![](bg7.png)
eeg recordings. In Automation Science and Engineer-
ing (CASE), 2010 IEEE Conference on, pages 917–
921. IEEE.
Eyben, F. (2016). Real-time speech and music classification
by large audio feature space extraction. Springer.
Eyben, F., W
¨
ollmer, M., and Schuller, B. (2010). opens-
mile: The munich versatile and fast open-source audio
feature extractor. In Proceedings of the international
conference on Multimedia, pages 1459–1462. ACM.
Flatley, D., Reyner, L., and Horne, J. A. (2004). Sleep re-
lated crashes on sections of different road types in the
UK (1995-2001). Department for Transport.
Hall, M., Frank, E., Holmes, G., Pfahringer, B., Reutemann,
P., and Witten, I. H. (2009). The weka data min-
ing software: an update. ACM SIGKDD explorations
newsletter, 11(1):10–18.
H
¨
onig, F., Batliner, A., Bocklet, T., Stemmer, G., N
¨
oth, E.,
Schnieder, S., and Krajewski, J. (2014a). Are men
more sleepy than women or does it only look like–
automatic analysis of sleepy speech. In 2014 IEEE In-
ternational Conference on Acoustics, Speech and Sig-
nal Processing (ICASSP), pages 995–999. IEEE.
H
¨
onig, F., Batliner, A., N
¨
oth, E., Schnieder, S., and Kra-
jewski, J. (2014b). Acoustic-prosodic characteristics
of sleepy speech – between performance and interpre-
tation. In Proc. of Speech Prosody, pages 864–868.
Horne, J. A. and Reyner, L. A. (1995). Sleep related vehicle
accidents. Bmj, 310(6979):565–567.
Kohavi, R. and John, G. H. (1997). Wrappers for feature
subset selection. Artificial intelligence, 97(1–2):273–
324.
Krajewski, J. and Kr
¨
oger, B. J. (2007). Using Prosodic
and Spectral Characteristics for Sleepiness Detection.
In INTERSPEECH 2007 – 8
th
Annual Conference of
the International Speech Communication Association,
August 27-31, Antwerp, Belgium, Proceedings, pages
1841–1844.
MacLean, A. W., Davies, D. R., and Thiele, K. (2003). The
hazards and prevention of driving while sleepy. Sleep
medicine reviews, 7(6):507–521.
Maycock, G. (1996). Sleepiness and driving: the experi-
ence of uk car drivers. Journal of Sleep Research,
5(4):229–237.
Ng, A. Y. (1998). On feature selection: Learning with ex-
ponentially many irrelevant features as training exam-
ples. In Proceedings of the Fifteenth International
Conference on Machine Learning, ICML ’98, pages
404–412.
Pir, D. and Brown, T. (2015). Acoustic Group Feature Se-
lection Using Wrapper Method for Automatic Eating
Condition Recognition. In INTERSPEECH 2015 –
16
th
Annual Conference of the International Speech
Communication Association, September 6-10, 2015,
Dresden, Germany, Proceedings, pages 894–898.
Pir, D., Brown, T., and Krajewski, J. (2016). Wrapper-
Based Acoustic Group Feature Selection for Noise-
Robust Automatic Sleepiness Classification. In Pro-
ceedings of the 4
th
International Workshop on Speech
Processing in Everyday Environments (CHiME 2016),
September 13, 2016, San Francisco, CA, USA, pages
78–81.
Ruiz, R., Riquelme, J. C., and Aguilar-Ruiz, J. S. (2006).
Incremental wrapper-based gene selection from mi-
croarray data for cancer classification. Pattern Recog-
nition, 39(12):2383–2392.
Schuller, B. and Batliner, A. (2014). Computational par-
alinguistics: emotion, affect and personality in speech
and language processing. John Wiley & Sons.
Schuller, B., Steidl, S., and Batliner, A. (2009). The IN-
TERSPEECH 2009 Emotion Challenge. In INTER-
SPEECH 2009 – 10
th
Annual Conference of the Inter-
national Speech Communication Association, Septem-
ber 6–10, 2009, Brighton, UK, Proceedings, pages
312–315.
Schuller, B., Steidl, S., Batliner, A., Schiel, F., and Kra-
jewski, J. (2011). The INTERSPEECH 2011 Speaker
State Challenge. In INTERSPEECH 2011 – 12
th
An-
nual Conference of the International Speech Commu-
nication Association, August 28–31, 2011, Florence,
Italy, Proceedings, pages 3201–3204.
Schuller, B., Steidl, S., Batliner, A., Schiel, F., Krajewski,
J., Weninger, F., and Eyben, F. (2014). Medium-term
speaker statesa review on intoxication, sleepiness and
the first challenge. Computer Speech & Language,
28(2):346–374.
Schuller, B. W., Steidl, S., Batliner, A., Hantke, S., H
¨
onig,
F., Orozco-Arroyave, J. R., N
¨
oth, E., Zhang, Y.,
and Weninger, F. (2015). The INTERSPEECH 2015
Computational Paralinguistics Challenge: Nativeness,
Parkinson’s & Eating Condition. In INTERSPEECH
2015 – 16
th
Annual Conference of the International
Speech Communication Association, September 6-10,
2015, Dresden, Germany, Proceedings, pages 478–
482.
Shahid, A., Wilkinson, K., Marcu, S., and Shapiro, C. M.
(2012). Karolinska sleepiness scale (kss). In STOP,
THAT and One Hundred Other Sleep Scales, pages
209–210. Springer.
Weninger, F., Eyben, F., Schuller, B., Mortillaro, M., and
Scherer, K. (2013). On the acoustics of emotion in au-
dio: What speech, music, and sound have in common.
Frontiers in psychology, 4:227–239.
VEHITS 2017 - 3rd International Conference on Vehicle Technology and Intelligent Transport Systems
202