikationen (Auswahl)[Bearbeiten | Quelltext bearbeiten]\r"]
["mit Robert C Williamson, Isabelle Guyon: Clustering: Science or art?.In: Proceedings of ICML workshop on unsupervised and transfer learning.2012. S. 65–79\r"]
["Ulrike von Luxburg, Agnes Radl, Matthias Hein: Getting lost in space: Large sample analysis of the commute distance.In: Neural Information Processing Systems(NIPS), 2010. ISBN 978-1-61782-380-0\r"]
["Ulrike von Luxburg: Clustering stability: an overview.In: Foundations and Trends in Machine Learning2(3), 2010. S. 235–274. doi:10.1561/2200000008\r"]
["Ulrike von Luxburg, Mikhail Belkin, Oliver Bousquet: Consistency of spectral clustering.In: Annals of Statistics36(2), 2008. S. 555–586. doi:10.1214/009053607000000640\r"]
["mit Agnes Radl, Matthias Hein: Hitting and commute times in large random neighborhood graphs.In: The Journal of Machine Learning Research.Band 15. 2014. S. 1751–1798\r"]
["Ulrike von Luxburg: A Tutorial on Spectral Clustering.In: Statistics and Computing17(4), 2007. S. 395–416. doi:10.1007/s11222-007-9033-z\r"]
["mit Shai Ben-David: Towards a statistical theory of clustering. In: Pascal workshop on statistics and optimization of clustering.2005. S. 20–26\r"]
["Ulrike von Luxburg, Oliver Bousquet: Distance-based classification with Lipschitz functions.In: Journal for Machine Learning Research5, 2004. S. 669–695. doi:10.1007/978-3-540-45167-9_24\r"]
["Weblinks[Bearbeiten | Quelltext bearbeiten]\r"]
["Mitgliedseintrag von Ulrike von Luxburgbei der Deutschen Akademie der Naturforscher Leopoldina\r"]
["Webseite von Ulrike von Luxburgbei der Arbeitsgruppe Theory of Machine Learningam Wilhelm-Schickard-Institut in der Mathematisch-Naturwissenschaftlichen Fakultät der Eberhard Karls Universität Tübingen\r"]
["Einzelnachweise[Bearbeiten | Quelltext bearbeiten]\r"]
["↑ Ulrike von Luxburg: Statistical Learning with Similarity and Dissimilarity Functions. (Dissertation) 2004 \r"]
["↑ Profil von Ulrike vo Luxburg an der Junge Akademie \r"]
["↑ Ulrike von Luxburg in der Datenbank renommierter Wissenschaftlerinnen AcademiaNet (englisch), abgerufen am 17. Januar 2022. \r"]
["Normdaten (Person): GND: 129631205 (lobid, OGND, AKS) | LCCN: no2004115458 | VIAF: 65091750 | Wikipedia-Personensuche\r"]
["Personendaten \r"]
["NAME Luxburg, Ulrike von \r"]
["KURZBESCHREIBUNG deutsche Informatikerin und Hochschullehrerin \r"]
["GEBURTSDATUM 1975 \r"]
["GEBURTSORT Regensburg \r"]
["<img src=\"https://login.wikimedia.org/wiki/Special:CentralAutoLogin/start?type=1x1\" alt=\"\" width=\"1\" height=\"1\" style=\"border: none; position: absolute;\"> \r"]
["Abgerufen von „https://de.wikipedia.org/w/index.php?title=Ulrike_von_Luxburg&oldid=231582494“\r"]
["Kategorien: Informatiker\r"]
["Hochschullehrer (Eberhard Karls Universität Tübingen)\r"]
["Hochschullehrer (Universität Hamburg)\r"]
["Mitglied der Leopoldina (21. Jahrhundert)\r"]
["Familienmitglied des Adelsgeschlechts Luxburg\r"]
["Absolvent der Eberhard Karls Universität Tübingen\r"]
["Deutscher\r"]
["Geboren 1975\r"]
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