| Título : |
Soft Methods for Data Science |
| Tipo de documento: |
documento electrónico |
| Autores: |
Ferraro, Maria Brigida, ; Giordani, Paolo, ; Vantaggi, Barbara, ; Gagolewski, Marek, ; Ángeles Gil, María, ; Grzegorzewski, Przemysław, ; Hryniewicz, Olgierd, |
| Mención de edición: |
1 ed. |
| Editorial: |
[s.l.] : Springer |
| Fecha de publicación: |
2017 |
| Número de páginas: |
XVI, 535 p. 70 ilustraciones, 30 ilustraciones en color. |
| ISBN/ISSN/DL: |
978-3-319-42972-4 |
| Nota general: |
Libro disponible en la plataforma SpringerLink. Descarga y lectura en formatos PDF, HTML y ePub. Descarga completa o por capítulos. |
| Palabras clave: |
Inteligencia Computacional Inteligencia artificial Probabilidades Informática Estadistica matematica Teoría de probabilidad Probabilidad y Estadística en Informática |
| Índice Dewey: |
006.3 Inteligencia artificial |
| Resumen: |
Este volumen de actas es una colección de artículos revisados por pares presentados en la 8.ª Conferencia Internacional sobre Métodos Blandos en Probabilidad y Estadística (SMPS 2016) celebrada en Roma (Italia). El libro está dedicado a la ciencia de datos, cuyo objetivo es desarrollar métodos automatizados para analizar cantidades masivas de datos y extraer conocimiento de ellos. Muestra cómo la ciencia de datos emplea diversas técnicas de programación y métodos de manipulación de datos, visualización de datos, aprendizaje automático, probabilidad y estadística. Los métodos blandos propuestos en este volumen representan una colección de herramientas en estos campos que también pueden ser útiles para la ciencia de datos. |
| Nota de contenido: |
Mean Value and Variance of Fuzzy Numbers with Non-continuous Membership Functions -- On the Construction of Radially Symmetric Trivariate Copulas -- Simulation of the Night Shift Solid Waste Collection System of Phuket Municipality -- Updating Context in the Equation: An Experimental Argument with Eye Tracking -- Black-Litterman Model with Multiple Experts' Linguistic Views -- Representing Lightweight Ontologies in a Product-Based Possibility Theory Framework -- Asymptotics of Predictive Distributions -- Independent K-Sample Equality Distribution Test Based on the Fuzzy Representation -- Agglomerative Fuzzy Clustering -- Bayesian Inference with Linkage Uncertainty: Applications in Official Statistics -- The Extension of Imprecise Probabilities Based on Generalized Credal Sets -- A Generalized SMART Fuzzy Disjunction of Volatility Indicators Applied to Option Pricing in a Binomial Model -- The Representation of Conglomerative Functionals -- The Likelihood Interpretation of Fuzzy Data -- Combining the Information of Multiple Ranker in Ranked Set Sampling with Fuzzy Set Approach -- A Savage-like Representation Theorem for Preferences on Multi-acts -- On Some Functional Characterizations of (fuzzy) Set-Valued Random Elements -- Maximum Likelihood Under Incomplete Information: Toward a Comparison of Criteria -- The Use of Uncertainty to Choose Matching Variables in Statistical Matching -- Beyond Fuzzy, Possibilistic and Rough: An Investigation of Belief Functions in Clustering -- Small Area Estimation in Presence of Linkage Errors -- A Test for Truncation Invariant Dependence -- Finite Mixture Of Linear Regression Models: An Adaptive Constrained Approach to Maximum Likelihood Estimation -- Detecting Dependence in Tourists' Spending Behavior -- Robust Fuzzy Clustering via Trimming and Constraints -- One-factor Levy-frailty Copulas with Inhomogeneous Trigger Rates -- A Perceptron Classifier and Corresponding Probabilities -- Fuzzy -Signals Fed to Gaussian Channels -- Fuzzy Clustering Through Robust Factor Analyzers -- Consensus-based Clustering in Numerical Decision-Making -- Spatial Outlier Detection Using GAMs and Geographical Information Systems -- Centering and Compound Conditionals Under Coherence -- Approximate Bayesian Methods for Multivariate and Conditonal Copulae -- The Sign Test for the Interval-Valued Data -- Probability Distributions Related to Fuzzy P-Values -- Probabilistic Semantics and Pragmatics for the Language of Uncertainty -- Dynamic Analysis of the Development of Scientific Communities in the Field of Soft Computing -- Talk to your Neighbour: a Belief Propagation Approach to Data Fusion -- The Qualitative Characteristics of Combining Evidence with Discounting -- Measuring the Dissimilarity Between the Distributions of Two Random Fuzzy Numbers -- An Empirical Analysis of the Coherence Between Fuzzy Rating Scale- and Likert Scale-Based Responses to Questionnaires -- Asymptotic Results for Sums of Independent RandomVariables with Alternating Laws -- Dispersion Measures and Multidistances on Rk -- Full Conglomerability, Continuity and Marginal Extension -- On Extreme Points of P-Boxes and Belief Functions -- Modelling the Dependence in Multivariate Longitudinal Data by Pair Copula Decomposition -- Predictability in Probabilistic Discrete Event Systems -- A Sandwich Theorem for Natural Extensions -- Envelopes of Joint Probabilities with Given Marginals Under Absolute Continuity or Equivalence Constraints -- Square of Opposition Under Coherence -- Testing of Coarsening Mechanisms: Coarsening at Random Versus Subgroup Independence -- Two-sample Similarity Test for the Expected Value of Random Intervals -- Handling Uncertainty in Structural Equation Modeling -- Detecting Inconsistencies in Revision Problems -- Tukeys Biweight Loss Function for Fuzzy Set-Valued M-Estimators of Location -- Technical Gestures Recognition by Set-Valued Hidden Markov Models with Prior Knowledge -- Time Series ModelingBased on Fuzzy Transform -- Back to \Reasoning" -- Lexicographic Choice Functions Without Archimedeanicity -- Composition Operator for Credal Sets Reconsidered -- A Nonparametric Linearity Test for a Sort of Multivariate Regression Model with Fuzzy Data -- Treat a Fuzzy Dependence Among Causes and Lives in Insurance with Some Copulas Based Approaches -- A Portfolio Diversication Strategy via Tail Dependence Clustering -- An Upper Bound Estimation About the Sample Average of Interval-valued Random Sets -- On Asymptotic Properties of the Multiple Fuzzy Least Squares Estimator. |
| En línea: |
https://link-springer-com.biblioproxy.umanizales.edu.co/referencework/10.1007/97 [...] |
| Link: |
https://biblioteca.umanizales.edu.co/ils/opac_css/index.php?lvl=notice_display&i |
Soft Methods for Data Science [documento electrónico] / Ferraro, Maria Brigida, ; Giordani, Paolo, ; Vantaggi, Barbara, ; Gagolewski, Marek, ; Ángeles Gil, María, ; Grzegorzewski, Przemysław, ; Hryniewicz, Olgierd, . - 1 ed. . - [s.l.] : Springer, 2017 . - XVI, 535 p. 70 ilustraciones, 30 ilustraciones en color. ISBN : 978-3-319-42972-4 Libro disponible en la plataforma SpringerLink. Descarga y lectura en formatos PDF, HTML y ePub. Descarga completa o por capítulos.
| Palabras clave: |
Inteligencia Computacional Inteligencia artificial Probabilidades Informática Estadistica matematica Teoría de probabilidad Probabilidad y Estadística en Informática |
| Índice Dewey: |
006.3 Inteligencia artificial |
| Resumen: |
Este volumen de actas es una colección de artículos revisados por pares presentados en la 8.ª Conferencia Internacional sobre Métodos Blandos en Probabilidad y Estadística (SMPS 2016) celebrada en Roma (Italia). El libro está dedicado a la ciencia de datos, cuyo objetivo es desarrollar métodos automatizados para analizar cantidades masivas de datos y extraer conocimiento de ellos. Muestra cómo la ciencia de datos emplea diversas técnicas de programación y métodos de manipulación de datos, visualización de datos, aprendizaje automático, probabilidad y estadística. Los métodos blandos propuestos en este volumen representan una colección de herramientas en estos campos que también pueden ser útiles para la ciencia de datos. |
| Nota de contenido: |
Mean Value and Variance of Fuzzy Numbers with Non-continuous Membership Functions -- On the Construction of Radially Symmetric Trivariate Copulas -- Simulation of the Night Shift Solid Waste Collection System of Phuket Municipality -- Updating Context in the Equation: An Experimental Argument with Eye Tracking -- Black-Litterman Model with Multiple Experts' Linguistic Views -- Representing Lightweight Ontologies in a Product-Based Possibility Theory Framework -- Asymptotics of Predictive Distributions -- Independent K-Sample Equality Distribution Test Based on the Fuzzy Representation -- Agglomerative Fuzzy Clustering -- Bayesian Inference with Linkage Uncertainty: Applications in Official Statistics -- The Extension of Imprecise Probabilities Based on Generalized Credal Sets -- A Generalized SMART Fuzzy Disjunction of Volatility Indicators Applied to Option Pricing in a Binomial Model -- The Representation of Conglomerative Functionals -- The Likelihood Interpretation of Fuzzy Data -- Combining the Information of Multiple Ranker in Ranked Set Sampling with Fuzzy Set Approach -- A Savage-like Representation Theorem for Preferences on Multi-acts -- On Some Functional Characterizations of (fuzzy) Set-Valued Random Elements -- Maximum Likelihood Under Incomplete Information: Toward a Comparison of Criteria -- The Use of Uncertainty to Choose Matching Variables in Statistical Matching -- Beyond Fuzzy, Possibilistic and Rough: An Investigation of Belief Functions in Clustering -- Small Area Estimation in Presence of Linkage Errors -- A Test for Truncation Invariant Dependence -- Finite Mixture Of Linear Regression Models: An Adaptive Constrained Approach to Maximum Likelihood Estimation -- Detecting Dependence in Tourists' Spending Behavior -- Robust Fuzzy Clustering via Trimming and Constraints -- One-factor Levy-frailty Copulas with Inhomogeneous Trigger Rates -- A Perceptron Classifier and Corresponding Probabilities -- Fuzzy -Signals Fed to Gaussian Channels -- Fuzzy Clustering Through Robust Factor Analyzers -- Consensus-based Clustering in Numerical Decision-Making -- Spatial Outlier Detection Using GAMs and Geographical Information Systems -- Centering and Compound Conditionals Under Coherence -- Approximate Bayesian Methods for Multivariate and Conditonal Copulae -- The Sign Test for the Interval-Valued Data -- Probability Distributions Related to Fuzzy P-Values -- Probabilistic Semantics and Pragmatics for the Language of Uncertainty -- Dynamic Analysis of the Development of Scientific Communities in the Field of Soft Computing -- Talk to your Neighbour: a Belief Propagation Approach to Data Fusion -- The Qualitative Characteristics of Combining Evidence with Discounting -- Measuring the Dissimilarity Between the Distributions of Two Random Fuzzy Numbers -- An Empirical Analysis of the Coherence Between Fuzzy Rating Scale- and Likert Scale-Based Responses to Questionnaires -- Asymptotic Results for Sums of Independent RandomVariables with Alternating Laws -- Dispersion Measures and Multidistances on Rk -- Full Conglomerability, Continuity and Marginal Extension -- On Extreme Points of P-Boxes and Belief Functions -- Modelling the Dependence in Multivariate Longitudinal Data by Pair Copula Decomposition -- Predictability in Probabilistic Discrete Event Systems -- A Sandwich Theorem for Natural Extensions -- Envelopes of Joint Probabilities with Given Marginals Under Absolute Continuity or Equivalence Constraints -- Square of Opposition Under Coherence -- Testing of Coarsening Mechanisms: Coarsening at Random Versus Subgroup Independence -- Two-sample Similarity Test for the Expected Value of Random Intervals -- Handling Uncertainty in Structural Equation Modeling -- Detecting Inconsistencies in Revision Problems -- Tukeys Biweight Loss Function for Fuzzy Set-Valued M-Estimators of Location -- Technical Gestures Recognition by Set-Valued Hidden Markov Models with Prior Knowledge -- Time Series ModelingBased on Fuzzy Transform -- Back to \Reasoning" -- Lexicographic Choice Functions Without Archimedeanicity -- Composition Operator for Credal Sets Reconsidered -- A Nonparametric Linearity Test for a Sort of Multivariate Regression Model with Fuzzy Data -- Treat a Fuzzy Dependence Among Causes and Lives in Insurance with Some Copulas Based Approaches -- A Portfolio Diversication Strategy via Tail Dependence Clustering -- An Upper Bound Estimation About the Sample Average of Interval-valued Random Sets -- On Asymptotic Properties of the Multiple Fuzzy Least Squares Estimator. |
| En línea: |
https://link-springer-com.biblioproxy.umanizales.edu.co/referencework/10.1007/97 [...] |
| Link: |
https://biblioteca.umanizales.edu.co/ils/opac_css/index.php?lvl=notice_display&i |
|  |
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