Marius Wehner und Lynn Schmodde von der Wirtschaftswissenschaftlichen Fakultät der Heinrich-Heine-Universität Düsseldorf berichten von ihrer Forschung zu Learning Analytics. Im Verbundprojekt LADi haben sie Diskriminierungspotenziale und Bias in den Algorithmen untersucht sowie die Wahrnehmung der Lernenden von Beurteilungen durch Learning Analytics. Interviewer in Folge 11 des DINItus Podcasts ist Erik Reidt vom ZIM/Multimediazentrum der HHU Düsseldorf.
This episode is all about bias. Our hosts Maren Scheffel and Nia Dowel talk to Shamya Karumbaiah and Rene Kizilcec about bias in learning analytics and some of the work they are doing in that area.
Der Kurs vermittelt ein grundlegendes Verständnis für Machine Learning und den Umgang mit Algorithmen. Nach einem Einführungsteil auf der Basis inhaltlicher Wissensvermittlung, haben Sie intensiv die Möglichkeit, Kompetenzen durch forschendes Lernen und anhand realer Szenarien zu entwickeln.
Certain words are like sparks in a puddle of gasoline. “Bias” is definitely one of those words—and for good reason. If there is something that we are doing, that we are unaware of, that is causing harm to others, then we definitely should be taking it seriously.
Wie stark lassen sich Lehrende durch Learning Analytics in ihrer Bewertung von Studierenden beeinflussen? Welche diskriminierenden aber auch ungleichheits-reduzierenden Effekte gehen von Algorithmen aus? In diesem Beitrag stellen die Autor*innen das Potential und die Gefahren von Learning Analytics vor und werten die Forschungsergebnisse eines Conjoint-Experiments aus.
La ministra Yolanda Díaz abre de nuevo la mesa de negociación con sindicatos y patronal tras el acuerdo alcanzado para reconocer a los 'riders' como trabajadores de las plataformas de reparto
El texto reconoce la relación laboral existente entre el repartidor y las compañías, en línea con la sentencia del Tribunal Supremo, y obliga a las empresas a informar a los sindicatos sobre el funcionamiento de los algoritmos de la aplicación
K. Hatta, S. Wakabayashi, and T. Koide. Genetic Programming 1998: Proceedings of the Third
Annual Conference, page 510--517. University of Wisconsin, Madison, Wisconsin, USA, Morgan Kaufmann, (22-25 July 1998)
K. Harvey, and C. Pettey. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 274--280. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
A. Hartley. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 266--273. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
G. Harik, and F. Lobo. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 258--265. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
H. Handa, O. Katai, T. Konishi, and M. Baba. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 252--257. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
G. Haith, S. Colombano, J. Lohn, and D. Stassinopoulos. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 244--251. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
A. Guigue, S. Oussedik, and D. Delahaye. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 788. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
C. Guerra-Salcedo, and D. Whitley. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 236--243. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
C. Guerra-Salcedo, and D. Whitley. Genetic Programming 1998: Proceedings of the Third
Annual Conference, page 504--509. University of Wisconsin, Madison, Wisconsin, USA, Morgan Kaufmann, (22-25 July 1998)
J. Gottlieb. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 787. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
V. Gordon, R. Pirie, A. Wachter, and S. Sharp. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 229--235. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
D. Goldberg. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 212--219. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
D. Goldberg, and S. Voessner. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 220--228. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
N. Gockel, M. Keim, R. Drechsler, and B. Becker. Genetic Programming 1997: Proceedings of the Second
Annual Conference, page 363--369. Stanford University, CA, USA, Morgan Kaufmann, (13-16 July 1997)
A. Globus, J. Crawford, J. Lohn, and A. Pryor. International Conference on Space Mission Challenges
for Information Technology (SMC-IT), Pasadena, CA, USA, (July 2003)
A. Globus, E. Ricks, M. Menon, and D. Srivastava. Proceedings of the 2003 Nanotechnology Conference and
Trade Show, San Francisco, California, U.S.A., (February 2003)
A. Globus, J. Crawford, J. Lohn, and R. Morris. Proceedings of the 3rd International NASA Workshop on
Planning and Scheduling for Space, Houston, Texas, (October 2002)
P. Gigure, and D. Goldberg. Genetic Programming 1998: Proceedings of the Third
Annual Conference, page 496--503. University of Wisconsin, Madison, Wisconsin, USA, Morgan Kaufmann, (22-25 July 1998)
E. Gelenbe. Genetic Programming 1996: Proceedings of the First
Annual Conference, page 437--443. Stanford University, CA, USA, MIT Press, (28--31 July 1996)
M. Gargano, W. Edelson, and O. Koval. Genetic Programming 1998: Proceedings of the Third
Annual Conference, page 495. University of Wisconsin, Madison, Wisconsin, USA, Morgan Kaufmann, (22-25 July 1998)
H. Furutani. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 204--211. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
A. Fukunaga. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 786. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
C. Fujiki, and J. Dickinson. Genetic Algorithms and their Applications: Proceedings
of the second international conference on Genetic
Algorithms, page 236--240. MIT, Cambridge, MA, USA, Lawrence Erlbaum Associates, (28-31 July 1987)
M. Fuchs. Genetic Programming 1996: Proceedings of the First
Annual Conference, page 485--490. Stanford University, CA, USA, MIT Press, (28--31 July 1996)
M. Finley Jr., H. Akimaru, and E. Hausen-Tropper. Late Breaking Papers at the 1999 Genetic and
Evolutionary Computation Conference, page 93--98. Orlando, Florida, USA, (13 July 1999)
F. Fernandez, M. Tomassini, and L. Vanneschi. Genetic Programming, Proceedings of EuroGP'2001, volume 2038 of LNCS, page 51--63. Lake Como, Italy, Springer-Verlag, (18-20 April 2001)
F. Federman, G. Sparkman, and S. Watt. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 785. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
R. Faglia, and D. Vetturi. Genetic Programming 1996: Proceedings of the First
Annual Conference, page 479--484. Stanford University, CA, USA, MIT Press, (28--31 July 1996)
F. i Fabrega, and J. i Guiu. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 797. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
R. Eriksson, and B. Olsson. Artificial Neural Nets and Genetic Algorithms:
Proceedings of the International Conference,
ICANNGA97, University of East Anglia, Norwich, UK, Springer-Verlag, (1997)published in 1998.
K. Endo, F. Yamasaki, T. Maeno, and H. Kitano. RoboCup 2002: Robot Soccer World Cup VI, volume 2752 of Lecture Notes in Artificial Intelligence, page 327--341. Springer-Verlag, (2002)
M. El-Beltagy, P. Nair, and A. Keane. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 196--203. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
T. Eguchi, K. Hirasawa, J. Hu, and S. Markon. Proceedings of the 2004 IEEE Congress on Evolutionary
Computation, page 1661--1667. Portland, Oregon, IEEE Press, (20-23 June 2004)
J. Eggermont, and T. Lenaerts. Proceedings of the 14th Belgium/Netherlands Conference
on Artificial Intelligence (BNAIC'02), Leuven, Belgium, (21-22 October 2002)
N. Durand, and J. Alliot. Genetic Programming 1998: Proceedings of the Third
Annual Conference, page 487--494. University of Wisconsin, Madison, Wisconsin, USA, Morgan Kaufmann, (22-25 July 1998)
G. Dumont, F. Chapelle, and P. Bidaud. International Symposium on Robotics (ISR'01), page 821--826. Seoul, Korea, International Federation of Robotics, (19-20 April 2001)
R. Drechsler, B. Becker, and N. Gockel. Genetic Programming 1996: Proceedings of the First
Annual Conference, page 473--478. Stanford University, CA, USA, MIT Press, (28--31 July 1996)
K. Dill, and M. Perkowski. Genetic Programming 1997: Proceedings of the Second
Annual Conference, page 362. Stanford University, CA, USA, Morgan Kaufmann, (13-16 July 1997)
S. van Dijk, D. Thierens, and M. de Berg. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 188--195. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
M. Delgado, F. Zuben, and F. Gomide. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 180--187. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
K. Deb, and H. Beyer. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 172--179. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
K. Deb. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 164--171. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
K. Deb, S. Gulati, and S. Chakrabarti. Genetic Programming 1998: Proceedings of the Third
Annual Conference, page 479--486. University of Wisconsin, Madison, Wisconsin, USA, Morgan Kaufmann, (22-25 July 1998)
R. Davidge. ECAL-93 Self organisation and life: from simple rules
to global complexity, page 259--273. CP 231, Universite Libre de Bruxelles, Bld. du
Triomphe, 1050 Brussels, Belgium, Fax 32-2-659.5767
Phone 32-2-650.5776 Email sgross@ulb.ac.be, (24--26 May 1993)
D. Dasgupta, Y. Cao, and C. Yang. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 149--155. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
J. Daida, A. Freeman, and R. Onstott. Proceedings of IEEE International Geoscience and
Remote Sensing, page 1415--1417. Florence, Italy, IEEE Press, (1995)
J. Daida, S. Ross, and B. Hannan. Genetic Algorithms: Proceedings of the Sixth
International Conference (ICGA95), page 248--255. Pittsburgh, PA, USA, Morgan Kaufmann, (15-19 July 1995)
T. Cunningham. Genetic Algorithms and Genetic Programming at Stanford
2003, Stanford Bookstore, Stanford, California, 94305-3079 USA, (4 December 2003)
C. Cotta, E. Alba, and J. Troya. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 783. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
J. Collins, and C. Ryan. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 781. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
J. Collins, L. Sheehan, and C. Casey. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 782. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
V. Ciesielski, and X. Li. Proceedings of the 2004 IEEE Congress on Evolutionary
Computation, page 494--501. Portland, Oregon, IEEE Press, (20-23 June 2004)
C. Chu, G. Premkumar, C. Chou, and J. Sun. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 141--148. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
A. Choi. Genetic Programming 1996: Proceedings of the First
Annual Conference, page 467--472. Stanford University, CA, USA, MIT Press, (28--31 July 1996)
M. Chikara, and A. Masayasu. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 777. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
S. Chen, C. Guerra-Salcedo, and S. Smith. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 129--134. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
S. Chen, and S. Smith. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 122--128. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
S. Chen, and S. Smith. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 135--140. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
S. Chen, and S. Smith. Genetic Programming 1998: Proceedings of the Third
Annual Conference, page 471--478. University of Wisconsin, Madison, Wisconsin, USA, Morgan Kaufmann, (22-25 July 1998)
S. Chen, and Y. Huang. Advances in Natural Computation, Proceedings of First
International Conference, ICNC 2005, Part III, volume 3612 of Lecture Notes in Computer Science, page 612--621. Changsha, China, Springer, (August 2005)
S. Chen, and C. Yeh. Proceedings of the Congress on Evolutionary
Computation, 2, page 834--841. Mayflower Hotel, Washington D.C., USA, IEEE Press, (6-9 July 1999)
S. Chen, W. Lin, and C. Tsao. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 114--121. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
Z. Chan, H. Ngan, and A. Rad. Late Breaking Papers at the 1999 Genetic and
Evolutionary Computation Conference, page 74--79. Orlando, Florida, USA, (13 July 1999)
Z. Chan, H. Ngan, and A. Rad. Proceedings of the Genetic and Evolutionary
Computation Conference, 1, page 106--113. Orlando, Florida, USA, Morgan Kaufmann, (13-17 July 1999)
C. Chakraborti, and K. Sastry. Genetic Programming 1998: Proceedings of the Third
Annual Conference, page 463--470. University of Wisconsin, Madison, Wisconsin, USA, Morgan Kaufmann, (22-25 July 1998)