Detection of Spikes with Artificial Neural Networks Using Raw EEG

Gotman, 1976, Automated recognition and quantification of interictal epileptic activity in the human scalp EEG, Electroenceph. Clin. Neurophysiol., 41, 513, 10.1016/0013-4694(76)90063-8 Gotman, 1978, Comparison of traditional reading of the EEG and automatic recognition of interictal epileptic activity, Electroenceph. Clin. Neurophysiol., 44, 48, 10.1016/0013-4694(78)90104-9 Gotman, 1979, Automatic recognition of interictal epileptic activity in the human scalp EEG, Electroenceph. Clin. Neurophysiol., 46, 510, 10.1016/0013-4694(79)90004-X Frost, 1985, Automatic recognition and characterization of epileptic discharges in the human EEG, J. Clin. Neurophysiol., 2, 231, 10.1097/00004691-198507000-00003 Principe, 1985, Automatic recognition of spike and wave bursts Gotman, 1991, State dependent spike detection: Concepts and preliminary results, Electroenceph. Clin. Neurophysiol., 79, 11, 10.1016/0013-4694(91)90151-S Gotman, 1992, State dependent spike detection: Validation, Electroenceph. Clin. Neurophysiol., 83, 12, 10.1016/0013-4694(92)90127-4 Dingle, 1993, A multistage system to detect epileptiform activity in the EEG, IEEE Trans. Biomed. Eng., 40, 1260, 10.1109/10.250582 Besag, 1989, The validation of a new ambulatory spike and wave monitor, Electroenceph. Clin. Neurophysiol., 73, 157, 10.1016/0013-4694(89)90195-8 Lloyd, 1972, Pattern recognition in EEG, Adv. Behav. Biol., 5, 153, 10.1007/978-1-4899-3539-7_14 Lopes Da Silva, 1975, Detection of nonstationarities in EEGs using the autoregressive model. An application to EEGs of epileptics, 180 Pfurtscheller, 1978, A new approach to spike detection using a combination of inverse and matched filter techniques, Electroenceph. Clin. Neurophysiol., 44, 243, 10.1016/0013-4694(78)90272-9 Guedes de Oliviera, 1983, Spike detection based on a pattern recognition approach using a microcomputer, Electroenceph. Clin. Neurophysiol., 56, 97, 10.1016/0013-4694(83)90011-1 Arakawa, 1986, Separation of a nonstationary component from the EEG by a nonlinear digital filter, IEEE Trans. Biomed. Eng., 33, 724, 10.1109/TBME.1986.325767 Glover, 1986, A multi-channel signal processor for the detection of epileptogenic sharp transients in the EEG, IEEE Trans. Biomed. Eng., 33, 1121, 10.1109/TBME.1986.325689 Glover, 1989, Context-based detection of epileptogenic sharp transients in the EEG: Elimination of false positives, IEEE Trans. Biomed. Eng., 36, 519, 10.1109/10.24253 Webber, 1993, Automatic EEG spike detection: What should the computer imitate?, Electroenceph. Clin. Neurophysiol., 87, 364, 10.1016/0013-4694(93)90149-P Zurada, 1992 Haykin, 1994 Eberhart, 1989, Casenet: A neural network tool for EEG waveform classification Eberhart, 1990, Case study I: Detection of electroencephalogram spikes, 215 Wilson, 1991, On-line detection of epileptic spikes using a patient-independent neural network Gabor, 1992, Automated interictal spike detection using artificial neural networks, Electroenceph. Clin. Neurophysiol., 83, 271, 10.1016/0013-4694(92)90086-W Webber, 1994, Practical detection of epileptiform discharges (EDs) in the EEG using an artificial neural network: A comparison of raw and parametrized EEG data, Electroenceph. Clin. Neurophysiol., 91, 194, 10.1016/0013-4694(94)90069-8 Özdamar, 1991, Multilevel neural network system for EEG spike detection Özdamar, 1992, Real time detection of EEG spikes using neural networks Yaylali, 1992, Detection of epileptic spikes using artificial neural networks Özdamar, Ö. Zhu, Q. Yaylali, I. Jayakar, P. Real-time neural network based computer system for EEG spike detection Özdamar, 1992, Detection of transient EEG patterns with adaptive unsupervised neural networks Kalayci, 1995, Wavelet preprocessing for the automatic detection of EEG spikes with neural networks, IEEE EMBS Mag., 14, 160 Masters, 1993 Kalman, 1992, Why TanH? Choosing a sigmoidal function Alpsan, 1995, Efficacy of modified backpropagation and optimisation methods on a real-world medical problem, Neur. Net., 8, 945, 10.1016/0893-6080(95)00034-W Walpole, 1972 Dougherty, 1990 Özdamar, 1992, Neural-network classifier for auditory evoked potentials, Adv. Art. Intell. Res., 2, 165 Alpsan, 1992, Auditory brainstem evoked potential classification for threshold detection by neural networks. I. Network design, similarities between human-expert and network classification, feasibility, Automedica, 15, 67 Alpsan, 1992, Auditory brainstem evoked potential classification for threshold detection by neural networks. II. Effects of input coding, training set size and composition and network size on performance, Automedica, 15, 83 Xue, 1992, Neural-network-based adaptive matched filtering forQRS, IEEE Trans. Biomed. Eng., 39, 317, 10.1109/10.126604 Xue, 1997, Late potential recognition by artificial neural networks, IEEE Trans. Biomed. Eng., 44, 132, 10.1109/10.552243 Mirfakhraei, 1994, Classification of action potentials in multi-unit intrafascicular recordings using neural network pattern-recognition techniques, IEEE Trans. Biomed. Eng., 41, 89, 10.1109/10.277276 Blum, 1988, Morphology of spikes in spike-and-wave complexes, Electroenceph. Clin. Neurophysiol., 69, 508, 10.1016/0013-4694(88)90162-9