The purpose of the paper is to formulate Choquet integral representation theorems for a monotone functional on a collection of functions in such a way that the representing measures are simultaneously inner and outer continuous on appropriate collections of sets such as open, closed, compact, and measurable. This type of theorem is referred to as the continuous Choquet integral representation theorem and will be discussed in a setting general enough for practical use. The benefits of our results are as follows:(i)the representing measures are simultaneously inner and outer continuous,(ii)the collections of sets for which the representing measures are inner and outer continuous are larger than those in previous studies,(iii)the regularity of the representing measures is also considered, and(iv)it is possible to handle not only σ-continuous but also τ-continuous functionals.