The assumption in crush3dice's answer that the students sit in a circle is just as reasonable as the assumption that I am going to make, that the students sit in a row of chairs numbered, from left to right as 1, 2, ..., 10.
My approach is to favor brute force over elegance of thought in this one-off (small) setting. If instead the # of chairs was (for example) 1000, then I would look for a pattern and then try for elegance.
Suppose that you select chairs 1, 3, 5, and decide that the 3 troublesome students (refer to them as a, b, and c) will sit in those 3 chairs. There are 3! ways of permuting these 3 students among these 3 chairs and 7! ways of permuting the other 7 students among the other 7 chairs.
Therefore, the exact answer is $3! \times 7! \times T$, where $T$ represents the total # of ways of selecting 3 chairs out of 10 so that none of the three chairs is next to each other.
Now for the brute force:
Rather than try for elegant analysis, why not manually enumerate $T$.
Let $L$ = the # of the lowest of the three chairs.
Let $M$ = the # of the middle of the three chairs.
Let $N$ = the # of the largest of the three chairs.
Clearly, $1 \leq L \leq 6.$
That is if $L = 7$, there is no way of selecting 2 chairs among chairs 8, 9, and 10 so that the 2 chairs are apart both from each other and chair 7.
If $L$ and $M$ are set then $N$ must be in $\{(M+2), \cdots, 10\}.$
If $L$ is set, then $M$ must (similarly) be in $\{(L+2), \cdots, 8\}.$
Since you know that $L$ is in $\{1,2,3,4,5,6\},$ then all you have to do to enumerate $T$ is to count.
Addendum : elegance rears its ugly head
Since the following idea just came to me, I might as well share it. There is a shortcut to enumerating $T.$
As analyzed, $M$ must range from 3 through 8, inclusive.
For any specific $M$ in this range, $L$ must range from 1 through $M-2$ and $N$ must range from $M+2$ through 10.
Therefore, $T = \sum_{M=3}^8 \,[(M-2) \times (9-M)].$
Addendum-2 : A symmetry argument.
By symmetry, the # of arrangements with $M=3$ equals the # of arrangements with $M=8.$ A similar argument relates $M=4$ to $M=7$ and $M=5$ to $M=6.$
Therefore, $T = 2 \times \left\{\sum_{M=3}^5 \,[(M-2) \times (9-M)]\right\}.$