07226nam 2202089z- 450 991074327660332120230911(CKB)5690000000228542(oapen)doab113922(EXLCZ)99569000000022854220230920c2023uuuu -u- -engurmn|---annantxtrdacontentcrdamediacrrdacarrierAdvanced Machine Learning Applications in Big Data AnalyticsMDPI - Multidisciplinary Digital Publishing Institute20231 online resource (654 p.)3-0365-8487-0 With the development of computer technology and communication technology, various industries have collected a large amount of data in different forms, so-called big data. How to obtain valuable knowledge from these data is a very challenging task. Machine learning is such a direct and effective method for big data analytics. In recent years, a variety of advanced machine learning technologies have emerged, and they continue to play important roles in the era of big data. Considering advanced machine learning and big data together, we have selected a series of relevant works in this Special Issue to showcase the latest research advancements in this field. Specifically, a total of thirty-three articles are included in this Special Issue, which can be roughly categorized into six groups: time series analysis, evolutionary computation, pattern recognition, computer vision, image encryption, and others.History of engineering & technologybicsscTechnology: general issuesbicssc1D quadratic chaotic systemadaptive learningadversarial attacksARMAattentional mechanismsBaaS systembagging modelbehavior detectionblockchain consensus algorithmborder patrolBPbutterfly optimization algorithmcapacitated vehicle routing planningCBAMCBCFIclassification algorithmscloudclustering algorithmsCNNcolor imagecombined prediction modelcommunity clusteringcomplementary ensemble empirical mode decomposition (CEEMD)composite multi-scale dispersion entropycomputer visionconcept driftconfidentiality managementconvolutional neural networkscoupled map latticeCOVID-19crisscross searchdata stream miningdeep belief networkdeep featuredeep learningdesign science researchdifferential evolutiondigital archivesdisease classificationDNA codingDNA computingDNA sequences designdocument classificationdual-update strategyELMembedding propagationemotion-cause pair extractionenergy storageerror coefficientevent extractionevent trigger wordsevent typeextreme learning machinefault diagnosisfeature selectionfinancial time series forecastingflight safetyforecastingforexGAgenerative adversarial networkglobal optimizationGMgraph attention networkgraph convolutional networkgraph neural networkgravity searchhash functionhealthHemerocallis citrina Baroniheterogeneous graphhierarchical clusteringhierarchical modelhigh-plateau flighthybrid modelhyperspectral image classificationimage classificationimage encryptionimproved matrix particle swarm optimization algorithm (IMPSO)incremental learninginformation systeminformation systemsinfraredJaccard distanceKNNleast squares methodlightweight neural networkslong short-term memory networkmachine learningmaturity detectionmean absolute errormean-semivariance modelmembership grademeta-heuristicmodel predictive controlmulti-behavior recommendationmulti-strategyMultiRocketn/aneural architecture searchneural networksNLPobject detectiononline learningopposition-based learningoutput optimizationoverseas Chinese associationsparticle swarm optimizationpeak shaving and frequency regulationperformance analysispilot abnormal behaviorpixel levelpolymorphic mappingportfolio optimizationprincipal component analysisPROPHETPSOquantum dynamicsquick access recorderrandom replacementridge regressionsaving mileagesequential recommendationservice level agreementshort-term traffic-flow forecastingsignal-to-noise ratio distancesliding windowspatial-temporal systemssplicing modelstacking modelstock announcement newsstock returnsupport vector machinesupport vector machine swarm intelligencesupport vector machinesswarm intelligencetalent stability predictiontarget detectiontime seriestime series classificationtomato leaftraffic flow forecastingtransaction priorityvariational mode decompositionwarning systemwhale optimization algorithmYOLOv4 algorithmYOLOv5 algorithmHistory of engineering & technologyTechnology: general issuesBOOK9910743276603321Advanced Machine Learning Applications in Big Data Analytics3560562UNINA