introduction, epilepsy, common, neurological, disease, migraine, stroke, alzheimers, occurring, frequently, characterized, recurrent, seizures, prevented, taking, antiepileptic, drugs, although, patients, respond, treatment, occur, surgical, removal, causing, brain, tissue, normal, lives, forecasting, systems, necessary, based, computational, algorithms, identify, prior, states, sufficient, dose, medication, administered, responsive, electric, stimulation, applied, prevent, electroencephalogram, recorded, electrodes, placed, used, predict, distinguishable, epileptic, interictal, preictal, ictal, postictal, main, goal, differentiate, prediction, consists, stages, feature, extraction, data, sample, classification, involves, calculating, values, various, statistical, analytical, measures, given, obtain, information, effective, differentiating, previous, research, focused, developing, methods, using, art, predicting, thesis, aims, analyze, ascertain, significant, impact, results, analyzing, understanding, significance, ease, biological, interpretations, solutions, influence, contributing, understood, having, accuracy, learning, pipeline, insight, reasons, sets, success, following, completed, selection, classifier, running, importance, analysis, american, societys, intracranial, human, selected, prevalence, performance, cutting, potential, recordings, extracted, moving, resulting, scikit, library, gaussian, nave, bayes, random, logistic, regression, evaluated, separate, suitable, technique, compared, analyzed, addition, visualize, organized, chapter, background, described, visualizations, presented, limitations, possible, future, discussed, concludes, overview, basic, concepts, activity, monitoring, describes, nerve, cells, neurons, network, transmit, gather, electrochemical, contains, millions, fibers, called, dendrites, axons, overwhelmingly, complex, interpret, caused, abnormal, excessive, synchronous, neuronal, within, arbitrarily, causes, exist, vary, age, unfortunately, unknown, multiple, electroencephalography, commonly, scalp, detect, sum, electrical, nearby, comprises, distinct, amplitudes, frequencies, processes, wakefulness, pathologies, patterns, known, express, deviations, standard, refer, period, instance, prominent, beta, brainwaves, hz, cycles, per, indicate, currently, alert, engaged, mental, decision, making, unlike, ieeg, invasive, thus, risky, closer, origin, achieves, qualities, placement, decided, clinical, single, measurement, represents, total, produced, depends, sampling, usually, larger, imprecise, resolution, concerning, source, nevertheless, provides, invaluable, anatomical, onset, diagnosing, rhythmic, coincide, precede, slightest, behavior, therefore, possibility, avoid, impending, convulsion, symptoms, unpredictable, nature, complicated, task, evidence, develop, dynamics, pre, focuses, preceding, correctly, identified, via, device, connected, valuable, appropriate, action, dangerous, driving, avoided, reduce, effects, reset, generally, divided, extracting, records, raw, dataset, reasonable, processing, extracts, detection, noisy, seemingly, yield, useful, logic, computer, successfully, classifying, calculated, studies, started, testing, comparing, experimenting, notable, listed, compare, univariate, characterize, channel, illustrate, recent, additional, below, kaggle, challenges, winning, weighted, average, models, including, included, percent, achieved, test, overlap, chosen, parameters, description, further, explained, conducted, kumar, et, al, segments, split, overlapping, spectral, power, bands, kurtosis, outperformed, support, vector, concluded, windowing, improves, methodology, code, https, github, com, mariliisvelner, seizureanalysis, subchapters, detailed, process, clips, labelled, non, unlabeled, stored, mat, file, format, matrix, arranged, columns, rate, original, consisted, form, sequences, horizon, appearing, separated, contamination, corresponds, being, lowest, section, view, depicted, shown, obtained, eeg_visualization, py, illustrated, trivial, whether, current, occasionally, indicating, physical, differences, dividing, smaller, concatenating, concurrent, detail, specifically, corresponding, yielded, length, entire, concatenated, represented, denoted, marked, originated, belonged, named, class, target, procedure, linear, duration, abstract, multiplying, multiplied, minutewindow, hereinafter, referred, respectively, hjorth, mobility, complexity, higuchi, fractal, dimension, skewness, delta, theta, alpha, gamma, previously, mentioned, normalized, understand, essence, domain, fourier, transform, converts, representation, spectrum, essentially, sinusoid, decomposes, weights, oscillations, axis, components, make_data, variance, deviates, function, exhibited, decrease, square, root, derivative, ratio, according, kaboli, despite, defined, estimate, similar, pure, sine, pyeeg, python, series, increases, degree, specific, physiologic, developed, calculate, accurate, estimations, construction, positive, mode, less, median, dominate, distribution, graph, skewed, negative, bigger, zero, clustered, intermittent, extreme, scipy, skew, product, pulses, masses, communicate, measured, hertz, bandwidths, categorize, division, general, remains, summing, yielding, module, notation, text, hfd, ps_delta, ps_theta, ps_alpha, ps_beta, ps_lowgamma, ps_highgamma, psr_delta, psr_theta, psr_alpha, psr_beta, psr_lowgamma, psr_highgamma, denotes, originates, added, example, confusion, individual, attributes, hereafter, distributed, stochastic, embedding, visualizing, highdimensional, location, dimensional, map, reflect, capture, local, structure, excellently, reveal, clusters, scales, arbitrary, allow, parallels, concrete, classes, intermingled, harder, toolkit, combination, truncatedsvd, default, reduced, written, scikitlearn, gradient, descent, multi, layer, perceptron, tested, unfit, hindered, successful, obtaining, reliable, author, familiar, implements, widely, scientific, computing, dependencies, proper, documentation, valued, continuous, typically, assumed, associated, assumes, probability, variables, equation, xi, computes, inserting, purpose, base, evaluate, gaussiannb, classify, basically, statements, classified, simple, outlook, humidity, adequate, golf, moved, choosing, leaf, node, reached, sunny, selects, correct, leftmost, directs, execution, speed, fail, maintaining, generalization, suboptimal, training, attempts, mitigate, flaw, constructing, efficiency, increased, increasing, randomly, subsets, generalize, extensive, overfitting, subspaces, output, discriminant, randomforestclassifier, consider, space, encompass, applying, balanced, account, extremely, efficient, furthermore, tieng, automatically, interactions, easier, assigns, belonging, combining, linearly, determined, coefficients, learned, maximum, likelihood, chooses, probable, logisticregressioncv, perform, liblinear, solver, optimizing, maximumlikelihood, 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sensitivity, excluding, provided, conducting, development, drawing, aspects, generation, tried, analyses, temporally, exception, proved, impactful, contribution, mechanisms, ultimate, warn, oncoming, vast, depth, finding