TY - JOUR AU - Abbott, F. V. AU - Gray-Donald, K. AU - Sewitch, M. J. AU - Johnston, C. C. AU - Edgar, L. AU - Jeans, M. -. E. PY - 1992 DA - 1992// TI - The prevalence of pain in hospitalized patients and resolution over six months JO - Pain VL - 50 UR - https://doi.org/10.1016/0304-3959(92)90108-N DO - 10.1016/0304-3959(92)90108-N ID - Abbott1992 ER - TY - STD TI - of Medicine (US). Committee on Advancing Pain Research Care and Education, Relieving Pain in America: A Blueprint for Transforming Prevention, Care, Education, and Research. National Academies Press, 2011. ID - ref2 ER - TY - JOUR AU - Lippe, P. M. PY - 2000 DA - 2000// TI - The decade of pain control and research JO - Pain Med VL - 1 UR - https://doi.org/10.1046/j.1526-4637.2000.00050.x DO - 10.1046/j.1526-4637.2000.00050.x ID - Lippe2000 ER - TY - JOUR AU - Stannard, C. AU - Johnson, M. PY - 2003 DA - 2003// TI - Chronic pain management—can we do better? An interview-based survey in primary care JO - Curr Med Res Opin VL - 19 UR - https://doi.org/10.1185/030079903125002478 DO - 10.1185/030079903125002478 ID - Stannard2003 ER - TY - JOUR AU - McCaffery, M. PY - 2005 DA - 2005// TI - Patients in pain: What they say, and what they really mean JO - Director VL - 13 ID - McCaffery2005 ER - TY - STD TI - Briggs E. Understanding the experience and physiology of pain. Nurs Stand. 2010;25(3):35–9. ID - ref6 ER - TY - STD TI - Godfrey H. Understanding pain, part 1: physiology of pain. Br J Nurs. 2005;14(16):846–52. ID - ref7 ER - TY - JOUR AU - Cook, K. F. AU - Dunn, W. AU - Griffith, J. W. AU - Morrison, M. T. AU - Tanquary, J. AU - Sabata, D. AU - Victorson, D. AU - Carey, L. M. AU - MacDermid, J. C. AU - Dudgeon, B. J. AU - Gershon, R. C. PY - 2013 DA - 2013// TI - Pain assessment using the NIH Toolbox JO - Neurology VL - 80 UR - https://doi.org/10.1212/WNL.0b013e3182872e80 DO - 10.1212/WNL.0b013e3182872e80 ID - Cook2013 ER - TY - JOUR AU - Melzack, R. PY - 1999 DA - 1999// TI - From the gate to the neuromatrix JO - Pain VL - 6 UR - https://doi.org/10.1016/S0304-3959(99)00145-1 DO - 10.1016/S0304-3959(99)00145-1 ID - Melzack1999 ER - TY - JOUR AU - Bossart, P. AU - Fosnocht, D. AU - Swanson, E. PY - 2007 DA - 2007// TI - Changes in heart rate do not correlate with changes in pain intensity in emergency department patients JO - J Emerg Med VL - 32 UR - https://doi.org/10.1016/j.jemermed.2006.05.029 DO - 10.1016/j.jemermed.2006.05.029 ID - Bossart2007 ER - TY - JOUR AU - Brown, J. E. AU - Chatterjee, N. AU - Younger, J. AU - Mackey, S. PY - 2011 DA - 2011// TI - Towards a physiology-based measure of pain: patterns of human brain activity distinguish painful from non-painful thermal stimulation JO - PLoS One VL - 6 UR - https://doi.org/10.1371/journal.pone.0024124 DO - 10.1371/journal.pone.0024124 ID - Brown2011 ER - TY - STD TI - De Jonckheere J, Rakza T, Logier R, Jeanne M, Jounwaz R, Storme L. Heart rate variability analysis for newborn infants prolonged pain assessment. Conf Proc IEEE Eng Med Biol Soc. 2011; 7747–50. ID - ref12 ER - TY - JOUR AU - Gélinas, C. AU - Johnston, C. PY - 2007 DA - 2007// TI - Pain assessment in the critically ill ventilated adult: validation of the Critical-Care Pain Observation Tool and physiologic indicators JO - Clin J Pain VL - 23 UR - https://doi.org/10.1097/AJP.0b013e31806a23fb DO - 10.1097/AJP.0b013e31806a23fb ID - Gélinas2007 ER - TY - JOUR AU - Gélinas, C. AU - Tousignant-Laflamme, Y. AU - Tanguay, A. AU - Bourgault, P. PY - 2011 DA - 2011// TI - Exploring the validity of the bispectral index, the Critical-Care Pain Observation Tool and vital signs for the detection of pain in sedated and mechanically ventilated critically ill adults: a pilot study JO - Intensive Crit Care Nurs VL - 27 UR - https://doi.org/10.1016/j.iccn.2010.11.002 DO - 10.1016/j.iccn.2010.11.002 ID - Gélinas2011 ER - TY - STD TI - K I. Quantitative evaluation of pain by analyzing non-invasively obtained physiological data with particu…, Proceedings of RC IEEE-EMBS & 14th BMESI, 1995. ID - ref15 ER - TY - JOUR AU - Munsters, J. AU - Wallström, L. AU - Agren, J. AU - Norsted, T. AU - Sindelar, R. PY - 2012 DA - 2012// TI - Skin conductance measurements as pain assessment in newborn infants born at 22-27 weeks gestational age at different postnatal age JO - Early Hum Dev VL - 88 UR - https://doi.org/10.1016/j.earlhumdev.2011.06.010 DO - 10.1016/j.earlhumdev.2011.06.010 ID - Munsters2012 ER - TY - JOUR AU - Nir, R. -. R. AU - Sinai, A. AU - Raz, E. AU - Sprecher, E. AU - Yarnitsky, D. PY - 2010 DA - 2010// TI - Pain assessment by continuous EEG: association between subjective perception of tonic pain and peak frequency of alpha oscillations during stimulation and at rest JO - Brain Res VL - 1344 UR - https://doi.org/10.1016/j.brainres.2010.05.004 DO - 10.1016/j.brainres.2010.05.004 ID - Nir2010 ER - TY - STD TI - Faye PM, De Jonckheere J, Logier R, Kuissi E, Jeanne M, Rakza T, et al. Newborn infant pain assessment using heart rate variability analysis. Clin J Pain. 2010;26(9):777–82. ID - ref18 ER - TY - STD TI - Shanker K, BharathiSubbiah V, Jackson D. An empirical approach for objective pain measurement using dermal and cardiac parameter, in 13th International Conference on Biomedical Engineering IFMBE Proceeding, 2009; 678–681. ID - ref19 ER - TY - JOUR AU - Tousignant-Laflamme, Y. AU - Rainville, P. AU - Marchand, S. PY - 2005 DA - 2005// TI - Establishing a link between heart rate and pain in healthy subjects: a gender effect JO - J Pain VL - 6 UR - https://doi.org/10.1016/j.jpain.2005.01.351 DO - 10.1016/j.jpain.2005.01.351 ID - Tousignant-Laflamme2005 ER - TY - JOUR AU - Wang, S. AU - Jiang, X. AU - Ji, Z. AU - El-Kareh, R. AU - Choi, J. AU - Kim, H. PY - 2013 DA - 2013// TI - When you can’t tell when it hurts: a preliminary algorithm to assess pain in patients who can’t communicate JO - AMIA Ann Symp Proc VL - 2013 ID - Wang2013 ER - TY - STD TI - Bishop CM. Pattern recognition and machine learning. Springer-Verlag New York: Springer; 2006. ID - ref22 ER - TY - JOUR AU - Hinton, G. PY - 2010 DA - 2010// TI - A practical guide to training restricted Boltzmann machines JO - Momentum VL - 9 ID - Hinton2010 ER - TY - JOUR AU - Belkin, M. AU - Niyogi, P. PY - 2003 DA - 2003// TI - Laplacian eigenmaps for dimensionality reduction and data representation JO - Neural Comput VL - 15 UR - https://doi.org/10.1162/089976603321780317 DO - 10.1162/089976603321780317 ID - Belkin2003 ER - TY - JOUR AU - Bengio, Y. AU - Courville, A. AU - Vincent, P. PY - 2013 DA - 2013// TI - Representation learning: a review and new perspectives JO - Pattern Anal Mach Intell IEEE Trans VL - 35 UR - https://doi.org/10.1109/TPAMI.2013.50 DO - 10.1109/TPAMI.2013.50 ID - Bengio2013 ER - TY - STD TI - Krizhevsky A, Hinton GE, et al. Factored 3-way restricted boltzmann machines for modeling natural images. International Conference on Artificial Intelligence and Statistics, 2010; 621–628. ID - ref26 ER - TY - STD TI - Salakhutdinov R, Mnih A, and Hinton G, Restricted Boltzmann machines for collaborative filtering. In Proceedings of the 24th international conference on Machine learning. 2007; 791–798. ID - ref27 ER - TY - STD TI - Taylor GW, Hinton GE. Factored conditional restricted Boltzmann machines for modeling motion style. In Proceedings of the 26th annual international conference on machine learning. 2009; 1025–1032. ID - ref28 ER - TY - JOUR AU - Fischer, A. AU - Igel, C. PY - 2014 DA - 2014// TI - Training restricted Boltzmann machines: an introduction JO - Pattern Recognit VL - 47 UR - https://doi.org/10.1016/j.patcog.2013.05.025 DO - 10.1016/j.patcog.2013.05.025 ID - Fischer2014 ER - TY - JOUR AU - Hinton, G. E. PY - 2002 DA - 2002// TI - Training products of experts by minimizing contrastive divergence JO - Neural Comput VL - 14 UR - https://doi.org/10.1162/089976602760128018 DO - 10.1162/089976602760128018 ID - Hinton2002 ER - TY - JOUR AU - Roux, N. AU - Bengio, Y. PY - 2008 DA - 2008// TI - Representational power of restricted Boltzmann machines and deep belief networks JO - Neural Comput VL - 20 UR - https://doi.org/10.1162/neco.2008.04-07-510 DO - 10.1162/neco.2008.04-07-510 ID - Roux2008 ER - TY - STD TI - Jolliffe I. Principal component analysis. Springer-Verlag New York: Wiley Online Library; 2002. ID - ref32 ER - TY - JOUR AU - Scholkopft, B. AU - Mullert, K. -. R. PY - 1999 DA - 1999// TI - Fisher discriminant analysis with kernels JO - Neural Netw Signal Process VL - 1 ID - Scholkopft1999 ER - TY - STD TI - Larochelle H, Bengio Y. Classification using discriminative restricted Boltzmann machines, in Proceedings of the 25th international conference on Machine learning. 2008; 536–543. ID - ref34 ER - TY - JOUR AU - Martínez, A. M. AU - Kak, A. C. PY - 2001 DA - 2001// TI - Pca versus lda JO - Pattern Anal Mach Intell IEEE Trans VL - 23 UR - https://doi.org/10.1109/34.908974 DO - 10.1109/34.908974 ID - Martínez2001 ER -