How to build a speech corpus for continuous speech?

I am developing a speech corpus from audiobooks. I was able to collect recordings with their transcriptions but without timing information. Therefore I am looking for recent techniques to automatically build segments adapted to the development of ASR systems for large vocabulary continuous speech.

Thanks in an advance.