Modeling health survey data with excessive zero and K responses.

Abstract:

:Zero-inflated Poisson regression is a popular tool used to analyze data with excessive zeros. Although much work has already been performed to fit zero-inflated data, most models heavily depend on special features of the individual data. To be specific, this means that there is a sizable group of respondents who endorse the same answers making the data have peaks. In this paper, we propose a new model with the flexibility to model excessive counts other than zero, and the model is a mixture of multinomial logistic and Poisson regression, in which the multinomial logistic component models the occurrence of excessive counts, including zeros, K (where K is a positive integer) and all other values. The Poisson regression component models the counts that are assumed to follow a Poisson distribution. Two examples are provided to illustrate our models when the data have counts containing many ones and sixes. As a result, the zero-inflated and K-inflated models exhibit a better fit than the zero-inflated Poisson and standard Poisson regressions.

journal_name

Stat Med

journal_title

Statistics in medicine

authors

Lin TH,Tsai MH

doi

10.1002/sim.5650

subject

Has Abstract

pub_date

2013-04-30 00:00:00

pages

1572-83

issue

9

eissn

0277-6715

issn

1097-0258

journal_volume

32

pub_type

杂志文章
  • Estimates of disease incidence in women based on antenatal or neonatal seroprevalence data: HIV in New York City.

    abstract::Piecewise constant incidence models were developed to estimate the force of infection in women from age- and time-specific antenatal or neonatal seroprevalence data. Differential inclusion of infected women in sero-surveys compared to uninfected women was taken into account, with respect to both changes in inclusion r...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780131809

    authors: Ades AE,Medley GF

    更新日期:1994-09-30 00:00:00

  • A standardization method to adjust for the effect of patient selection in phase II clinical trials.

    abstract::New combination regimens evaluated in phase II cancer clinical trials often show promising results compared to the standard therapy for a disease system. Selection of patients with a better prognosis can be a prominent factor for this optimism. For most disease systems, prognostic variables that are related to the out...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.706

    authors: Mazumdar M,Fazzari M,Panageas KS

    更新日期:2001-03-30 00:00:00

  • Testing conditional independence in sets of I × J tables by means of moment and correlation score tests with application to HPV vaccine.

    abstract::A new testing approach is described for improving statistical tests of independence in sets of tables stratified on one or more relevant factors in case of categorical (nominal or ordinal) variables. Common tests of independence that exploit the ordinality of one of the variables use a restricted-alternative approach....

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7006

    authors: Iannario M,Lang JB

    更新日期:2016-11-10 00:00:00

  • A missing composite covariate in survival analysis: a case study of the Chinese Longitudinal Health and Longevity Survey.

    abstract::We estimate a Cox proportional hazards model where one of the covariates measures the level of a subject's cognitive functioning by grading the total score obtained by the subject on the items of a questionnaire. A case study is presented where the sample includes partial respondents, who did not answer some questionn...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3773

    authors: Lagona F,Zhang Z

    更新日期:2010-01-30 00:00:00

  • Non-parametric bootstrap confidence intervals for the intraclass correlation coefficient.

    abstract::The intraclass correlation coefficient rho plays a key role in the design of cluster randomized trials. Estimates of rho obtained from previous cluster trials and used to inform sample size calculation in planned trials may be imprecise due to the typically small numbers of clusters in such studies. It may be useful t...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.1643

    authors: Ukoumunne OC,Davison AC,Gulliford MC,Chinn S

    更新日期:2003-12-30 00:00:00

  • Decomposition of number of life years lost according to causes of death.

    abstract::We study the competing risks model and show that the cause j cumulative incidence function integrated from 0 to τ has a natural interpretation as the expected number of life years lost due to cause j before time τ. This is analogous to the τ-restricted mean lifetime, which is the survival function integrated from 0 to...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.5903

    authors: Andersen PK

    更新日期:2013-12-30 00:00:00

  • Aggregation of existing geographic regions to diminish spurious variability of disease rates.

    abstract::The availability of large data sets together with the growth in power and storage capabilities of computers have made the analysis of the spatial distribution of disease rates an increasingly important tool in public health research. Use of existing geographic divisions or groupings tends to result either in unstable ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780121916

    authors: Morris RD,Munasinghe RL

    更新日期:1993-10-01 00:00:00

  • Correcting for regression in assessing the response to treatment in a selected population.

    abstract::Previous work on the consequences of regression to the mean for the interpretation of responses to treatment is extended to the situation where the response measured is the proportional change in some variable. Methods for correcting for the bias are discussed. ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780060203

    authors: Curnow RN

    更新日期:1987-03-01 00:00:00

  • Association models for periodontal disease progression: a comparison of methods for clustered binary data.

    abstract::We investigate population-averaged (PA) and cluster-specific (CS) associations for clustered binary logistic regression in the context of a longitudinal clinical trial that investigated the association between tooth-specific visual elastase kit results and periodontal disease progression within 26 weeks of follow-up. ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780140407

    authors: Ten Have TR,Landis JR,Weaver SL

    更新日期:1995-02-28 00:00:00

  • Multiple imputation using chained equations: Issues and guidance for practice.

    abstract::Multiple imputation by chained equations is a flexible and practical approach to handling missing data. We describe the principles of the method and show how to impute categorical and quantitative variables, including skewed variables. We give guidance on how to specify the imputation model and how many imputations ar...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4067

    authors: White IR,Royston P,Wood AM

    更新日期:2011-02-20 00:00:00

  • Combining individual and aggregated data to investigate the role of socioeconomic disparities on cancer burden in Italy.

    abstract::Quantifying socioeconomic disparities and understanding the roots of inequalities are growing topics in cancer research. However, socioeconomic differences are challenging to investigate mainly due to the lack of accurate data at individual-level, while aggregate indicators are only partially informative. We implement...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.8392

    authors: Mezzetti M,Palli D,Dominici F

    更新日期:2020-01-15 00:00:00

  • Multiplicity adjustment for multiple endpoints in clinical trials with multiple doses of an active treatment.

    abstract::Frequently, multiple doses of an active treatment and multiple endpoints are simultaneously considered in the designs of clinical trials. For these trials, traditional multiplicity adjustment procedures such as Bonferroni, Hochberg and Hommel procedures can be applied when treating the comparisons of different doses t...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2101

    authors: Quan H,Luo X,Capizzi T

    更新日期:2005-07-30 00:00:00

  • Selection of patients for randomized controlled trials: implications of wide or narrow eligibility criteria.

    abstract::This paper discusses the various philosophies that influence the selection of patients for entry into randomized controlled trials. Although a number of different and often competing issues have to be considered depending upon the trial, keeping entry criteria simple, wide and at times even flexible is usually prefera...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4780090114

    authors: Yusuf S,Held P,Teo KK,Toretsky ER

    更新日期:1990-01-01 00:00:00

  • Comparison of trends in HIV infection for two risk categories.

    abstract::Sensible plans for health-care needs and determination of priorities for expenditure require regular assessment of trends in HIV incidences. In particular, trends in the relative HIV incidences of different risk categories are useful when assessing whether current control strategies are working equally well for all ri...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(SICI)1097-0258(19960830)15:16<1779::AID-S

    authors: Becker NG,Cui JS

    更新日期:1996-08-30 00:00:00

  • New confidence bounds for QT studies.

    abstract::The proposed guidelines for the assessment of the effect of new pharmaceutical agents on the QT interval (beginning of QRS complex to end of T wave on the electrocardiogram) are based on the maximum of a series over time of simple one-sided 95 per cent upper confidence bounds. This procedure is typically very conserva...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2826

    authors: Boos DD,Hoffman D,Kringle R,Zhang J

    更新日期:2007-09-10 00:00:00

  • Integrating multiple-domain rules for disease classification.

    abstract::In psychiatry, clinicians use criteria sets from the Diagnostic and Statistical Manual of Mental Disorders to diagnose mental disorders. Most criteria sets have several symptom domains, and in order to be diagnosed, an individual must meet the minimum number of symptoms required by each domain. Some efforts are now fo...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.8173

    authors: Mauro C,Shear MK,Wang Y

    更新日期:2019-07-20 00:00:00

  • Beta-mapping and beta-regression for changes of ordinal-rating measurements on Likert scales: a comparison of the change scores among multiple treatment groups.

    abstract::Patient reported outcome and observer evaluative studies in clinical trials and post-hoc analyses often use instruments that measure responses on ordinal-rating or Likert scales. We propose a flexible distributional approach by modeling the change scores from the baseline to the end of the study using independent beta...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4012

    authors: Zou KH,Carlsson MO,Quinn SA

    更新日期:2010-10-30 00:00:00

  • On design considerations and randomization-based inference for community intervention trials.

    abstract::This paper discusses design considerations and the role of randomization-based inference in randomized community intervention trials. We stress that longitudinal follow-up of cohorts within communities often yields useful information on the effects of intervention on individuals, whereas cross-sectional surveys can us...

    journal_title:Statistics in medicine

    pub_type: 杂志文章,评审

    doi:10.1002/(SICI)1097-0258(19960615)15:11<1069::AID-S

    authors: Gail MH,Mark SD,Carroll RJ,Green SB,Pee D

    更新日期:1996-06-15 00:00:00

  • Semiparametric transformation models for joint analysis of multivariate recurrent and terminal events.

    abstract::Recurrent event data occur in many clinical and observational studies, and in these situations, there may exist a terminal event such as death that is related to the recurrent event of interest. In addition, sometimes more than one type of recurrent events may occur, that is, one may encounter multivariate recurrent e...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.4306

    authors: Zhu L,Sun J,Srivastava DK,Tong X,Leisenring W,Zhang H,Robison LL

    更新日期:2011-11-10 00:00:00

  • A joint model for interval-censored functional decline trajectories under informative observation.

    abstract::Multi-state models are useful for modelling disease progression where the state space of the process is used to represent the discrete disease status of subjects. Often, the disease process is only observed at clinical visits, and the schedule of these visits can depend on the disease status of patients. In such situa...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6582

    authors: Lesperance ML,Sabelnykova V,Nathoo FS,Lau F,Downing MG

    更新日期:2015-12-20 00:00:00

  • Quantifying the bias due to observed individual confounders in causal treatment effect estimates.

    abstract::It is often of interest to use observational data to estimate the causal effect of a target exposure or treatment on an outcome. When estimating the treatment effect, it is essential to appropriately adjust for selection bias due to observed confounders using, for example, propensity score weighting. Selection bias du...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.8549

    authors: Parast L,Griffin BA

    更新日期:2020-08-15 00:00:00

  • An evaluation of phase I clinical trial designs in the continuous dose-response setting.

    abstract::Both traditional phase I designs and the increasingly popular continual reassessment method (CRM) designs select an estimate of maximum tolerable dose (MTD) from among a set of prespecified dose levels. Although CRM designs use an implied dose-response model to select the next dose level, in general it is neither assu...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.903

    authors: Storer BE

    更新日期:2001-08-30 00:00:00

  • Multiple outputation for the analysis of longitudinal data subject to irregular observation.

    abstract::Observational cohort studies often feature longitudinal data subject to irregular observation. Moreover, the timings of observations may be associated with the underlying disease process and must thus be accounted for when analysing the data. This paper suggests that multiple outputation, which consists of repeatedly ...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.6829

    authors: Pullenayegum EM

    更新日期:2016-05-20 00:00:00

  • Discriminant analysis using a multivariate linear mixed model with a normal mixture in the random effects distribution.

    abstract::We have developed a method to longitudinally classify subjects into two or more prognostic groups using longitudinally observed values of markers related to the prognosis. We assume the availability of a training data set where the subjects' allocation into the prognostic group is known. The proposed method proceeds i...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.3849

    authors: Komárek A,Hansen BE,Kuiper EM,van Buuren HR,Lesaffre E

    更新日期:2010-12-30 00:00:00

  • Semiparametric transformation models for panel count data with correlated observation and follow-up times.

    abstract::The statistical analysis of panel count data has recently attracted a great deal of attention, and a number of approaches have been developed. However, most of these approaches are for situations where the observation and follow-up processes are independent of the underlying recurrent event process unconditional or co...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.5724

    authors: Li N,Zhao H,Sun J

    更新日期:2013-07-30 00:00:00

  • Statistical inferences of extended concentration indices for directly standardized rates.

    abstract::The relative concentration index (RCI) and the absolute concentration index (ACI) have been widely used for monitoring health disparities with ranked health determinants. The RCI has been extended to allow value judgments about inequality aversion by Pereira in 1998 and by Wagstaff in 2002. Previous studies of the ext...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.7952

    authors: Yu M,Liu B,Li Y,Zou ZJ,Breen N

    更新日期:2019-01-15 00:00:00

  • The SAEM algorithm for group comparison tests in longitudinal data analysis based on non-linear mixed-effects model.

    abstract::Non-linear mixed-effects models (NLMEMs) are used to improve information gathering from longitudinal studies and are applied to treatment evaluation in disease-evolution studies, such as human immunodeficiency virus (HIV) infection. The estimation of parameters and the statistical tests are critical issues in NLMEMs s...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2950

    authors: Samson A,Lavielle M,Mentré F

    更新日期:2007-11-30 00:00:00

  • A model for cross-over trials evaluating therapeutic preferences.

    abstract::A preference trial is a special form of cross-over trial where clinical conditions determine when patients change treatment, in a prescribed order. This can be modelled using a geometric distribution. The model can be simply fitted using standard logistic regression methodology. The procedure is applied to a trial stu...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/(SICI)1097-0258(19960229)15:4<443::AID-SIM

    authors: Lindsey JK,Jones B

    更新日期:1996-02-28 00:00:00

  • Tests of equivalence and non-inferiority for diagnostic accuracy based on the paired areas under ROC curves.

    abstract::Assessment of equivalence or non-inferiority in accuracy between two diagnostic procedures often involves comparisons of paired areas under the receiver operating characteristic (ROC) curves. With some pre-specified clinically meaningful limits, the current approach to evaluating equivalence is to perform the two one-...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.2358

    authors: Liu JP,Ma MC,Wu CY,Tai JY

    更新日期:2006-04-15 00:00:00

  • Long-term survivor mixture model with random effects: application to a multi-centre clinical trial of carcinoma.

    abstract::A mixture model incorporating long-term survivors has been adopted in the field of biostatistics where some individuals may never experience the failure event under study. The surviving fractions may be considered as cured. In most applications, the survival times are assumed to be independent. However, when the survi...

    journal_title:Statistics in medicine

    pub_type: 杂志文章

    doi:10.1002/sim.932

    authors: Yau KK,Ng AS

    更新日期:2001-06-15 00:00:00