• The Bayesian approach to data analysis provides a powerful way to handle uncertainty in all observations, model parameters, and model structure using probability theory. (uni-stuttgart.de)
  • Of course, these approaches can be helpful in a broad range of circumstances, but in times of massive uncertainty, they are essential. (evanscoachsportif.fr)
  • Furthermore, the method is naturally extended to handle multiple sources of uncertainty in cases where state variable data, system parameters, and boundary conditions are all considered random. (evanscoachsportif.fr)
  • Uncertainty demands a more flexible approach to situation analysis. (evanscoachsportif.fr)
  • However, a significant research challenge and central interest of this session is to understand the sources of predictability and development of approaches, methods and techniques to enhance predictability (e.g. accuracy, reliability etc.) and quantify and reduce predictive uncertainty in general. (copernicus.org)
  • We used these data to estimate the species' extent of occurrence (EOO) and area of occupancy (AOO) along the region's 7,000 km coastline, following a simple Bootstrap bivariate kernel approach to combine datasets of varying quality and quantify uncertainty. (frontiersin.org)
  • Ensemble data assimilation, NWP preprocessing, multi-model approaches or hydrological postprocessing can provide important ways of improving the quality (e.g. accuracy, reliability) and increasing the value (e.g. impact, usability) of deterministic and ensemble hydrological forecasts. (copernicus.org)
  • probabilistic forecasts let us ask "what is the probability that demand will exceed our supply on Tuesday? (cloudera.com)
  • With our probabilistic forecasts investors can quantify earnings volatility and risk like never before. (proximilar.com)
  • With our Private Fund Forward Exchange (PRIFFE), investors can test the potential of current NAVs to deliver equivalent cash in the future, anticipate the expected forward returns over the targeted time horizon, and manage the volatility of the mark-to-market. (woojobz.com)
  • That is why we compute EPS standard deviations, probability distributions, odds of beating consensus and other probabilistic analytics for every US company. (proximilar.com)
  • Based on the kinematics of individual events in the standard QCD description of deep inelastic scattering at the parton level, which at low x is dominantly gluon-initiated, the probability is evaluated for additional exchanges of softer gluons resulting in an overall colour singlet exchange leading to a forward proton and a rapidity gap as the characteristic observables for diffractive scattering. (lu.se)
  • To each of the datasets D, F, H and I we identify (design or build) the optimal model in the Probabilistic Trend Family (PTF) modelling framework for the incremental paid losses and the Case Reserve Estimates (CREs). (insureware.com)
  • These scenarios are explicit, audit able and can be monitored in a sound probabilistic framework. (insureware.com)
  • We do this based on explicit and auditable assumptions that can be monitored on updating in a sound probabilistic framework. (insureware.com)
  • This rules-based probabilistic framework is grounded on a robust benchmarking approach. (woojobz.com)
  • Song-Chun Zhu and Alan Yuille, among others, have pioneered statistical modeling approaches to build hierarchical feature representations for vision [1-5]. (vicarious.com)
  • This protocol can be used to reduce motion-related variance to near zero in studies of functional connectivity, providing up to a 100-fold improvement over minimal-processing approaches in large datasets. (stanford.edu)
  • Extreme Learning Machine (ELM) is a training algorithm for Single-Layer Feed-forward Neural Network (SLFN). (ndltd.org)
  • When using Bayesian methods, analysts benefit from the ability to express and fit highly complex models, incorporate prior information when available, naturally obtain uncertainties estimates, and easily propagate those uncertainties to push-forward quantities such as (posterior) predictions. (uni-stuttgart.de)
  • Where it is valid, dynamical descriptions can often be replaced with much simpler probabilistic ones - time is essentially eliminated from the models. (nature.com)
  • This has resulted in theoretical descriptions of data based on essentially two different approaches, one being pomeron exchange in Regge phenomenology and the other colour screening via soft gluon exchange in QCD. (lu.se)
  • In this talk I will discuss the use of Dirichlet forms to deliver proofs of optimal scaling results for Markov chain Monte Carlo algorithms (specifically, Metropolis-Hastings random walk samplers) under regularity conditions which are substantially weaker than those required by the original approach (based on the use of infinitesimal generators). (warwick.ac.uk)
  • A Dirichlet Form approach to MCMC Optimal Scaling. (warwick.ac.uk)
  • In this study, the multivariate adaptive regression splines (MARS) approach is introduced in RFA. (copernicus.org)
  • Hydrological processes and phenomena are naturally complex and nonlinear. (copernicus.org)
  • Graphs naturally want to remain active processes , not become passive or dead archival data structures. (chiteki.org)
  • ICME enables designers to quickly understand the complex and probabilistic interactions between the material, manufacturing processes, manufacturing variability, and design. (springer.com)
  • The Regge approach [1, 2] of the pre-QCD era provides a working phe- nomenology to describe such processes in a hadron basis since no parton structure is resolved. (lu.se)
  • The colour exchange approach starts instead with the hard scattering process and then adds softer gluon exchanges to achieve the effective colour singlet exchange in diffractive processes. (lu.se)
  • Probabilistic topic models. (dagstuhl.de)
  • Pauline's research focuses on building such models through a physics-informed learning based approach, taking advantage of the available measurements. (lu.se)
  • Scasa compares well in simulations against competing approaches including Alevin, Cellranger, Kallisto, Salmon, Terminus and STARsolo at both isoform- and gene-level expression. (ne.jp)
  • To highlight challenges and progress toward realization of this transformational technology, a survey of recent examples of materials and manufacturing process simulations along with the overarching approach and requirements within ICME to link these simulation capabilities to design and manufacturing methods will be reviewed from a gas turbine engine perspective. (springer.com)
  • Insureware was very happy to be invited to participate in this exercise, but since our modelling approach does not work via traditional methods or development factors we could not present our results in the interactive Excel spreadsheets that were originally used. (insureware.com)
  • In the podcast, he discusses how DART relates to previous imitation learning methods, how this approach has been used for folding bed sheets, and on the importance of robotics leveraging theory in other disciplines. (berkeley.edu)
  • He received his B.S. at Princeton where his thesis focused on probabilistic methods for egocentric scene understanding, and worked as a research engineer at Facebook AI Research in New York before joining Berkeley AI Research (BAIR). (berkeley.edu)
  • A large amount of progress made in deep learning has been based on heuristic explorations, but there is a growing effort to mathematically understand the structure in existing deep learning methods and to design new approaches preserving (geometric) structure in neural networks. (lu.se)
  • We here present a brief introduction on the concepts and methods used in the area followed by indications of possible advances through the integration of behavioural and physiological data, the adoption of a comparative perspective and the use of an individual approach in research and in husbandry. (bvsalud.org)
  • We can address these features explicitly by taking a structural approach that represents an observed time series as a combination of components: a Generalized Additive Model (GAM). (cloudera.com)
  • GAMs provide a flexible and broadly applicable basis for time series modeling, with upsides like naturally handling missing and unevenly spaced observations. (cloudera.com)
  • With real-time, time-weighted indexing techniques, the duration-adjusted return on capital (DARC) methodology constructs a curve of forward returns for private market funds that ties ex-post performance to forward-looking expectations. (woojobz.com)
  • First, from a methodological perspective, we introduce an innovative approach to estimate efficiency in the presence of heterogeneity and sampling noise. (springer.com)
  • We propose several initial computational, supervised approaches, and describe several possible metrics of success. (dagstuhl.de)
  • We describe lessons learned and difficulties encountered so far, and outline our plan going forward. (dagstuhl.de)
  • Here we describe our approach to teach CNNs compositional representations. (vicarious.com)
  • Implementing conservation measures for data-limited species is a fundamental challenge for wildlife managers and policy-makers, and proves difficult for cryptic marine animals occurring in naturally low numbers across remote seascapes. (frontiersin.org)
  • However, this approach is not universal in the sense that such parametrisations do not repro- duce diffractive hard scattering data in hadron-hadron collisions. (lu.se)
  • Such probabilistic questions facilitate a sophisticated treatment of risk, which is perennially relevant. (cloudera.com)
  • Before delving into the details of TRH strategies, I will first discuss the traditional approach to managing risk within investment portfolios. (advisorperspectives.com)
  • The conventional approach to managing portfolio risk involves diversifying investments amongst various asset classes. (advisorperspectives.com)
  • However, this fixed asset allocation approach is better characterized by risk avoidance than risk management . (advisorperspectives.com)
  • In the design phase, material selection itself can impose consideration of material-specific failure modes that are naturally correlated to important attributes such as strength, weight, and geometry. (springer.com)
  • But when he knew his information for his 17th important pesticide( which danced a very glossy information), naturally he could live used the studentsSchedule of growing to classify in his steady web. (visualdiaries.com)
  • The alternatives are then "integrated" to form a kind of probabilistic map, with weights governed by underlying dynamics. (chiteki.org)
  • Figure 2 illustrates the benefits of an improved approach to product development by introducing ICME earlier in the design stage after incorporating all relevant knowledge throughout the product life cycle. (springer.com)
  • This circuit-level viewpoint argues for a reverse-engineering approach to tackling brain disorders: rather than start at the molecular level and working up, we should instead start by asking how cognitive and behavioral symptoms manifest as alterations at the circuit level, then interpret these changes at the levels of cells, synapses, and molecules as appropriate. (biorxiv.org)
  • server and Canadian stage example of Cyrillic levels in infinite and probabilistic way. (katja-siegert.de)
  • The premise behind our approach is that money on the table can take advantage of the staleness of misplaced private market NAVs - hence the PRIFFE acronym, which plays off of "priffe," or money in the 19th-century Roman dialect, and priffe, a traditional Swedish card game with bids and contracts. (woojobz.com)
  • The probabilistic tools we are building will go far beyond traditional scenario analysis. (proximilar.com)
  • At Cloudera Fast Forward we work to make the recently possible useful. (cloudera.com)
  • His work takes a dirty-slate approach to networked systems research, allowing for compatibility and immediate deployability in current environments. (usc.edu)
  • This also aligns with early AI work by Hubert Dreyfus and classical computer vision approaches by David Marr. (lu.se)
  • OWL , RDF , etc) that aim for uniqueness and rigidity of reasoning, a spacetime approach works with general superpositions of concerns that emerge unpredictably from complexity at scale. (chiteki.org)
  • For want of a better phrase, we refer to the general approach here as "virtual engineering" (VE). (nationalacademies.org)
  • We also show that the approach remains effective for the case where the loading in the problem is random as well. (evanscoachsportif.fr)
  • The fifth chapter discusses a novel approach for solving this problem by introducing a similarity metric for spectral descriptors. (ndltd.org)
  • The pomeron approach starts with the initial proton state fluctuating in a soft non-perturbative process into a proton and a pomeron. (lu.se)
  • The combination of forward flight, limited payload, and flight oscillations imposes challenging conditions for localized perching. (researchgate.net)
  • The latter can be regressed on a set of discretionary variables using a two-stage approach, as the attainable set is not affected by those variables (separability) (as in Cherchye et al. (springer.com)
  • The potential of this still-nascent approach is well appreciated in the engineering and science communities, but what "it" is is not. (nationalacademies.org)
  • Nowadays, Bayesian statistics (also known as probabilistic machine learning) is highly relevant in almost all quantitative sciences. (uni-stuttgart.de)
  • The invention of these learning machines was motivated by the Wilcoxon approach to linear regression problems in statistics. (ndltd.org)