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A review of possible effects of cognitive biases on the interpretation of rule-based machine learning models

Autor: Kliegr, Tomáš, Bahník, Štěpán, Fürnkranz, Johannes

Publikováno v: Artificial Intelligence (2021): 103458

While the interpretability of machine learning models is often equated with their mere syntactic comprehensibility, we think that interpretability goes beyond that, and that human interpretability should also be investigated from the point of view of

Externí odkaz: http://arxiv.org/abs/1804.02969

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Same data, different conclusions: Radical dispersion in empirical results when independent analysts operationalize and test the same hypothesis

Autor: Schweinsberg, Martin, Feldman, Michael, Staub, Nicola, van den Akker, Olmo R., van Aert, Robbie C.M., van Assen, Marcel A.L.M., Liu, Yang, Althoff, Tim, Heer, Jeffrey, Kale, Alex, Mohamed, Zainab, Amireh, Hashem, Venkatesh Prasad, Vaishali, Bernstein, Abraham, Robinson, Emily, Snellman, Kaisa, Amy Sommer, S., Otner, Sarah M.G., Robinson, David, Madan, Nikhil, Silberzahn, Raphael, Goldstein, Pavel, Tierney, Warren, Murase, Toshio, Mandl, Benjamin, Viganola, Domenico, Strobl, Carolin, Schaumans, Catherine B.C., Kelchtermans, Stijn, Naseeb, Chan, Mason Garrison, S., Yarkoni, Tal, Richard Chan, C.S., Adie, Prestone, Alaburda, Paulius, Albers, Casper, Alspaugh, Sara, Alstott, Jeff, Nelson, Andrew A., Ariño de la Rubia, Eduardo, Arzi, Adbi, Bahník, Štěpán, Baik, Jason, Winther Balling, Laura, Banker, Sachin, AA Baranger, David, Barr, Dale J., Barros-Rivera, Brenda, Bauer, Matt, Blaise, Enuh, Boelen, Lisa, Bohle Carbonell, Katerina, Briers, Robert A., Burkhard, Oliver, Canela, Miguel-Angel, Castrillo, Laura, Catlett, Timothy, Chen, Olivia, Clark, Michael, Cohn, Brent, Coppock, Alex, Cugueró-Escofet, Natàlia, Curran, Paul G., Cyrus-Lai, Wilson, Dai, David, Valentino Dalla Riva, Giulio, Danielsson, Henrik, Russo, Rosaria de F.S.M., de Silva, Niko, Derungs, Curdin, Dondelinger, Frank, Duarte de Souza, Carolina, Tyson Dube, B., Dubova, Marina, Mark Dunn, Ben, Adriaan Edelsbrunner, Peter, Finley, Sara, Fox, Nick, Gnambs, Timo, Gong, Yuanyuan, Grand, Erin, Greenawalt, Brandon, Han, Dan, Hanel, Paul H.P., Hong, Antony B., Hood, David, Hsueh, Justin, Huang, Lilian, Hui, Kent N., Hultman, Keith A., Javaid, Azka, Ji Jiang, Lily, Jong, Jonathan, Kamdar, Jash, Kane, David, Kappler, Gregor, Kaszubowski, Erikson, Kavanagh, Christopher M., Khabsa, Madian, Kleinberg, Bennett, Kouros, Jens, Krause, Heather, Krypotos, Angelos-Miltiadis, Lavbič, Dejan, Ling Lee, Rui, Leffel, Timothy, Yang Lim, Wei, Liverani, Silvia, Loh, Bianca, Lønsmann, Dorte, Wei Low, Jia, Lu, Alton, MacDonald, Kyle, Madan, Christopher R., Hjorth Madsen, Lasse, Maimone, Christina, Mangold, Alexandra, Marshall, Adrienne, Ester Matskewich, Helena, Mavon, Kimia, McLain, Katherine L., McNamara, Amelia A., McNeill, Mhairi, Mertens, Ulf, Miller, David, Moore, Ben, Moore, Andrew, Nantz, Eric, Nasrullah, Ziauddin, Nejkovic, Valentina, Nell, Colleen S, Arthur Nelson, Andrew, Nilsonne, Gustav, Nolan, Rory, O'Brien, Christopher E., O'Neill, Patrick, O'Shea, Kieran, Olita, Toto, Otterbacher, Jahna, Palsetia, Diana, Pereira, Bianca, Pozdniakov, Ivan, Protzko, John, Reyt, Jean-Nicolas, Riddle, Travis, (Akmal) Ridhwan Omar Ali, Amal, Ropovik, Ivan, Rosenberg, Joshua M., Rothen, Stephane, Schulte-Mecklenbeck, Michael, Sharma, Nirek, Shotwell, Gordon, Skarzynski, Martin, Stedden, William, Stodden, Victoria, Stoffel, Martin A., Stoltzman, Scott, Subbaiah, Subashini, Tatman, Rachael, Thibodeau, Paul H., Tomkins, Sabina, Valdivia, Ana, Druijff-van de Woestijne, Gerrieke B., Viana, Laura, Villesèche, Florence, Duncan Wadsworth, W., Wanders, Florian, Watts, Krista, Wells, Jason D, Whelpley, Christopher E., Won, Andy, Wu, Lawrence, Yip, Arthur, Youngflesh, Casey, Yu, Ju-Chi, Zandian, Arash, Zhang, Leilei, Zibman, Chava, Luis Uhlmann, Eric

Publikováno v: In Organizational Behavior and Human Decision Processes July 2021 165:228-249

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