Learning to Predict Ad Clicks Based on Boosted Collaborative Filtering

The use of machine learning algorithms in recommender systems: A systematic review

“…ML algorithms, by definition, improve their performance with access to more data. Similarly, the more data that is Baldominos et al, 2015;Banerjee et al, 2012;Bar et al, 2013;Bauer & Nanopoulos, 2014;Bellogín et al, 2011;Biancalana et al, 2011;Braida et al, 2015;Brouard & Pomot, 2016;Buabin, 2012;Cai et al, 2010Cai et al, , 2012Caraballo et al, 2014;Castro-Herrera et al, 2009;Costa et al, 2012Costa et al, , 2013Das et al, 2013;Das Dôres et al, 2016;De Gemmis et al, 2008;Diaby et al, 2013Diaby et al, , 2014Dinuzzo et al, 2011; T.-K. Fan & Chang, 2010;Forsati et al, 2009;Forsati & Meybodi, 2010;Gedikli et al, 2011;Geng et al, 2016;Haiduc et al, 2013;Hernández del Olmo et al, 2009;Hofmann, 2003Hofmann, , 2004Huang & Nikulin, 2014;Hussain et al, 2015;R. Zhang & Tran, 2010;Islam et al, 2015;Jin et al, 2005;Jun, 2005;Jung & Lee, 2004;Kao & Fahn, 2013;Karahodza & Donko, 2015;Kong et al, 2013;…”

“…Lu et al, 2015;Marović et al, 2011;Middleton et al, 2004;Nguyen et al, 2016;Y. Song et al, 2011;Xuan et al, 2014;Zahra et al, (Aouay et al, 2014;Bar et al, 2013;Biancalana et al, 2011;Braida et al, 2015;Buabin, 2012;Elmongui et al, 2015;T.-K. Fan & Chang, 2010;Islam et al, 2015;Kao & Fahn, 2013;Middleton et al, 2004;Szymański & Rzeniewicz, 2016;Tsuji et al, 2014;Vialardi et al, 2011;Yan et (Agarwal, 2011;Banerjee et al, 2012;Brouard & Pomot, 2016;Diaby et al, 2013Diaby et al, , 2014Ghazarian & Nematbakhsh, 2015;Jun, 2005;Kong et al, 2013;Pecli et al, 2015;Pronoza et al, 2016;I.…”

“…This is done for the benefit of other researchers who may be searching for an algorithm that is better than a certain threshold. (Agarwal, 2011;Aouay et al, 2014;Baldominos et al, 2015;Banerjee et al, 2012;Biancalana et al, 2011;Brouard & Pomot, 2016;Cai et al, 2010Cai et al, , 2012Caraballo et al, 2014;Costa et al, 2012Costa et al, , 2013De Gemmis et al, 2008;Devi & Venkatesh, 2013;Elmongui et al, 2015;T.-K. Fan & Chang, 2010;Z.…”

“…Song et al, 2011;Szymański & Rzeniewicz, 2016;Verma et al, 2016;Wan et al, 2009;Yap et al, 2005;Yuan et al, 2014;K. Zhao & Pan, 2015) Recall 58 32 (Aouay et al, 2014;Baldominos et al, 2015;Banerjee et al, 2012;Cai et al, 2010Cai et al, , 2012Caraballo et al, 2014;Costa et al, 2012Costa et al, , 2013De Gemmis et al, 2008;Devi & Venkatesh, 2013;Elmongui et al, 2015;T.-K. Fan & Chang, 2010;Z.…”

Engels’s Theory of Social Murder and the Spectacle of Fascism: A Critical Enquiry into Digital Labour and its Alienation

“…The platform profits from being able to target users with highly specific advertisements and thus relies on the accuracy of its recommendations (Curran, Graham and Temple 2011). The utilisation of social advertising through boosted collaborative filtering demonstrates that Facebook is incentivised to combine different filtering models in order to precisely target audiences (Fan and Chang 2010).…”