Computational Statistics and Data AnalysisIncorporating Statistical Software Newsletter Short Title: Comput. Stat. Data Anal. Publisher: Elsevier (North-Holland), Amsterdam ISSN: 0167-9473 Online: https://www.sciencedirect.com/journal/computational-statistics-and-data-analysis/issues Documents Indexed: 5,855 Publications (since 1983) References Indexed: 5,789 Publications with 162,372 References. all top 5 Latest Issues 178 (2023) 177 (2023) 176 (2022) 175 (2022) 174 (2022) 173 (2022) 172 (2022) 171 (2022) 170 (2022) 169 (2022) 168 (2022) 167 (2022) 166 (2022) 165 (2022) 164 (2021) 163 (2021) 162 (2021) 161 (2021) 160 (2021) 159 (2021) 158 (2021) 157 (2021) 156 (2021) 155 (2021) 154 (2021) 153 (2021) 152 (2020) 151 (2020) 150 (2020) 149 (2020) 148 (2020) 147 (2020) 146 (2020) 145 (2020) 144 (2020) 143 (2020) 142 (2020) 141 (2020) 140 (2019) 139 (2019) 138 (2019) 137 (2019) 136 (2019) 135 (2019) 134 (2019) 133 (2019) 132 (2019) 131 (2019) 130 (2019) 129 (2019) 128 (2018) 127 (2018) 126 (2018) 125 (2018) 124 (2018) 123 (2018) 122 (2018) 121 (2018) 120 (2018) 119 (2018) 118 (2018) 117 (2018) 116 (2017) 115 (2017) 114 (2017) 113 (2017) 112 (2017) 111 (2017) 110 (2017) 109 (2017) 108 (2017) 107 (2017) 106 (2017) 105 (2017) 104 (2016) 103 (2016) 102 (2016) 101 (2016) 100 (2016) 99 (2016) 98 (2016) 97 (2016) 96 (2016) 95 (2016) 94 (2016) 93 (2016) 92 (2015) 91 (2015) 90 (2015) 89 (2015) 88 (2015) 87 (2015) 86 (2015) 85 (2015) 84 (2015) 83 (2015) 82 (2015) 81 (2015) 80 (2014) 79 (2014) ...and 283 more Volumes all top 5 Authors 40 Balakrishnan, Narayanaswamy 27 Kundu, Debasis 26 Molenberghs, Geert 24 Tang, Manlai 22 Zhu, Lixing 20 Lian, Heng 20 Tian, Guoliang 19 Sun, Jianguo 19 Tang, Niansheng 18 Paula, Gilberto A. 17 Kontoghiorghes, Erricos John 17 Lee, Sik-Yum 17 Song, Xinyuan 15 Poon, Wai-Yin 14 Cordeiro, Gauss Moutinho 14 González-Manteiga, Wenceslao 14 Hawkins, Douglas M. 14 McNicholas, Paul D. 14 Zhang, Jiajia 13 Czado, Claudia 13 Hubert, Mia 13 Kiers, Henk A. L. 13 Van Aelst, Stefan 13 Yohai, Víctor Jaime 12 Boente, Graciela 12 Croux, Christophe 12 Lee, Jaewon 12 Liu, Wei 12 Omori, Yasuhiro 12 Ortega, Edwin Moises Marcos 12 Priebe, Carey E. 12 Rousseeuw, Peter J. 12 Tutz, Gerhard E. 12 Wang, Qihua 12 Zhao, Xingqiu 11 Bentler, Peter M. 11 Chen, Cathy W. S. 11 Chen, Hubert Jan-peing 11 Cribari-Neto, Francisco 11 Lachos Dávila, Víctor Hugo 11 Lemonte, Artur José 11 Lesaffre, Emmanuel M. E. H. 11 Lin, Lu 11 Walker, Stephen Grahm 11 Yu, Philip Leung Ho 11 Zhu, Zhongyi 10 Belsley, David A. 10 Chen, Ray-Bing 10 Filzmoser, Peter 10 Lee, Youngjo 10 Liang, Hua 10 Lui, Kung-Jong 10 Morales, Domingo 10 Nadarajah, Saralees 10 Shin, Dongwan 10 Tian, Lili 10 Wang, Hansheng 10 Winker, Peter 10 Yao, Weixin 10 Zhang, Riquan 9 Agresti, Alan 9 Ahmed, Syed Ejaz 9 Bartolucci, Francesco 9 Böhning, Dankmar 9 Drovandi, Christopher C. 9 Fraiman, Ricardo 9 Ghosh, Sujit Kumar 9 Gupta, Ramesh Chandra 9 Hyndman, Rob J. 9 Joe, Harry 9 Karlis, Dimitris 9 Kim, Yongdai 9 Lee, Keunbaik 9 Lee, Sangyeol 9 Leiva, Víctor 9 Lin, Jinguan 9 Lindsay, Bruce G. 9 McLachlan, Geoffrey John 9 Mengersen, Kerrie L. 9 Rue, Håvard 9 So, Mike K. P. 9 van Dijk, Herman K. 9 Van Keilegom, Ingrid 9 Vandebroek, Martina 9 Vichi, Maurizio 9 Yin, Xiangrong 9 Zamar, Ruben H. 9 Zelterman, Daniel 8 Brunner, Edgar 8 Celeux, Gilles 8 Colubi, Ana 8 Congdon, Peter D. 8 Dette, Holger 8 Duchesne, Pierre 8 D’Urso, Pierpaolo 8 Eilers, Paul H. C. 8 Ferrari, Silvia Lopes de Paula 8 González-Rodríguez, Gil 8 Govaert, Gérard 8 Guo, Xu ...and 8,262 more Authors all top 5 Fields 5,780 Statistics (62-XX) 946 Numerical analysis (65-XX) 186 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 178 Probability theory and stochastic processes (60-XX) 169 Computer science (68-XX) 129 Biology and other natural sciences (92-XX) 112 Operations research, mathematical programming (90-XX) 54 General and overarching topics; collections (00-XX) 38 Geophysics (86-XX) 36 Information and communication theory, circuits (94-XX) 26 Combinatorics (05-XX) 21 Linear and multilinear algebra; matrix theory (15-XX) 10 Harmonic analysis on Euclidean spaces (42-XX) 10 Systems theory; control (93-XX) 7 Special functions (33-XX) 7 Astronomy and astrophysics (85-XX) 6 Functional analysis (46-XX) 4 Dynamical systems and ergodic theory (37-XX) 3 History and biography (01-XX) 2 Approximations and expansions (41-XX) 2 Mathematics education (97-XX) 1 Order, lattices, ordered algebraic structures (06-XX) 1 Commutative algebra (13-XX) 1 Ordinary differential equations (34-XX) 1 Integral equations (45-XX) 1 Operator theory (47-XX) 1 Geometry (51-XX) 1 Convex and discrete geometry (52-XX) 1 Differential geometry (53-XX) 1 Quantum theory (81-XX) 1 Relativity and gravitational theory (83-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 4,720 Publications have been cited 36,813 times in 21,825 Documents Cited by ▼ Year ▼ Choosing starting values for the EM algorithm for getting the highest likelihood in multivariate Gaussian mixture models. Zbl 1429.62235Biernacki, Christophe; Celeux, Gilles; Govaert, Gérard 133 2003 A new lifetime distribution. Zbl 1162.62309Kuş, Coşkun 122 2007 Beta kernel estimators for density functions. Zbl 0935.62042Chen, Song Xi 117 1999 Robust forecasting of mortality and fertility rates: a functional data approach. Zbl 1162.62434Hyndman, Rob J.; Ullah, Md. Shahid 115 2007 A classification EM algorithm for clustering and two stochastic versions. Zbl 0937.62605Celeux, Gilles; Govaert, Gérard 111 1992 Curves discrimination: a nonparametric functional approach. Zbl 1429.62241Ferraty, F.; Vieu, P. 109 2003 Stochastic gradient boosting. Zbl 1072.65502Friedman, Jerome H. 106 2002 Analysis of type-II progressively hybrid censored data. Zbl 1284.62605Kundu, Debasis; Joarder, Avijit 104 2006 Algorithms and applications for approximate nonnegative matrix factorization. Zbl 1452.90298Berry, Michael W.; Browne, Murray; Langville, Amy N.; Pauca, V. Paul; Plemmons, Robert J. 100 2007 Estimation of parameters from progressively censored data using EM algorithm. Zbl 0993.62085Ng, H. K. T.; Chan, P. S.; Balakrishnan, N. 98 2002 Relaxed Lasso. Zbl 1452.62522Meinshausen, Nicolai 95 2007 Overdispersion: Models and estimation. Zbl 1042.62578Hinde, John; Demétrio, Clarice G. B. 93 1998 Modified moment estimation for the two-parameter Birnbaum-Saunders distribution. Zbl 1429.62451Ng, H. K. T.; Kundu, D.; Balakrishnan, N. 89 2003 Generalized beta-generated distributions. Zbl 1245.60015Alexander, Carol; Cordeiro, Gauss M.; Ortega, Edwin M. M.; Sarabia, José María 87 2012 Generalized structured additive regression based on Bayesian P-splines. Zbl 1431.62308Brezger, Andreas; Lang, Stefan 85 2006 A generalized modified Weibull distribution for lifetime modeling. Zbl 1231.62015Carrasco, Jalmar M. F.; Ortega, Edwin M. M.; Cordeiro, Gauss M. 85 2008 Modelling high-dimensional data by mixtures of factor analyzers. Zbl 1256.62036McLachlan, G. J.; Peel, D.; Bean, R. W. 85 2003 Hybrid censoring: models, inferential results and applications. Zbl 1365.62364Balakrishnan, N.; Kundu, Debasis 83 2013 The effect of misspecifying the random-effects distribution in linear mixed models for longitudinal data. Zbl 0900.62374Verbeke, Geert; Lesaffre, Emmanuel 82 1997 Power Lindley distribution and associated inference. Zbl 1468.62063Ghitany, M. E.; Al-Mutairi, D. K.; Balakrishnan, N.; Al-Enezi, L. J. 79 2013 Generalized Rayleigh distribution: different methods of estimations. Zbl 1429.62449Kundu, Debasis; Raqab, Mohammad Z. 78 2005 Selecting and estimating regular vine copulae and application to financial returns. Zbl 1400.62114Dißmann, J.; Brechmann, E. C.; Czado, C.; Kurowicka, D. 78 2013 A note on adaptive group Lasso. Zbl 1452.62524Wang, Hansheng; Leng, Chenlei 77 2008 An ANOVA test for functional data. Zbl 1429.62726Cuevas, Antonio; Febrero, Manuel; Fraiman, Ricardo 74 2004 A two-parameter lifetime distribution with decreasing failure rate. Zbl 1245.62128Tahmasbi, Rasool; Rezaei, Sadegh 73 2008 Influence diagnostics in log-Birnbaum-Saunders regression models with censored data. Zbl 1445.62199Leiva, Víctor; Barros, Michelli; Paula, Gilberto A.; Galea, Manuel 71 2007 High-dimensional data clustering. Zbl 1452.62433Bouveyron, C.; Girard, S.; Schmid, C. 71 2007 On the hazard function of Birnbaum-Saunders distribution and associated inference. Zbl 1452.62729Kundu, Debasis; Kannan, Nandini; Balakrishnan, N. 71 2008 Possibility theory and statistical reasoning. Zbl 1157.62309Dubois, Didier 70 2006 Choosing initial values for the EM algorithm for finite mixtures. Zbl 1429.62082Karlis, Dimitris; Xekalaki, Evdokia 69 2003 Practical bandwidth selection in deconvolution kernel density estimation. Zbl 1429.62125Delaigle, A.; Gijbels, I. 68 2004 On some lifetime distributions with decreasing failure rate. Zbl 1298.62175Chahkandi, M.; Ganjali, M. 67 2009 Comparison of semiparametric and parametric methods for estimating copulas. Zbl 1161.62364Kim, Gunky; Silvapulle, Mervyn J.; Silvapulle, Paramsothy 66 2007 Smooth estimators of distribution and density functions. Zbl 0937.62581Lejeune, Michel; Sarda, Pascal 65 1992 A periodogram-based metric for time series classification. Zbl 1445.62222Caiado, Jorge; Crato, Nuno; Peña, Daniel 64 2006 Extension of the mixture of factor analyzers model to incorporate the multivariate \(t\)-distribution. Zbl 1445.62053McLachlan, G. J.; Bean, R. W.; Jones, L. Ben-Tovim 63 2007 The random Tukey depth. Zbl 1452.62344Cuesta-Albertos, J. A.; Nieto-Reyes, A. 63 2008 An adjusted boxplot for skewed distributions. Zbl 1452.62074Hubert, M.; Vandervieren, E. 63 2008 Robust fitting of mixtures using the trimmed likelihood estimator. Zbl 1328.62033Neykov, N.; Filzmoser, P.; Dimova, R.; Neytchev, P. 61 2007 Maximum likelihood estimation in nonlinear mixed effects models. Zbl 1429.62279Kuhn, E.; Lavielle, M. 60 2005 A comparative study of several smoothing methods in density estimation. Zbl 0937.62518Cao, Ricardo; Cuevas, Antonio; González Manteiga, Wensceslao 58 1994 A compound class of Weibull and power series distributions. Zbl 1328.62032Morais, Alice Lemos; Barreto-Souza, Wagner 58 2011 Model-based clustering of high-dimensional data: a review. Zbl 1471.62032Bouveyron, Charles; Brunet-Saumard, Camille 58 2014 Time series of count data: Modeling, estimation and diagnostics. Zbl 1157.62492Jung, Robert C.; Kukuk, Martin; Liesenfeld, Roman 57 2006 Improved statistical inference for the two-parameter Birnbaum-Saunders distribution. Zbl 1162.62419Lemonte, Artur J.; Cribari-Neto, Francisco; Vasconcellos, Klaus L. P. 57 2007 Statistics for functional data. Zbl 1162.62338Manteiga, Wenceslao González; Vieu, Philippe 57 2007 Modeling computer virus prevalence with a susceptible-infected-susceptible model with reintroduction. Zbl 1429.68037Wierman, John C.; Marchette, David J. 57 2004 Bayesian inference for nonlinear multivariate diffusion models observed with error. Zbl 1452.62603Golightly, A.; Wilkinson, D. J. 56 2008 Examples in which misspecification of a random effects distribution reduces efficiency, and possible remedies. Zbl 1429.62483Agresti, Alan; Caffo, Brian; Ohman-Strickland, Pamela 56 2004 A study of logspline density estimation. Zbl 0825.62442Kooperberg, C.; Stone, C. J. 55 1991 Assessment of local influence in elliptical linear models with longitudinal structure. Zbl 1162.62367Osorio, Felipe; Paula, Gilberto A.; Galea, Manuel 55 2007 Centre and range method for fitting a linear regression model to symbolic interval data. Zbl 1452.62493de A. Lima Neto, Eufrásio; de Carvalho, Francisco de A. T. 55 2008 Block clustering with Bernoulli mixture models: comparison of different approaches. Zbl 1452.62444Govaert, Gérard; Nadif, Mohamed 55 2008 A comparison of algorithms for fitting the PARAFAC model. Zbl 1445.62136Tomasi, Giorgio; Bro, Rasmus 55 2006 Multivariate mixture modeling using skew-normal independent distributions. Zbl 1239.62058Cabral, Celso Rômulo Barbosa; Lachos, Víctor Hugo; Prates, Marcos O. 55 2012 The \(\beta\)-Birnbaum-Saunders distribution: an improved distribution for fatigue life modeling. Zbl 1328.62572Cordeiro, Gauss M.; Lemonte, Artur J. 55 2011 Serial and parallel implementations of model-based clustering via parsimonious Gaussian mixture models. Zbl 1464.62131McNicholas, P. D.; Murphy, T. B.; McDaid, A. F.; Frost, D. 55 2010 On the use of the bootstrap for estimating functions with functional data. Zbl 1157.62390Cuevas, Antonio; Febrero, Manuel; Fraiman, Ricardo 54 2006 PLS path modeling. Zbl 1429.62227Tenenhaus, Michel; Vinzi, Vincenzo Esposito; Chatelin, Yves-Marie; Lauro, Carlo 54 2005 Robust mixture modeling based on scale mixtures of skew-normal distributions. Zbl 1284.62193Basso, Rodrigo M.; Lachos, Víctor H.; Barbosa Cabral, Celso Rômulo; Ghosh, Pulak 54 2010 Additive prediction and boosting for functional data. Zbl 1452.62989Ferraty, Frédéric; Vieu, Philippe 54 2009 Improved estimators for a general class of beta regression models. Zbl 1465.62019Simas, Alexandre B.; Barreto-Souza, Wagner; Rocha, Andréa V. 54 2010 A test for the equality of covariance matrices when the dimension is large relative to the sample sizes. Zbl 1445.62121Schott, James R. 53 2007 Efficiently sampling nested Archimedean copulas. Zbl 1247.62132Hofert, Marius 53 2011 Model-based clustering for multivariate functional data. Zbl 1471.62096Jacques, Julien; Preda, Cristian 53 2014 Constrained linear regression models for symbolic interval-valued variables. Zbl 1464.62055de A. Lima Neto, Eufrásio; de Carvalho, Francisco De A. T. 53 2010 Linear regression analysis for fuzzy/crisp input and fuzzy/crisp output data. Zbl 1429.62337D’Urso, Pierpaolo 53 2003 Bayesian inference and prediction of the inverse Weibull distribution for type-II censored data. Zbl 1284.62604Kundu, Debasis; Howlader, Hatem 52 2010 Discriminating between Weibull and generalized exponential distributions. Zbl 1429.62060Gupta, Rameshwar D.; Kundu, Debasis 52 2003 A general class of zero-or-one inflated beta regression models. Zbl 1243.62099Ospina, Raydonal; Ferrari, Silvia L. P. 51 2012 Least squares estimation of a linear regression model with LR fuzzy response. Zbl 1157.62460Coppi, Renato; D’urso, Pierpaolo; Giordani, Paolo; Santoro, Adriana 51 2006 Direct generalized additive modeling with penalized likelihood. Zbl 1042.62580Marx, Brian D.; Eilers, Paul H. C. 51 1998 Asymptotic inference under heteroskedasticity of unknown form. Zbl 1429.62184Cribari-Neto, Francisco 50 2004 PLS regression on a stochastic process. Zbl 1429.62224Preda, C.; Saporta, G. 50 2005 A Bayesian approach to bandwidth selection for multivariate kernel density estimation. Zbl 1445.62077Zhang, Xibin; King, Maxwell L.; Hyndman, Rob J. 50 2006 A mixture model for preferences data analysis. Zbl 1429.62077D’Elia, Angela; Piccolo, Domenico 49 2005 Fuzzy data treated as functional data: a one-way ANOVA test approach. Zbl 1243.62104González-Rodríguez, Gil; Colubi, Ana; Gil, María Ángeles 48 2012 A parametric bootstrap approach for ANOVA with unequal variances: fixed and random models. Zbl 1445.62187Krishnamoorthy, K.; Lu, Fei; Mathew, Thomas 48 2007 The EM algorithm for graphical association models with missing data. Zbl 0875.62237Lauritzen, Steffen L. 48 1995 Compound Poisson INAR(1) processes: stochastic properties and testing for overdispersion. Zbl 1506.62162Schweer, Sebastian; Weiß, Christian H. 48 2014 Generalized theory of uncertainty (GTU) – principal concepts and ideas. Zbl 1157.62312Zadeh, Lotfi A. 47 2006 Diagnostics analysis for log-Birnbaum-Saunders regression models. Zbl 1163.62057Xie, Feng-Chang; Wei, Bo-Cheng 47 2007 Fitting multiple change-point models to data. Zbl 0990.62019Hawkins, Douglas M. 47 2001 GACV for quantile smoothing splines. Zbl 1432.62090Yuan, Ming 47 2006 Sampling Archimedean copulas. Zbl 1452.62070Hofert, Marius 46 2008 Outlier identification in high dimensions. Zbl 1452.62370Filzmoser, Peter; Maronna, Ricardo; Werner, Mark 46 2008 BACON: blocked adaptive computationally efficient outlier nominators. Zbl 1145.62314Billor, N.; Hadi, A. S.; Velleman, P. F. 45 2000 Influence diagnostics in generalized log-gamma regression models. Zbl 1429.62336Ortega, Edwin M. M.; Bolfarine, Heleno; Paula, Gilberto A. 45 2003 Implementing the Bianco and Yohai estimator for logistic regression. Zbl 1429.62317Croux, Christophe; Haesbroeck, Gentiane 44 2003 Conditional copulas, association measures and their applications. Zbl 1328.62366Gijbels, Irène; Veraverbeke, Noël; Omelka, Marel 44 2011 The beta Burr XII distribution with application to lifetime data. Zbl 1284.62108Paranaíba, Patrícia F.; Ortega, Edwin M. M.; Cordeiro, Gauss M.; Pescim, Rodrigo R. 44 2011 Mixtures of skew-\(t\) factor analyzers. Zbl 1506.62132Murray, Paula M.; Browne, Ryan P.; McNicholas, Paul D. 44 2014 Estimating the parameters of the Marshall-Olkin bivariate Weibull distribution by EM algorithm. Zbl 1452.62728Kundu, Debasis; Dey, Arabin Kumar 44 2009 Lifetime analysis based on the generalized Birnbaum-Saunders distribution. Zbl 1452.62730Leiva, Víctor; Riquelme, Marco; Balakrishnan, N.; Sanhueza, Antonio 43 2008 Vine copulas with asymmetric tail dependence and applications to financial return data. Zbl 1254.91613Nikoloulopoulos, Aristidis K.; Joe, Harry; Li, Haijun 43 2012 Influence analyses of nonlinear mixed-effects models. Zbl 1429.62280Lee, Sik-Yum; Xu, Liang 43 2004 Bandwidth selection for kernel conditional density estimation. Zbl 1038.62034Bashtannyk, D. M.; Hyndman, R. J. 43 2001 Progressively type-II censored competing risks data from Lomax distributions. Zbl 1328.65025Cramer, Erhard; Schmiedt, Anja Bettina 43 2011 The complementary exponential geometric distribution: model, properties, and a comparison with its counterpart. Zbl 1465.62013Louzada, Francisco; Roman, Mari; Cancho, Vicente G. 43 2011 Fast and robust discriminant analysis. Zbl 1429.62247Hubert, Mia; van Driessen, Katrien 42 2004 On MCMC sampling in self-exciting integer-valued threshold time series models. Zbl 07476343Yang, Kai; Yu, Xinyang; Zhang, Qingqing; Dong, Xiaogang 2 2022 Maximum likelihood estimation of diffusions by continuous time Markov chain. Zbl 07476377Kirkby, J. 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Zbl 07212325Cui, Xia; Lin, Hongmei; Lian, Heng 3 2020 ...and 1260 more Documents all cited Publications top 5 cited Publications all top 5 Cited by 24,868 Authors 200 Balakrishnan, Narayanaswamy 163 Cordeiro, Gauss Moutinho 97 Ortega, Edwin Moises Marcos 93 Nadarajah, Saralees 77 Kundu, Debasis 72 Molenberghs, Geert 66 Lachos Dávila, Víctor Hugo 63 Lemonte, Artur José 60 Louzada, Francisco 59 Zhu, Lixing 56 Leiva, Víctor 54 McNicholas, Paul D. 54 Vieu, Philippe 48 Cancho, Vicente Garibay 48 Kneib, Thomas 47 Filzmoser, Peter 47 González-Manteiga, Wenceslao 47 Lee, Sangyeol 47 Paula, Gilberto A. 47 Sun, Jianguo 43 Dette, Holger 43 D’Urso, Pierpaolo 42 Gijbels, Irène 41 Cribari-Neto, Francisco 41 Zhang, Jun 40 Lian, Heng 39 Dey, Sanku 39 Lin, Jinguan 39 Tutz, Gerhard E. 38 Jiménez-Gamero, María Dolores 38 Shang, Han Lin 37 Croux, Christophe 37 Lin, Tsung I. 37 Verbeke, Geert N. 37 Yao, Weixin 36 Lin, Lu 36 Meintanis, Simos G. 36 Morales, Domingo 36 Punzo, Antonio 36 Yang, Hu 36 Zhang, Riquan 35 Boente, Graciela 34 Colubi, Ana 33 Ahmed, Syed Ejaz 33 Jamalizadeh, Ahad 33 McLachlan, Geoffrey John 33 Weiß, Christian H. 32 Aslam, Muhammad 32 Bolfarine, Heleno 32 Farcomeni, Alessio 32 Hall, Peter Gavin 32 Mateu, Jorge 32 Tang, Niansheng 32 Tripathi, Yogesh Mani 32 Van Keilegom, Ingrid 31 Genton, Marc G. 31 Van Aelst, Stefan 30 Alizadeh, Morad 30 Chen, Cathy W. 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