Uncertainty modelling in data science. ([2019])

• Record Type: Book
• Further Information: Note: Sébastien Destercke, Thierry Denoeux, María Ángeles Gil, Przemyslaw Grzegorzewski, Olgierd Hryniewicz, editors.
• Editors: Destercke, Sébastien; Denoeux, Thierry; Gil, María Á (Maria-Ángeles); Grzegorzewski, Przemysław; Hryniewicz, Olgierd
• Contents: Imprecise Statistical Inference for Accelerated Life Testing Data: Imprecision Related to Log-Rank Test -- Descriptive Comparison of the Rating Scales Through Different Scale Estimates: Simulation-Based Analysis -- Central Moments of a Fuzzy Random Variable Using the Signed Distance: A Look Towards the Variance -- On Missing Membership Degrees: Modelling Non-existence, Ignorance and Inconsistency -- Characterization of Conditional Submodular Capacities: Coherence and Extension -- Some Partial Order Relations on a Set of Random Variables -- A Desirability-Based Axiomatisation for Coherent Choice Functions -- Cycle-Free Cuts of the Reciprocal Relation Generated by Random Variables that are Pairwisely Coupled by a Frank Copula -- Density Estimation with Imprecise Kernels: Application to Classification -- Z-numbers as Generalized Probability Boxes -- Computing Inferences for Large-Scale Continuous-Time Markov Chains by Combining Lumping with Imprecision -- Robust Fuzzy Relational Clustering of Non-linear Data -- Measures of Dispersion for Interval Data -- A Maximum Likelihood Approach to Inference Under Coarse Data Based on Minimax Regret -- Monitoring of Time Series Using Fuzzy Weighted Prediction Models -- Control Charts Designed Using Model Averaging Approach for Phase Change Detection in Bipolar Disorder -- An Imprecise Probabilistic Estimator for the Transition Rate Matrix of a Continuous-Time Markov Chain -- Imprecise Probability Inference on Masked Multicomponent System -- Regression Ensemble with Linguistic Descriptions -- Dynamic Classifier Selection Based on Imprecise Probabilities: A Case Study for the Naive Bayes Classifier -- Case Study-Based Sensitivity Analysis of Scale Estimates w.r.t. the Shape of Fuzzy Data -- Compatibility, Coherence and the RIP -- Estimation of Classification Probabilities in Small Domains Accounting for Nonresponse Relying on Imprecise Probability -- Beyond Doss and Fréchet Expectation Sets -- Empirical Comparison of the Performance of Location Estimates of Fuzzy Number-Valued Data -- Continuity of the Shafer-Vovk-Ville Operator -- Choquet Theorem for Random Sets in Polish Spaces and Beyond -- Generalising the Pari-Mutuel Model -- A Net Premium Model for Life Insurance Under a Sort of Generalized Uncertain Interest Rates.
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2019
• Copyright Date: 2019
• Extent: 1 online resource
• Subjects: 005.7; Engineering; Big data; Machine learning; Data mining; Quantitative research; Artificial intelligence; COMPUTERS / Data Processing; Big data; Data mining; Machine learning; Quantitative research; Computers -- Intelligence (AI) & Semantics; Artificial intelligence; Electronic books
• Languages: English
• ISBNs: 9783319975474; 3319975471
• Related ISBNs: 9783319975467
• Notes: Note: Includes bibliographical references and index.; Note: Vendor-supplied metadata.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.