Other Univariate Problems Involving Monotonicity Constraints

Author(s):  
Piet Groeneboom ◽  
Geurt Jongbloed
2016 ◽  
Vol 112 ◽  
pp. 14-25 ◽  
Author(s):  
Shenglei Pei ◽  
Qinghua Hu ◽  
Chao Chen

2011 ◽  
Vol 11 (4-5) ◽  
pp. 503-520 ◽  
Author(s):  
MICHAEL CODISH ◽  
IGOR GONOPOLSKIY ◽  
AMIR M. BEN-AMRAM ◽  
CARSTEN FUHS ◽  
JÜRGEN GIESL

AbstractWe describe an algorithm for proving termination of programs abstracted to systems of monotonicity constraints in the integer domain. Monotonicity constraints are a nontrivial extension of the well-known size-change termination method. While deciding termination for systems of monotonicity constraints is PSPACE complete, we focus on a well-defined and significant subset, which we call MCNP (for “monotonicity constraints in NP”), designed to be amenable to a SAT-based solution. Our technique is based on the search for a special type of ranking function defined in terms of bounded differences between multisets of integer values. We describe the application of our approach as the back end for the termination analysis of Java Bytecode. At the front end, systems of monotonicity constraints are obtained by abstracting information, using two different termination analyzers:AProVEandCOSTA. Preliminary results reveal that our approach provides a good trade-off between precision and cost of analysis.


2020 ◽  
Author(s):  
Kazuhiro Yamaguchi ◽  
Jonathan Templin

Diagnostic classification models (DCM) are restricted latent class models with a set of cross-class equality constraints and additional monotonicity constraints on their item parameters, both of which are needed to ensure the meaning of classes and model parameters. In this paper, we develop an efficient, Gibbs sampling-based Bayesian Markov chain Monte Carlo estimation method for general DCMs with monotonicity constraints. A simulation study was conducted to evaluate parameter recovery of the algorithm which showed accurate estimation of model parameters. An analysis of the 2000 Programme for International Student Assessment reading assessment data using this algorithm was also conducted.


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