| 1 | What are the fundamentals of the Concept Drift (CD) issue? | To provide an overview of the basics of CD and determine how CD fundamentals changed over time. Also, highlight CD measuring, quantification techniques, and possible ways to overcome CD. | (Budiman et al., 2016; Iwashita et al., 2019; Jameel et al., 2020a, b, c; Budiman et al., 2017; Zang et al., 2014; Zliobaite et al., 2014; Kuncheva, 2004; Ghorbani et al., 2017; Gupta and Dhawan, 2019; Jensen et al., 2019; Nishida et al., 2008; Harel et al., 2014; Dyer and Polikar, 2012; Khamassi et al., 2019; Saurav et al., 2018; Dongre and Malik, 2014; Dariusz, 2010; Sayed et al., 2018; Wadewale and Desai, 2015; Brzezinski and Stefanowski, 2014a; Hoens et al., 2012; Jagadeesh Chandra Bose et al., 2011; Huang et al., 2013; Minku et al., 2010; Tsymbal, 2004; Gomes et al., 2011; Hoens et al., 2011; Webb et al., 2016, 2018) Total of 29 papers |
| 2 | Do the state of art approaches (for CD handling) are adequate for current and future computing trends? | To investigate the existing CD handling approaches and determine their effectiveness and shortcomings for current and future trends. | (Jameel et al., 2020, 2020; Uddin et al., 2019, September; Liu and Wang, 2010; van Schaik and Tapson, 2015; Budiman et al., 2016; Huang et al., 2012; Zhai et al., 2014; Xu and Wang, 2016; 2017; Khamassi et al., 2019; PAC learning model Kearns and Vazirani, 1994; Gama et al., 2004; Baena-Garcıa et al., 2006; Lavaire et al., 2015; Friedman and Rafsky, 1979; Spinosa et al., 2007; Zeira et al., 2004; Kifer et al., 2004; Demšar and Bosni´c, 2018; Page, 1954; Mouss et al., 2004; Yasumura et al., 2007; Freund and Schapire, 1997; Bach and Maloof, 2008; Bifet, 2009; Bifet and Gavalda, 2007; Nishida, 2008; Ross et al., 2012; Raza et al., 2014; Rouse, 2009; Ditzler and Polikar, 2013; Zliobaite et al., 2012; Huang, 2006; Liang et al., 2006; Lan et al., 2009; Liu et al., 2019; Krawczyk, 2015; Cao et al., 2015; Khamassi et al., 2015; Brzezinski and Stefanowski, 2012; Sidhu and Bhatia, 2018; Bifet et al., 2009; Wang et al., 2003; Brzezin´ski and Stefanowski, 2011; Brzezinski and Stefanowski, 2014b; Street and Kim, 2001) Total of 46 papers |
