TY - BOOK A1 - Mackenstein, Hans A1 - Marsch, Steve T1 - The international relations of the European Union / by Steve Marsh and Hans Mackenstein Y1 - 2005 SN - 0-582-47293-8 PB - Pearson Education CY - Harlow [u.a.] ER - TY - JOUR A1 - Mackenstein, Hans A1 - Jeffery, Charlie T1 - Financial equalization in the 1990s : on the road back to Karlsruhe / Hans Mackenstein and Charlie Jeffery JF - Recasting German federalism : the legacies of unification Y1 - 1999 SN - 1-85567-579-x SP - 155 EP - 176 PB - Pinter CY - London ER - TY - BOOK A1 - Mackenstein, Hans T1 - The European system of central banks in relation to the Deutsche Bundesbank : a comparative study of the two institutions and their political and social environment / by Hans Wilhelm Mackenstein Y1 - 1992 N1 - Birmingham, Univ., Diss., 1992 CY - Birmingham ER - TY - JOUR A1 - Mackenstein, Hans T1 - The role of Germany, Japan and the United States on the ECU-bond markets / Hans Wilhelm Mackenstein JF - De pecunia. 3 (1991), H. 1 Y1 - 1991 SN - 1015-6283 SP - 113 EP - 150 ER - TY - JOUR A1 - Mackenstein, Hans T1 - Books Reviewed - European Democratization since 1800 edited by J. Garrard, V. Tolz and R. White JF - Democratization. 7 (2000), H. 4 Y1 - 2000 SN - 1351-0347 SP - 219 EP - 219 ER - TY - JOUR A1 - Mackenstein, Hans T1 - Book Reviews - Cowie, Harry, Private Partnership and Public Networks in Europe JF - Regional and federal studies. 9 (1999), H. 2 Y1 - 1999 SN - 1359-7566 SP - 111 EP - 111 ER - TY - JOUR A1 - Mackenstein, Hans T1 - Book Reviews - Samardzic, Slobodan and Thomas Fleiner, Federalismus und Minderheitenproblem in Multiethnischen Gemeinschaften JF - Regional and federal studies. 8 (1998), H. 3 Y1 - 1998 SN - 1359-7566 SP - 138 EP - 138 ER - TY - JOUR A1 - Mackenstein, Hans T1 - Book Reviews - Morass, Michael; Regionale Interessen auf dem Weg in die Europäische Union: Strukturelle Entwicklung und Perspektiven der Interessenvermittlung Österreichischer und deutscher Ländesakteure im Rahmen der Europäischen Integration JF - Regional and federal studies. 8 (1998), H. 1 Y1 - 1998 SN - 1359-7566 SP - 227 EP - 227 ER - TY - JOUR A1 - Lindemann, Markus A1 - Schmid, Beat F. T1 - Framework for specifying, building and operating electronic markets JF - International journal of electronic commerce. Vol. 3 (1998/99), No. 2 Y1 - 1999 SN - 1086-4415 SP - 7 EP - 21 ER - TY - CHAP A1 - Lindemann, Markus A1 - Runge, Alexander T1 - Electronic contracting within the reference model for electronic markets T2 - Proceedings of the Sixth European Conference on Information Systems, ECIS 1998, Aix-en-Provence, France, June 4-6, 1998 / Walter Baets (ed.) Y1 - 1998 SN - 849238333X SP - 44 EP - 59 PB - Euro-Arab Management School ER - TY - JOUR A1 - Lindemann, Markus A1 - Runge, Alexander T1 - Permanent IT-support in electronic commerce transactions JF - Electronic markets : the international journal of networked business. Vol. 7 (1997), iss. 1 Y1 - 1997 SN - 1422-8890 SP - 18 EP - 20 ER - TY - CHAP A1 - Kunfermann, Philipp A1 - Drumm, Christian T1 - Lifting XML schemas to ontologies - the concept finder algorithm T2 - MEDIATE 2005 First International Workshop on Mediation in Semantic Web Services Proceedings of the First International Workshop on Mediation in Semantic Web Services (MEDIATE 2005) Y1 - 2005 SP - 113 EP - 122 ER - TY - JOUR A1 - Kroll-Ludwigs, Kathrin T1 - The Reform of German Maintenance Law JF - The International Survey of Family Law Y1 - 2018 SP - 85 EP - 100 ER - TY - CHAP A1 - Kroll-Ludwigs, Kathrin ED - Boele-Woelki, Katharina T1 - Unification of Conflict of Laws in Europe. Matrimonial Property Regimes T2 - European Challenges in Contemporary Family Law Y1 - 2008 SN - 978-90-5095-692-5 SP - 379 EP - 393 PB - Intersentia CY - Antwerpen ER - TY - CHAP A1 - Kroll-Ludwigs, Kathrin T1 - Names of individuals T2 - European Encyclopedia of Private International Law Y1 - 2017 SN - 9781782547228 PB - Edward Elgar Publishing CY - Cheltenham, UK ER - TY - CHAP A1 - Kroll-Ludwigs, Kathrin T1 - Small Claims Regulation T2 - European Encyclopedia of Private International Law Y1 - 2017 SN - 9781782547228 PB - Edward Elgar Publishing CY - Cheltenham, UK ER - TY - CHAP A1 - Kroll-Ludwigs, Kathrin ED - Calliess, Gralf-Peter T1 - Art. 5 Rom III-Regulation (choice of applicable law by the parties) T2 - Rome Regulations : commentary Y1 - 2015 SN - 9789041147547 PB - Wolters Kluwer ET - 2nd ed. ER - TY - CHAP A1 - Kroll-Ludwigs, Kathrin ED - Colliess, Gralf-Peter T1 - Art. 7 Rome III-Regulation (formal validity) T2 - Rome Regulations : commentary Y1 - 2015 SN - 9789041147547 PB - Wolters Kluwer ET - 2nd ed. ER - TY - CHAP A1 - Kohl, Philipp A1 - Freyer, Nils A1 - Krämer, Yoka A1 - Werth, Henri A1 - Wolf, Steffen A1 - Kraft, Bodo A1 - Meinecke, Matthias A1 - Zündorf, Albert ED - Conte, Donatello ED - Fred, Ana ED - Gusikhin, Oleg ED - Sansone, Carlo T1 - ALE: a simulation-based active learning evaluation framework for the parameter-driven comparison of query strategies for NLP T2 - Deep Learning Theory and Applications. DeLTA 2023. Communications in Computer and Information Science N2 - Supervised machine learning and deep learning require a large amount of labeled data, which data scientists obtain in a manual, and time-consuming annotation process. To mitigate this challenge, Active Learning (AL) proposes promising data points to annotators they annotate next instead of a subsequent or random sample. This method is supposed to save annotation effort while maintaining model performance. However, practitioners face many AL strategies for different tasks and need an empirical basis to choose between them. Surveys categorize AL strategies into taxonomies without performance indications. Presentations of novel AL strategies compare the performance to a small subset of strategies. Our contribution addresses the empirical basis by introducing a reproducible active learning evaluation (ALE) framework for the comparative evaluation of AL strategies in NLP. The framework allows the implementation of AL strategies with low effort and a fair data-driven comparison through defining and tracking experiment parameters (e.g., initial dataset size, number of data points per query step, and the budget). ALE helps practitioners to make more informed decisions, and researchers can focus on developing new, effective AL strategies and deriving best practices for specific use cases. With best practices, practitioners can lower their annotation costs. We present a case study to illustrate how to use the framework. KW - Active learning KW - Query learning KW - Natural language processing KW - Deep learning KW - Reproducible research Y1 - 2023 SN - 978-3-031-39058-6 (Print) SN - 978-3-031-39059-3 (Online) U6 - http://dx.doi.org/978-3-031-39059-3 N1 - 4th International Conference, DeLTA 2023, Rome, Italy, July 13–14, 2023. SP - 235 EP - 253 PB - Springer CY - Cham ER - TY - CHAP A1 - Knackstedt, Ralf A1 - Eggert, Mathias A1 - Heddier, Marcel A1 - Chasin, Friedrich A1 - Becker, Jörg T1 - The Relationship Of Is And Law - The Perspective Of And Implications For IS Research T2 - ECIS 2013 Completed Research. 18 Y1 - 2013 N1 - Proceedings of the 21st European Conference on Information Systems ER -