2019-02-14: CISE papers need a shake -- spend more time on the data section
I know this is a large topic and I may not have enough evidence to convince everyone, but based on my reviewing experiences on journal articles and conference proceedings, I strongly feel that computer and information science and engineering (CISE) papers need to put more text on describing and analyzing the data. This argument partially comes from my background in astronomy and astrophysics. Astronomers and astrophysicists usually spend a huge chunk of text in their papers talking about data they adopt, including but not limited to where the data are collected, why they do not use another dataset, how the raw data are pre-processed, and carefully justify why they rule out outliers. They also do analysis on the data and report statistical properties, trend, or bias to ensure that they are using legitimate points in their plots. In contrast, for many papers I read and reviewed, even in top conferences, CISE people do not often do such work. They usually assume the datasets were