Are joint audits associated with higher audit fees?

In its October 2010 Green Paper on audit policy, the European Commission suggested that joint audits might be a way of improving the audit market in Europe. However, some parties consider that a joint audit system is not an efficient solution because the perceived improvements in audit quality, if any, are not commensurate with the significant increase in audit fees. We compare audit fees paid during the years 2007-2011 by listed companies in France, where joint audits are mandatory, with those paid by British and Italian companies. Theory suggests that audit fees in countries with high investor protection, such as the UK, are likely to be greater than those in countries with lower investor protection, such as France and Italy, ceteris paribus. However, we find significantly higher audit fees in France after controlling for well-documented auditor, client, and engagement attributes, which vary across countries. Furthermore, since we do not find statistically significant differences in the magnitude of abnormal accruals, the higher audit fees observed in France do not appear to be associated with higher audit quality.

Speaker identification using higher order spectral phase features and their effectiveness vis-a-vis Mel-Cepstral features

The effectiveness of higher-order spectral (HOS) phase features in speaker recognition is investigated by comparison with Mel Cepstral features on the same speech data. HOS phase features retain phase information from the Fourier spectrum unlikeMel–frequency Cepstral coefficients (MFCC). Gaussian mixture models are constructed from Mel– Cepstral features and HOS features, respectively, for the same data from various speakers in the Switchboard telephone Speech Corpus. Feature clusters, model parameters and classification performance are analyzed. HOS phase features on their own provide a correct identification rate of about 97% on the chosen subset of the corpus. This is the same level of accuracy as provided by MFCCs. Cluster plots and model parameters are compared to show that HOS phase features can provide complementary information to better discriminate between speakers.