In computer science and/or information theory, people call von Neumann entropy Shannon entropy. (The true connection between the two is still being debated, in my knowledge, but that is not important here, I hope). Since the choice of log to base 2 is natural in Computer Science, a lot of authors in that field just define entropy that way. This makes it easier to apply the concept of entropy in programming, where entropy is a fundamental concept in several sub-fields, such as algorithm design. It can also be used for fun-stuff, such as programming a hang-man game.