04838nam 2201213z- 450 991055728840332120231214133134.0(CKB)5400000000041156(oapen)https://directory.doabooks.org/handle/20.500.12854/68631(EXLCZ)99540000000004115620202105d2020 |y 0engurmn|---annantxtrdacontentcrdamediacrrdacarrierStatistical Machine Learning for Human Behaviour AnalysisBasel, SwitzerlandMDPI - Multidisciplinary Digital Publishing Institute20201 electronic resource (300 p.)3-03936-228-3 3-03936-229-1 This Special Issue focused on novel vision-based approaches, mainly related to computer vision and machine learning, for the automatic analysis of human behaviour. We solicited submissions on the following topics: information theory-based pattern classification, biometric recognition, multimodal human analysis, low resolution human activity analysis, face analysis, abnormal behaviour analysis, unsupervised human analysis scenarios, 3D/4D human pose and shape estimation, human analysis in virtual/augmented reality, affective computing, social signal processing, personality computing, activity recognition, human tracking in the wild, and application of information-theoretic concepts for human behaviour analysis. In the end, 15 papers were accepted for this special issue. These papers, that are reviewed in this editorial, analyse human behaviour from the aforementioned perspectives, defining in most of the cases the state of the art in their corresponding field.History of engineering & technologybicsscmulti-objective evolutionary algorithmsrule-based classifiersinterpretable machine learningcategorical datahand sign languagedeep learningrestricted Boltzmann machine (RBM)multi-modalprofoundly deafnoisy imageensemble methodsadaptive classifiersrecurrent conceptsconcept driftstock price direction predictiontoe-off detectiongait eventsilhouettes differenceconvolutional neural networksaliency detectionfoggy imagespatial domainfrequency domainobject contour detectiondiscrete stationary wavelet transformattention allocationattention behaviorhybrid entropyinformation entropysingle pixel single photon image acquisitiontime-of-flightaction recognitionfibromyalgiaLearning Using Concave and Convex KernelsEmpatica E4self-reported surveyspeech emotion recognition3D convolutional neural networksk-means clusteringspectrogramscontext-aware frameworkaccuracyfalse negative rateindividual behavior estimationstatistical-based time-frequency domain and crowd conditionemotion recognitiongesturesbody movementsKinect sensorneural networksface analysisface segmentationhead pose estimationage classificationgender classificationsingular point detectionboundary segmentationblurring detectionfingerprint image enhancementfingerprint qualityspeechcommittee of classifiersbiometric recognitionmultimodal-based human identificationprivacyprivacy-awareHistory of engineering & technologyMoeslund Thomasedt1324788Escalera SergioedtAnbarjafari GholamrezaedtNasrollahi KamaledtWan JunedtMoeslund ThomasothEscalera SergioothAnbarjafari GholamrezaothNasrollahi KamalothWan JunothBOOK9910557288403321Statistical Machine Learning for Human Behaviour Analysis3036300UNINA