{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,3]],"date-time":"2026-07-03T21:43:22Z","timestamp":1783115002432,"version":"3.54.6"},"publisher-location":"New York, New York, USA","reference-count":21,"publisher":"ACM Press","license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Mustansar Ali Ghazanfar"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1145\/3184558.3186348","type":"proceedings-article","created":{"date-parts":[[2018,4,18]],"date-time":"2018-04-18T18:04:25Z","timestamp":1524074665000},"page":"359-364","source":"Crossref","is-referenced-by-count":2,"title":["Pain Prediction in Humans using Human Brain Activity Data"],"prefix":"10.1145","author":[{"given":"Zara","family":"Mansoor","sequence":"first","affiliation":[{"name":"University of Engineering and Technology, Taxila, Islamabad, Pakistan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mustansar Ali","family":"Ghazanfar","sequence":"additional","affiliation":[{"name":"University of Engineering and Technology, Taxila, Islamabad, Pakistan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Syed Muhammad","family":"Anwar","sequence":"additional","affiliation":[{"name":"University of Engineering and Technology, Taxila, Islamabad, Pakistan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ahmed S.","family":"Alfakeeh","sequence":"additional","affiliation":[{"name":"King Abdulaziz University, Jeddah, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Khaled H.","family":"Alyoubi","sequence":"additional","affiliation":[{"name":"King Abdulaziz University, Jeddah, Saudi Arabia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","reference":[{"key":"key-10.1145\/3184558.3186348-1","doi-asserted-by":"crossref","unstructured":"Anwar, S.M., Saeed, S.M.U., Majid, M., Usman, S., Mehmood, C.A. and Liu, W., 2017. A Game Player Expertise Level Classification System Using Electroencephalography (EEG). Applied Sciences, 8(1), p.18.","DOI":"10.3390\/app8010018"},{"key":"key-10.1145\/3184558.3186348-2","doi-asserted-by":"crossref","unstructured":"Saeed, S.M.U., Anwar, S.M., Majid, M. and Bhatti, A.M., 2015, December. Psychological stress measurement using low cost single channel EEG headset. In Signal Processing and Information Technology (ISSPIT), 2015 IEEE International Symposium on (pp. 581--585). IEEE.","DOI":"10.1109\/ISSPIT.2015.7394404"},{"key":"key-10.1145\/3184558.3186348-3","doi-asserted-by":"crossref","unstructured":"P. Lucey, J. F. Cohn, I. Matthews, S. Lucey, S. Sridharan, J. Howlett, et al., \"Automatically detecting pain in video through facial action units,\" Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on, vol. 41, pp. 664--674, 2011.","DOI":"10.1109\/TSMCB.2010.2082525"},{"key":"key-10.1145\/3184558.3186348-4","doi-asserted-by":"crossref","unstructured":"B. J. Matuszewski, W. Quan, and L.-K. Shark, \"High-resolution comprehensive 3-D dynamic database for facial articulation analysis,\" in Computer Vision Workshops (ICCV Workshops), 2011 IEEE International Conference on, 2011, pp. 2128--2135.","DOI":"10.1109\/ICCVW.2011.6130511"},{"key":"key-10.1145\/3184558.3186348-5","doi-asserted-by":"crossref","unstructured":"P. Werner, A. Al-Hamadi, and R. Niese, \"Pain recognition and intensity rating based on comparative learning,\" in Image Processing (ICIP), 2012 19th IEEE International Conference on, 2012, pp. 2313--2316.","DOI":"10.1109\/ICIP.2012.6467359"},{"key":"key-10.1145\/3184558.3186348-6","doi-asserted-by":"crossref","unstructured":"M. Vatankhah and A. Toliyat, \"Pain Level Measurement Using Discrete Wavelet Transform,\" International Journal of Engineering and Technology, vol. 8, p. 380, 2016.","DOI":"10.7763\/IJET.2016.V8.917"},{"key":"key-10.1145\/3184558.3186348-7","unstructured":"M. Sood, V. Kumar, and S. V. Bhooshan, \"Review of State of Art in Electrooculogram Artifact Removal from Electroencephalogram Signals,\" International Journal of Enhanced Research in Science Technology &#38; Engineering, vol. 2, pp. 32--41, 2013."},{"key":"key-10.1145\/3184558.3186348-8","doi-asserted-by":"crossref","unstructured":"Y. Tu, Y. S. Hung, Z. Zhang, and L. Hu, \"Prediction of pain perception using multivariate pattern analysis of laser-evoked EEG oscillations,\" in Control Automation Robotics &#38; Vision (ICARCV), 2014 13th International Conference on, 2014, pp. 13--16.","DOI":"10.1109\/ICARCV.2014.7064271"},{"key":"key-10.1145\/3184558.3186348-9","doi-asserted-by":"crossref","unstructured":"Huang, G., Xiao, P., Hung, Y.S., Iannetti, G.D., Zhang, Z.G. and Hu, L., 2013. A novel approach to predict subjective pain perception from single-trial laser-evoked potentials. Neuroimage, 81, pp.283--293.","DOI":"10.1016\/j.neuroimage.2013.05.017"},{"key":"key-10.1145\/3184558.3186348-10","doi-asserted-by":"crossref","unstructured":"Y. Tu, Y. S. Hung, L. Hu, and Z. Zhang, \"PCA-SIR: A new nonlinear supervised dimension reduction method with application to pain prediction from EEG,\" in Neural Engineering (NER), 2015 7th International IEEE\/EMBS Conference on, 2015, pp. 1004--1007.","DOI":"10.1109\/NER.2015.7146796"},{"key":"key-10.1145\/3184558.3186348-11","doi-asserted-by":"crossref","unstructured":"R.-R. Nir, A. Sinai, R. Moont, E. Harari, and D. Yarnitsky, \"Tonic pain and continuous EEG: prediction of subjective pain perception by alpha-1 power during stimulation and at rest,\" Clinical Neurophysiology, vol. 123, pp. 605--612, 2012.","DOI":"10.1016\/j.clinph.2011.08.006"},{"key":"key-10.1145\/3184558.3186348-12","doi-asserted-by":"crossref","unstructured":"Bhatti, A.M., Majid, M., Anwar, S.M. and Khan, B., 2016. Human emotion recognition and analysis in response to audio music using brain signals. Computers in Human Behavior, 65, pp.267--275.","DOI":"10.1016\/j.chb.2016.08.029"},{"key":"key-10.1145\/3184558.3186348-13","doi-asserted-by":"crossref","unstructured":"SAEED, S.M.U., ANWAR, S.M. and Majid, M., 2017. Quantification of Human Stress Using Commercially Available Single Channel EEG Headset. IEICE Transactions on Information and Systems, 100(9), pp.2241--2244.","DOI":"10.1587\/transinf.2016EDL8248"},{"key":"key-10.1145\/3184558.3186348-14","doi-asserted-by":"crossref","unstructured":"L. J. Hadjileontiadis, \"EEG-Based Tonic Cold Pain Characterization Using Wavelet Higher Order Spectral Features,\" Biomedical Engineering, IEEE Transactions on, vol. 62, pp. 1981--1991, 2015.","DOI":"10.1109\/TBME.2015.2409133"},{"key":"key-10.1145\/3184558.3186348-15","unstructured":"Zhu, W., Zeng, N. and Wang, N., 2010. Sensitivity, specificity, accuracy, associated confidence interval and ROC analysis with practical SAS implementations. NESUG proceedings: health care and life sciences, Baltimore, Maryland, 19."},{"key":"key-10.1145\/3184558.3186348-16","doi-asserted-by":"crossref","unstructured":"E. Schulz, A. Zherdin, L. Tiemann, C. Plant, and M. Ploner, \"Decoding an individual's sensitivity to pain from the multivariate analysis of EEG data,\" Cerebral Cortex, vol. 22, pp. 1118--1123, 2012.","DOI":"10.1093\/cercor\/bhr186"},{"key":"key-10.1145\/3184558.3186348-17","doi-asserted-by":"crossref","unstructured":"P. Panavaranan and Y. Wongsawat, \"EEG-based pain estimation via fuzzy logic and polynomial kernel support vector machine,\" in Biomedical Engineering International Conference (BMEiCON), 2013 6th, 2013, pp. 1--4.","DOI":"10.1109\/BMEiCon.2013.6687668"},{"key":"key-10.1145\/3184558.3186348-18","doi-asserted-by":"crossref","unstructured":"A. V. Apkarian, J. A. Hashmi, and M. N. Baliki, \"Pain and the brain: specificity and plasticity of the brain in clinical chronic pain,\" Pain, vol. 152, p. S49, 2011.","DOI":"10.1016\/j.pain.2010.11.010"},{"key":"key-10.1145\/3184558.3186348-19","doi-asserted-by":"crossref","unstructured":"A Sattar, MA Ghazanfar, M Iqbal , \"Building Accurate and Practical Recommender System Algorithms Using Machine Learning Classifier and Collaborative Filtering\", Arabian Journal for Science and Engineering, 1--19, 2017","DOI":"10.1007\/s13369-016-2410-1"},{"key":"key-10.1145\/3184558.3186348-20","doi-asserted-by":"crossref","unstructured":"Mustaqeem, A., Anwar, S.M., Khan, A.R. and Majid, M., 2017. A statistical analysis based recommender model for heart disease patients. International Journal of Medical Informatics, 108, pp.134--145.","DOI":"10.1016\/j.ijmedinf.2017.10.008"},{"key":"key-10.1145\/3184558.3186348-21","doi-asserted-by":"crossref","unstructured":"Mustansar Ali Ghazanfar, Adam Pr&#252;gel-Bennett, \"Leveraging clustering approaches to solve the gray-sheep users problem in recommender systems\", 41(7), 3261--3275, 2014","DOI":"10.1016\/j.eswa.2013.11.010"}],"event":{"name":"Companion of the The Web Conference 2018","location":"Lyon, France","acronym":"WWW '18","number":"2018","sponsor":["IW3C2, International World Wide Web Conference Committee","SIGWEB, ACM Special Interest Group on Hypertext, Hypermedia, and Web"],"start":{"date-parts":[[2018,4,23]]},"end":{"date-parts":[[2018,4,27]]}},"container-title":["Companion of the The Web Conference 2018 on The Web Conference 2018 - WWW '18"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3184558.3186348","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/dl.acm.org\/ft_gateway.cfm?id=3186348&ftid=1958205&dwn=1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T02:26:07Z","timestamp":1750213567000},"score":1,"resource":{"primary":{"URL":"http:\/\/dl.acm.org\/citation.cfm?doid=3184558.3186348"}},"subtitle":[],"proceedings-subject":"The Web Conference 2018","short-title":[],"issued":{"date-parts":[[2018]]},"references-count":21,"URL":"https:\/\/doi.org\/10.1145\/3184558.3186348","relation":{},"subject":[],"published":{"date-parts":[[2018]]}}}