introduction, thesis, approach, using, milestones, presented, predictive, monitoring, complex, business, processes, validated, life, dataset, telia, estonia, used, predict, deviant, possible, execution, single, ongoing, process, section, introduces, motivation, topic, contribution, outcome, shift, computerization, throughout, industries, causes, information, stored, gigabytes, data, mostly, unstructured, noisy, saved, purpose, being, backup, however, organizations, starting, acknowledge, power, particularly, making, sense, captured, systems, trying, gain, value, mining, research, area, aims, extract, useful, meaningful, event, logs, combines, methods, extracting, structured, description, set, type, history, involves, techniques, model, discovery, recorded, conformance, checking, compares, existing, historical, performance, analysis, deals, analyzing, quantitative, measures, predicting, runtime, largest, telecommunications, baltic, states, operating, main, subsidiaries, mobile, operator, broadband, elion, merged, holding, leader, position, elds, [mar], providing, solutions, content, nation, incentive, provide, customers, quality, services, usability, analyze, improve, management, collaborating, science, educational, institutions, extracted, consists, separate, cycles, include, multiple, tasks, carried, parallel, creates, nd, apply, eective, knowledge, seemingly, dierent, missing, question, eciently, valuable, multi, level, academic, studies, implementing, author, motivated, abstract, spawned, subprocesses, conduct, addresses, following, given, trace, completed, contained, likely, particular, classication, concentrates, underlying, opposed, ma, jority, currently, spawns, zero, dependent, dealing, leveling, separately, entail, conclusions, simple, example, registered, created, overall, sequence, propose, constructs, named, aggregate, modeling, notation, [], proach, evaluated, application, encompasses, preprocessing, applying, feature, transformations, free, text, statistical, representational, enrich, initial, textual, categorical, combined, classiers, learning, algorithms, hyper, parameter, optimization, based, compared, straightforward, adoption, context, target, date, completion, going, postponed, supporting, decisions, employees, involved, consequently, improved, satisfaction, managers, evaluate, governance, uence, achieve, goals, eciency, proposed, prediction, qualitative, evaluation, baseline, comparison, structure, divided, ve, chapter, overview, rationale, details, review, art, setting, applied, thus, outlines, acting, reasoning, metrics, results, nishes, future, background, related, describe, technical, explanations, concepts, body, designed, analysts, depth, understanding, obtained, detection, deviations, ob, jectives, primary, input, represents, collection, records, analyzed, called, instance, referring, activity, denotes, cancellation, payload, consisting, attributes, bound, resources, usually, contain, executed, timestamp, actor, performed, denes, behavior, correspond, therefore, subcategory, running, incomplete, typically, previous, similar, predicted, fulllment, constraint, validity, temporal, logic, predicate, specied, frame, medical, treatment, patient, recovered, specic, foregone, refers, label, associated, binary, supervised, mapping, variable, xand, output, yso, unseen, vector, describing, property, continuous, regression, produces, inferred, function, support, blend, linear, fundamental, principle, transformed, dimensional, space, nonlinear, achieved, various, polynomial, sigmoid, etc, separator, hyperplane, probability, density, known, prior, easily, practical, performing, separation, nearest, training, class, essentially, signicant, margin, lower, generalization, error, dened, nite, classes, trivial, map, original, higher, easier, maintain, tolerable, computational, ensure, computation, dot, products, dening, kernel, selected, determining, choice, yield, logistic, gradient, descent, generalized, predictor, further, derivation, consider, labeled, lfeatures, kth, additional, bias, positive, drawn, jx, kx, weight, learned, maximize, likelihood, corresponding, ik, iz, kw, respect, ix, recall, increasing, increases, calculated, adding, fraction, wt, denoting, rate, iteratively, updating, convex, eventually, maximum, smaller, iterations, stopped, sum, absolute, dierence, less, predened, regularized, regularization, term, added, enforcing, trade, matching, changed, square, norm, balancing, derivatives, minimal, search, identical, non, cross, validation, estimation, stratied, fold, randomly, split, kmutually, exclusive, subsets, elements, foldsd, kof, equal, trained, tested, ktimes, iof, iis, reserved, testing, remaining, idatasets, rst, estimate, kiterations, formal, denition, accuracy, ng, containing, ninstances, hv, yi, unlabeled, cmaps, inducer, imaps, dinto, assigned, test, acc, yand, otherwise, average, choosing, mkinstances, mis, expensive, computationally, kfolds, chosen, approximately, proportion, entire, ultimately, minimize, expected, loss, samples, itself, nal, criterion, addition, themselves, described, penalties, rather, grid, executes, exhaustive, curve, respective, accept, elasticnet, combination, fth, telecom, europe, building, pioneering, spirit, technology, expertise, within, xed, communications, founded, million, subscribers, [tela], strategy, superior, network, connectivity, loyalty, creating, across, channels, seamless, experience, competitive, operations, agility, cost, [telb], responsibilities, clients, prole, opted, provided, hopes, comprehensive, range, acquired, sub, ject, phenomenon, previously, rm, incorporated, largely, shortcomings, transforming, looking, develop, tailored, satisfy, stakeholders, inge, laas, development, conducting, focuses, improvement, excluding, legal, nancial, domains, justication, feasible, multilevel, traditional, handling, basically, nowadays, departments, investigated, implementation, detailed, budget, passed, pro, arrives, delivery, segment, handled, control, nancing, portion, documents, conrmation, changeis, responsible, entered, logical, maintained, depend, orderscan, transition, complete, reject, cancel, managed, manually, nished, status, implies, due, human, intervention, source, noisiness, statuses, edit, andwork, sentence, receive, needed, implemented, strict, negative, impact, identied, classify, mined, disco, [roz], frequency, darker, thicker, indicate, larger, timeliness, tend, overtime, van, der, aalst, et, al, [vdarv, annotated, elapsed, journ, earlier, visited, dongen, parametric, explicitly, durations, occurrence, caserelated, proven, accurate, calculating, subtracting, jallow, framework, identication, operational, risks, focused, specically, wickboldt, relies, generated, maggi, generation, recommendations, violations, perform, analyses, achieving, aspects, spoken, ow, perspective, account, phased, prexes, snapshot, gathered, mapped, determine, finally, furthered, leontjeva, verenich, current, symbolic, characters, representing, included, alternative, critical, encoding, indexes, species, occurs, hidden, markov, generative, probabilistic, identies, relatively, expense, overhead, throughput, instantaneous, response, users, rapid, extended, di, francescomarino, introducing, clustering, phase, precomputed, decreases, allows, similarly, extend, taken, coupled, clustered, lastly, incorporating, obtaining, intra, cluster, random, outlined, whereas, combining, lose, reality, overcome, notion, mentioned, subsection, literature, primarily, actually, centered, although, encompass, conclude, novel, address, treated, dimensionality, disorganized, assumptions, presenting, including, basic, methodologies, assumed, available, regarding, deterministic, mechanisms, guide, reason, useless, participants, core, meaning, suggest, losing, aggregation, interpreted, occurred, reached, false, ftrue, indicator, jm, declaration, manual, progress, closed, creation, according, clarity, initiated, criteria, evaluating, registration, engineering, role, concerned, generate, relevant, suitable, format, engineered, expansion, category, magnitude, transform, expanded, boolean, accommodate, latent, dirichlet, allocation, andbag, grams, bong, comparing, extraction, tokenized, whitespace, tokenization, punctuation, removed, periodically, numerical, codes, unnecessary, phone, generalizable, lemmatized, estonian, lemmatization, linguistics, variants, common, lemma, form, ected, grouped, base, graphical, representation, slice, string, slices, altogether, unigram, smallest, resulting, increased, phrases, expressions, enlarging, limits, atten, reasonable, quantity, discrete, corpus, fairly, members, relationships, preserved, summarization, ecient, represented, mixtures, distribution, below, assumes, choose, poisson, nwords, multinomial, nj, conditioned, shown, sampled, generating, per, dn, experiment, software, spans, january, discussed, batches, subprocess, identicator, median, excel, le, having, column, assignment, standard, accepted, infrastructure, distinct, maintenance, canceled, insight, investigate, stated, telias, inspection, classied, furthermore, agreement, signed, postponing, tolerated, damage, brand, prot, loop, intuitive, longer, stage, adequately, upper, reduced, summarizes, characteristics, total, amount, length, immediately, certainly, normal, ltered, relation, specication, rewall, servers, hardware, workgroup, forwarded, internal, action, explained, conducted, python, [pyt], spreadsheet, converted, commaseparated, iterated, necessary, processing, resulted, ltering, formatted, valid, sorted, annotate, ated, appropriate, preprocessed, incorporates, ensembling, simplied, toplevel, assigning, simply, nally, secondworkordercreated, separated, processed, implements, recommended, coding, valued, constructed, signifying, groupmaintenance, concatenated, concatenate, lled, deleted, interest, transformers, optimized, standardized, removing, scaling, unit, variance, percent, centering, rately, statistics, standardization, requirement, stochastic, paragraph, estimated, updated, decreasing, strength, alpha, multiplies, estimator, score, produced, vote, generally, adopting, sequenced, intertwined, scattered, intuitively, conquer, aggregating, structuring, hopefully, happened, exceeded, exactly, slightly, tting, averaged, obtain, recap, averaging, individual, computed, assessed, built, ensemble, considered, measuring, receiver, assess, spackman, adopters, theory, tool, fawcett, graphs, conceptually, richer, plotting, sensitivity, simplistic, calculation, till, belonging, ri, rank, th, ranked, clarify, confusion, matrix, precision, mclasses, mtimes, mmatrix, jindicates, ithat, jby, correctly, incorrectly, harmonic, actual, demonstrate, justify, nishing, minimum, clearly, surprisingly, worse, interval, exceeds, beginning, correlate, correlated, dier, conrm, hypothesis, scoremilestonecomparison, methodsno, featuresldabong, showing, curves, yielded, progressed, signicantly, threshold, scenario, uniformly, distributed, conservative, region, lefthand, identifying, scorenumber, tracebaseline, approachmilestonebaseline, approachbaselinemilestone, greater, gures, boost, completely, systematic, threat, wider, indication, benets, possibility