LMNN metric learning and fuzzy nearest neighbour classifier for hand gesture recognition

Akl A, Feng C, Valaee S (2011) A novel accelerometer-based gesture recognition system. IEEE Trans Signal Process 59(12):6197–6205. doi: 10.1109/TSP.2011.2165707

Balakrishnan V, Yeow PHP (2007) SMS usage satisfaction: influences of hand anthropometry and gender. Hum IT 9(2):52–75

Balakrishnan V, Yeow PHP (2008) A study of the effect of thumb sizes on mobile phone texting satisfaction. J Usability Stud 3(3):118–128

Bergamasco M, Frisoli A, Avizzano CA (2007) Exoskeletons as man-machine interface systems for teleoperation and interaction in virtual environments. Adv Telerobotics 31:61–76. doi: 10.1007/978-3-540-71364-7_5

Boyd S, Vandenberghe L (2004) Convex optimization. Cambridge University Press, Cambridge

Chopra S, Hadsell R, LeCun Y (2005) Learning a similarity metric dicriminatively, with application to face verification. In: Proceedings of IEEE conference on computer vision and pattern recognition—CVPR’05, pp 349–356. doi: 10.1109/CVPR.2005.202

Crammer K, Singer Y (2001) On the algorithmic implementation of multiclass kernel-based vector machines. J Mach Learn Res 2:265–292. doi: 10.1162/15324430260185628

Fisher RA (1936) The use of multiple measures in taxonomic problems. Ann Hum Genet 7:179–188. doi: 10.1111/j.1469-1809.1936.tb02137.x

Frome A, Singer J, Sha F, Malik J (2007) Learning globally-consistent local distance functions for shape-based image retrival and classification. In: Proceedings of 11th IEEE international conference on comput vision—ICCV’07, pp 1–8. doi: 10.1109/ICCV.2007.4408839

Goldberger J, Roweis S, Hinton G, Salakhutdnov R (2004) Neighbourhood components analysis. Adv Neural Inf Process Syst 17:513–520

Hofmann FG, Heyer P, Hommenl G (1998) Velocity profile based recognition of dynamic gestures with discrete hidden Markov models. In: Gesture and sign language in human–computer interaction. Lect Notes in Computer Science, vol 1371, pp 81–95. doi: 10.1007/BFb0052991

Jolliffe IT (1989) Principal component analysis. Springer-Verlag, New York

Keir P, Payne J, Elgoyhen J, Horner M, Naef M, Anderson P (2006) Gesture recognition with non-referenced tracking. In: Proceedings of the IEEE conference on virtual reality—VR’06, pp 137. doi: 10.1109/VR.2006.64

Kela J, Korpipää P, Mäntyjärvi J, Kallio S, Savino G, Jozzo L, Marca D (2006) Accelerometer based gesture control for a design environment. Pers Ubiquitous Comput 10(5):285–299. doi: 10.1007/s00779-005-0033-8

Keller JM, Gray MR, Givens JA (1985) A fuzzy k-nearest neighbour algorithm. IEEE Trans Syst Man Cybern 15(4):580–585. doi: 10.1109/TSMC.1985.6313426

Liu J, Zhong L, Wickramasuriya J, Vasudevan V (2009) $$\mu $$ μ Wave: accelerometer-based personalized gesture recognition and its applications. Pervasive Mob Comput 5(6):657–675. doi: 10.1016/j.pmcj.2009.07.007

Mäntylä VM (2001) Discrete hidden Markov models with application to isolated user-dependent hand gesture recognition. VTT Publications 449

Marasović T, Papić V (2012) Accelerometer-based gesture recognition system using distance metric learning for nearest neighbour classification. In: Proceedings of 2012 IEEE international workshop on machine learning for signal processing—MLSP’12, pp 1–6. doi: 10.1109/MLSP.2012.6349717

Marasović T, Papić V (2013) A novel feature descriptor for gesture classification using smartphone accelerometers. In: Proceedings of 18th IEEE symposium on computers and communications, pp 951–955. doi: 10.1109/ISCC.2013.6755072

Mitra S, Archary T (2007) Gesture recognition: a survey. IEEE Trans Syst Man Cybern Part C (Appl Rev) 37(3):311–324. doi: 10.1109/TSMCC.2007.893280

Nielsen J (1994) Usability engineering. Morgan Kaufmann, San Francisco, CA

Pylvänäinen T (2005) Accelerometer based gesture recognition using continuous hidden Markov models. In: Pattern recognition and image analysis. Lect Notes in Computer Science, vol 3522, pp 639–646. doi: 10.1007/11492429_77

Schlömer T, Poppinga B, Henze N, Boll S (2008) Gesture recognition with a Wii controller. In: Proceedings of the 2nd international conference on tangible and embedded interaction—TEI’08, pp 11–14. doi: 10.1145/1347390.1347395

Wang X, Tarrío P, Metola E, Bernardos AM, Casar JR (2012) Gesture recognition using mobile phone’s inertial sensors. Distrib Comput Artif Intell 151:173–184

Weinberger KQ, Saul LK (2008) Fast solvers and efficient implementations for distance metric learning. In: Proceedings of 25th international conference on machine learning—ICML’08, pp 1160–1167. doi: 10.1145/1390156.1390302

Weinberger KQ, Blitzer J, Saul LK (2009) Distance metric learning for large margin nearest neighbour classification. J Mach Learn Res 10:207–244

Xing EP, Ng AY, Jordan MI, Russell S (2003) Distance metric learning, with application to clustering with side-information. Adv Neural Inf Process Syst 15:505–512

Xu R, Zhou S, Li WJ (2012) MEMS accelerometer based nonspecific-user hand gesture recognition. IEEE Sens J 12(5):1166–1173