Search results for " data"

showing 10 items of 7516 documents

Clickstream Data Analysis: A Clustering Approach Based on Mixture Hidden Markov Models

2023

Nowadays, the availability of devices such as laptops and cell phones enables one to browse the web at any time and place. As a consequence, a company needs to have a website so as to maintain or increase customer loyalty and reach potential new customers. Besides, acting as a virtual point-of-sale, the company portal allows it to obtain insights on potential customers through clickstream data, web generated data that track users accesses and activities in websites. However, these data are not easy to handle as they are complex, unstructured and limited by lack of clear information about user intentions and goals. Clickstream data analysis is a suitable tool for managing the complexity of t…

model selectionhidden Markov modelsSettore SECS-S/03 - Statistica Economicaentropy based scoremixture modelsbrowsing profilesclickstream data
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Elucidating geological and biological processes underlying the diversification of Sulawesi tarsiers.

2009

Because of their exceptionally long independent evolution, a range diminution of their Eocene relatives, and a remarkable subsequent diversification in Southeast Asia, tarsiers are of particular importance to evolutionary primatologists. Little is known, however, on the processes shaping the radiation of these small enigmatic primates—especially on the Indonesian island of Sulawesi, their center of endemism. Geological reconstructions and progress in applying DNA sequence information to divergence dating now provide us with the tools and background to comprehend tarsier dispersal. Here, we describe effects of plate-tectonic movements, Pleistocene sea level changes, and hybridization on the…

mtDNA control regionMost recent common ancestorGeological PhenomenaMultidisciplinaryBase SequenceRange (biology)EcologyBiogeographyMolecular Sequence DataPopulation DynamicsTarsiidaeGenetic VariationBiologyBiological Sciencesbiology.organism_classificationTarsierMitochondriaEvolution MolecularPhylogeographyIndonesiaBiological dispersalAnimalsEndemismPhylogenyBiological PhenomenaProceedings of the National Academy of Sciences of the United States of America
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A visualization technique for accessing solution pool in interactive methods of multiobjective optimization

2015

<pre>Interactive methods of <span>multiobjective</span> optimization repetitively derive <span>Pareto</span> optimal solutions based on decision maker's preference information and present the obtained solutions for his/her consideration. Some interactive methods save the obtained solutions into a solution pool and, at each iteration, allow the decision maker considering any of solutions obtained earlier. This feature contributes to the flexibility of exploring the <span>Pareto</span> optimal set and learning about the optimization problem. However, in the case of many objective functions, the accumulation of derived solutions makes accessing the sol…

multidimensional scalingMathematical optimizationOptimization problemComputer Networks and CommunicationsComputer sciencevisualisointiPareto front visualizationcomputer.software_genreMulti-objective optimizationSet (abstract data type)menetelmätMultidimensional scalingMultiobjective optimizationdimensionality reductionFlexibility (engineering)pareto-tehokkuusDimensionality reductionMultiobjective optimization ; interactive methods ; Pareto front visualization ; dimensionality reduction ; multidimensional scalinginteractive methodsNIMBUSmonitavoiteoptimointiComputer Science ApplicationsVisualizationComputational Theory and MathematicsFeature (computer vision)interaktiivisuusData miningcomputer
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Multilevel Latent Profile Analysis With Covariates : Identifying Job Characteristics Profiles in Hierarchical Data as an Example

2018

Latent profile analysis (LPA) is a person-centered method commonly used in organizational research to identify homogeneous subpopulations of employees within a heterogeneous population. However, in the case of nested data structures, such as employees nested in work departments, multilevel techniques are needed. Multilevel LPA (MLPA) enables adequate modeling of subpopulations in hierarchical data sets. MLPA enables investigation of variability in the proportions of Level 1 profiles across Level 2 units, and of Level 2 latent classes based on the proportions of Level 1 latent profiles and Level 1 ratings, and the extent to which covariates drawn from the different hierarchical levels of th…

multilevel latent profile analysisComputer scienceStrategy and ManagementGeneral Decision SciencestyöHierarchical database model0504 sociologyManagement of Technology and Innovation0502 economics and businessStatisticsCovariatetyöntekijätjob demand-control-support modelClustered dataclustered datata515Analysis of covarianceta11205 social sciences050401 social sciences methodsMixture modelprofiilit (tieto)Heterogeneous populationominaisuudetHomogeneoushierarchical structureanalyysiJob demand control support model050203 business & managementOrganizational Research Methods
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A person-oriented approach to diary data. Children’s temperamental negative emotionality increases susceptibility to emotion transmission in father-c…

2015

The notion that some individuals are more prone to emotion transmission than others has prompted the need for a person-oriented approach to emotion transmission in parent-child dyads. The present study applied a person-oriented analysis to examine the patterns of emotion transmission that can be identified in the diary data of father-child dyads, and the extent to which children with high levels of temperamental negative emotionality are particularly susceptible to emotion transmission within the family. Mothers of 149 first grade children (age 6 to 7) completed questionnaires concerning their child’s temperament. Mothers and fathers maintained diary questionnaires (for a total of 7 days) c…

multilevel regression mixture model515 Psychologymedia_common.quotation_subjectlcsh:BF1-990050109 social psychologyemotionslaw.inventionDevelopmental psychologytemperamenttiPerson orientedtunteetlawnegative emotionalityemotional transmission0501 psychology and cognitive sciencesta515Applied Psychologymedia_common05 social sciencesMultilevel modelMixture regressiontemperamentdiary dataTransmission (mechanics)lcsh:Psychologydifferential susceptibility050902 family studies516 Educational sciencesTemperamentPsychology (miscellaneous)0509 other social sciencesPsychologyNegative emotionalitybiological sensitivity to contextDyadJournal for Person-Oriented Research
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Professional agency in a university context: Academic freedom and fetters

2020

Professional agency is an urgent topic in academic contexts, albeit relatively unexplored, and elaborated with contradictory conclusions on its extent and characteristics. To contribute to the discussion, this multimethod study investigated professional agency within a Finnish university. We utilised questionnaire data and interviews to explore agency, as manifested in influencing at work, developing work practices, and negotiating professional identity. We found that overall, these three dimensions of agency were manifested fairly substantially, and in a similar manner among the academic staff. The study further emphasises the social nature of professional agency, and presents theoretical …

multimethod researchmedia_common.quotation_subjectIdentity (social science)Context (language use)EducationAgency (sociology)0501 psychology and cognitive sciencesSociologymedia_commonteachersbusiness.industry4. Education05 social sciencesSocial natureAcademic freedom050301 educationprofessional agencytoimijuusPublic relationsopettajat16. Peace & justiceQuestionnaire dataNegotiationleadersWork (electrical)higher educationkorkea-asteen koulutusbusiness0503 education050104 developmental & child psychologyTeaching and Teacher Education
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The relationship between electrophysiological and hemodynamic measures of neural activity varies across picture naming tasks: A multimodal magnetoenc…

2022

Funding Information: This work was financially supported by the Academy of Finland (Finnish Center of Excellence in Computational Inference Research COIN and grants #292334, #294238 to SK; #255349, #315553 to RS; #257576 to JK; #286405 funding for TM), the Sigrid Jusélius Foundation (grant to RS), the Finnish Cultural Foundation (grant to ML), the Swedish Cultural Foundation in Finland (grant to ML), the Maud Kuistila Memorial Foundation (grant to ML), and Aalto Brain Center. Publisher Copyright: Copyright © 2022 Mononen, Kujala, Liljeström, Leppäaho, Kaski and Salmelin. Different neuroimaging methods can yield different views of task-dependent neural engagement. Studies examining the relat…

multimodal datapicture namingcorrelation patternsdata fusionMEGtoiminnallinen magneettikuvauskuvantaminenfMRI3112 Neurosciencesaivotutkimusneurotieteetclusteringkorrelaatio
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The focus and timing of gaze matters : Investigating collaborative knowledge construction in a simulation-based environment by combined video and eye…

2022

Although eye tracking has been successfully used in science education research, exploiting its potential in collaborative knowledge construction has remained sporadic. This article presents a novel approach for studying collaborative knowledge construction in a simulation-based environment by combining both the spatial and temporal dimensions of eye-tracking data with video data. For this purpose, we have investigated two undergraduate physics student pairs solving an electrostatics problem in a simulation-based environment via Zoom. The analysis of the video data of the students’ conversations focused on the different collaborative knowledge construction levels (new idea, explication, eval…

multimodal datatiedonmuodostusvideoyhteistyöEducationepistemic network analysiskatseenseurantakatsesimulointimallit (mallintaminen)ongelmanratkaisuyhteisöllinen oppiminencollaborative knowledge constructionmultimodaalisuus
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Conditional predictive inference for online surveillance of spatial disease incidence

2011

This paper deals with the development of statistical methodology for timely detection of incident disease clusters in space and time. The increasing availability of data on both the time and the location of events enables the construction of multivariate surveillance techniques, which may enhance the ability to detect localized clusters of disease relative to the surveillance of the overall count of disease cases across the entire study region. We introduce the surveillance conditional predictive ordinate as a general Bayesian model-based surveillance technique that allows us to detect small areas of increased disease incidence when spatial data are available. To address the problem of mult…

multiple comparisonsGeorgiaIncidenceSouth Carolinalagged loss functionBayes TheoremBayesian hierarchical modelspublic health surveillanceArticleconditional predictive ordinatePopulation Surveillancespatial dataSalmonella InfectionsCluster AnalysisHumansComputer SimulationPoisson Distribution
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Indirect chronology method employing rare earth elements to identify Sagunto Castle mortar construction periods

2017

A novel indirect chronology method has been developed to identify Sagunto Castle construction periods. The method is based on the use of inductively coupled plasma mass spectrometry (ICP-MS) to determine rare earth elements (REE) and other trace elements in mortars. Additionally, a no destructive geochemical analysis based on X-ray fluorescence (XRF) was employed for major elements determination. Collected chemical data were processed through Principal Component Analysis (PCA) to highlight any differences among the mortars belonging to different buildings and construction periods. The results show that PCA analysis permits to discriminate construction periods according to mortar sample REE …

multivariate statistics060102 archaeologyRare Earth Elements (REE)010401 analytical chemistryRare earthChemical dataMineralogyindirect chronology06 humanities and the artsMortar Rare Earth Elements (REE) ICP-MS multivariate statistics indirect chronology Sagunto Castle.01 natural sciencesSagunto Castle0104 chemical sciencesAnalytical ChemistryMortarStratigraphyPrincipal component analysisICP-MS0601 history and archaeologyMortarInductively coupled plasma mass spectrometrySpectroscopyGeologyChronologyMicrochemical Journal
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