extending the time series model

IMPROVED SEMI-PARAMETRIC TIME SERIES MODELS OF AIR POLLUTION AND MORTALITY pdf

IMPROVED SEMI-PARAMETRIC TIME SERIES MODELS OF AIR POLLUTION AND MORTALITY pdf

... to model choice, the application of our methods will enhance the credibility of time series studies in the current policy debate Statistical Model Semi-parametric model specifications for time- series ... in the final IRLS weights; and S is the T ×T operator matrix that fits the additive ˆ model involving the smooth terms in the semi-parametric model (1) The total number of degrees of freedom in the ... respectively The first row shows the true g(t) (solid line), the estimated g(t) (dotted line), one realization of the pollution time series xt The estimated g(t) is obtained by fitting the model xt...

Ngày tải lên: 23/03/2014, 00:20

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Tài liệu Evolving the neural network model for forecasting air pollution time series pdf

Tài liệu Evolving the neural network model for forecasting air pollution time series pdf

... 159–167 165 Table The validation results of the optimised models (1–10) and the reference model when testing models multiple times The minimum and maximum indices are in bold Model IA SI FA (%) ... data points, Oi the observed % value, Pi the predicted value and O is the average of the observed data The final estimate of model goodness (fitness function, F) was then calculated as the average ... REF—reference model where the fraction of correctly predicted exceedances (TPR, true positive rate) represents the sensitivity of model and the false positive rate (FPR) the specificity of model In the...

Ngày tải lên: 17/02/2014, 22:20

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Tài liệu Báo cáo khoa học: "Extending the Entity-based Coherence Model with Multiple Ranks" pot

Tài liệu Báo cáo khoa học: "Extending the Entity-based Coherence Model with Multiple Ranks" pot

... these two aspects are crucial, depending on the characteristics of the dataset 2.1 Entity-based Coherence Model Document Representation The original entity-based coherence model is based on the ... 2002) to rank the source documents higher than the permutations The model is tested on a different set of source documents and their permutations, and the performance is evaluated as the fraction ... score is assigned the same (zero, the highest) rank as the source document, and the one with the largest score is assigned the lowest (C−1) rank; then ranks of other permutations are uniformly...

Ngày tải lên: 22/02/2014, 02:20

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Model choice in time series studies of air pollution and mortality pdf

Model choice in time series studies of air pollution and mortality pdf

... long-term trends in the mortality time series or in the pollution time series Therefore, a controversial issue is determining how much smoothness we should allow for the smooth function of time This decision ... evaluate the estimation procedures in each of these scenarios The definition of the scenarios relies on the timescales at which confounding occurs and the strength of the concurvity between the pollutant ... (University of Toronto) The authors are to be congratulated for pursuing the important question of model selection in the context of the time series models that are now widely used in the epidemiology...

Ngày tải lên: 29/03/2014, 18:20

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application of multi-agent games to the prediction of financial time-series

application of multi-agent games to the prediction of financial time-series

... probability the sign of the change We checked that the predictions generated from the third-party game were consistent with all such extreme changes in the actual (black-box) time series P (t), ... function of S0+1 The predicted pdf for an arbitrary number j of timesteps into the future, is then generated by calculating the net value of S0−1 along all possible future routes of the third-party ... demonstrates that the multi-agent game performs better than random ( ∼ 54% prediction success rate) Also shown is the profit in the case when the investment is split equally between all agents who then act...

Ngày tải lên: 23/04/2014, 16:11

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báo cáo sinh học:" Using nurses to identify HAART eligible patients in the Republic of Mozambique: results of a time series analysis" potx

báo cáo sinh học:" Using nurses to identify HAART eligible patients in the Republic of Mozambique: results of a time series analysis" potx

... outcomes over the study period These time trends may have obscured the potential impact of the CD4 nurse intervention, and the effect of the intervention may have been more apparent had the study ... hazards regression was then used to compare the hazard rates at which these patients started HAART before and after the intervention, using the date of the initial CD4 blood draw as the starting point ... including the study site, the study month (a measure of the effect of time) , the number of monthly MD/MO visits (a measure of MD/MO capacity), and the number of monthly new enrollees at the clinic...

Ngày tải lên: 18/06/2014, 17:20

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Báo cáo hóa học: " Research Article Underwater Noise Modeling and Direction-Finding Based on Heteroscedastic Time Series" docx

Báo cáo hóa học: " Research Article Underwater Noise Modeling and Direction-Finding Based on Heteroscedastic Time Series" docx

... for the modeling of the underwater noise, and observe that the proposed method has resolved the targets better than the other methods, and the RMSEs of the proposed method are less than the others ... q has an important role in the GARCH modeling of the time series Otherwise, because of the importance of the orders in the computation of coefficients, we should have the proper consideration for ... TIMES SERIES The AIC and BIC statistics are defined as The exploitation of time series properties has been extensively used in signal modeling and parameter estimation For example, ARMA time series...

Ngày tải lên: 22/06/2014, 23:20

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Báo cáo toán học: "Conjectured Combinatorial Models for the Hilbert Series of Generalized Diagonal Harmonics Modules" docx

Báo cáo toán học: "Conjectured Combinatorial Models for the Hilbert Series of Generalized Diagonal Harmonics Modules" docx

... -module V , the character χV belongs to the center of the group algebra C[Sn ] def (5) The characters χλ = χMλ are a vector-space basis for the center of the group algebra (6) The center of the group ... -module V , there is a simple way to recover the Hilbert series of V from the Frobenius series of V Specifically, let fλ be the dimension of the irreducible Sn -module Mλ A well-known theorem [22] ... degree h in the x-variables and homogeneous of degree k in the y-variables We can now form the Frobenius series FDHn (q, t), the Hilbert series HDHn (q, t), and the generating function for the sign...

Ngày tải lên: 07/08/2014, 08:20

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Báo cáo y học: "he impact of the introduction of critical care outreach services in England: a multicentre interrupted time-series analys" pdf

Báo cáo y học: "he impact of the introduction of critical care outreach services in England: a multicentre interrupted time-series analys" pdf

... in the way in which these services were designed and implemented, and the funding available to them, leading to similar variability in their impact There may be other factors not captured in the ... seasonality in the data, but it may be influenced by other events occurring at about the same time as the event of interest (historical bias) [20,21] In the CMPD, we have timeseries data for ... non-intervention sites to improve the modelling of time trends and confounders The characteristics of patients in the three subgroups of admissions are described in Table The effects of the presence of a formal...

Ngày tải lên: 13/08/2014, 08:20

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Báo cáo y học: "The time-profile of cell growth in fission yeast: model selection criteria favoring bilinear models over exponential ones" potx

Báo cáo y học: "The time-profile of cell growth in fission yeast: model selection criteria favoring bilinear models over exponential ones" potx

... which the rate of length-growth increases [2-9] The difference between the two models is most evident in the time profiles of the speed (rate) of growth increases (dL/dt): that of the bilinear model ... figures as the first trend-line catches up with the length data exactly at the end of the cycle, so that the rate-growth of the daughter cell(s) will be exactly the same as that of the mother cell, ... and dL/dt, the first order derivative, for the model Time- profiles of the speed (rate) of length-growth (∆L/∆t for the experimental data and dL/dt, the first order derivative, for the model functions)...

Ngày tải lên: 13/08/2014, 23:20

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Adaptive modeling and forecasting for high dimensional time series

Adaptive modeling and forecasting for high dimensional time series

... Over the intervals, the parameters are estimated and the fitted model is used to obtain the iterative forecasts The vertical axis represents the time when the estimation and forecast are made The ... non-stationarity, they are developed in a univariate time series framework The direct applications of the local models to multivariate time series involve difficulties, due to the curse of dimensionality When the ... (FAR) modeling Unlike univariate or multivariate time series models, we directly study the curves in the sense that the i-th curve is regressed on the previous p curves The functional regressive model...

Ngày tải lên: 09/09/2015, 08:11

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Application of time series analysis in modeling childhood epidemic diseases

Application of time series analysis in modeling childhood epidemic diseases

... aim to discuss the time series- susceptible-infected-recovered (TSIR) model which bridges the gap between the theoretical models in epidemics and the discrete time series data Using the measles data ... decreasing with k The larger the bandwidth, the closer the local model approaches the global linear model, the more the cyclicity is preserved in the residuals In order to balance these two consideration, ... based on the time series plot Figure 2.5 shows the time series plot of biweekly measles data for each year Due to the seasonality, i.e the school and non-school time, 16 Chapter SIR Model and...

Ngày tải lên: 30/09/2015, 13:49

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