MDDs are Efficient Modeling Tools: An Application to Some Statistical Constraints

被引:4
|
作者
Perez, Guillaume [1 ]
Regin, Jean-Charles [1 ]
机构
[1] Univ Nice Sophia Antipolis, CNRS, I3S, Sophia Antipolis, France
关键词
MULTIVALUED DECISION DIAGRAMS; DEVIATION CONSTRAINT;
D O I
10.1007/978-3-319-59776-8_3
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We show that from well-known MDDs like the one modeling a sum, and operations between MDDs we can define efficient propagators of some complex constraints, like a weighted sum whose values satisfy a normal law. In this way, we avoid defining ad-hoc filtering algorithms. We apply this idea to different dispersion constraints and on a new statistical constraint we introduce: the Probability Mass Function constraint. We experiment out approach on a real world application. The conjunction of MDDs clearly outperforms all previous methods.
引用
收藏
页码:30 / 40
页数:11
相关论文
共 50 条
  • [1] Efficient Operations Between MDDs and Constraints
    Jung, Victor
    Regin, Jean-Charles
    INTEGRATION OF CONSTRAINT PROGRAMMING, ARTIFICIAL INTELLIGENCE, AND OPERATIONS RESEARCH, CPAIOR 2022, 2022, 13292 : 173 - 189
  • [2] Succinct Representation of Linear Extensions via MDDs and Its Application to Scheduling Under Precedence Constraints
    Miyake, Fumito
    Takimoto, Eiji
    Hatano, Kohei
    COMBINATORIAL ALGORITHMS, IWOCA 2019, 2019, 11638 : 365 - 377
  • [3] The application of statistical modeling tools to predict the growth evolution of food born moulds
    Varga, Mioara
    Radoi-Matei, Florentina
    ROMANIAN BIOTECHNOLOGICAL LETTERS, 2009, 14 (02): : 4249 - 4259
  • [4] Statistical Tools for Modeling Claim Severity
    Jindrova, Pavla
    Sipkova, L'ubica
    EUROPEAN FINANCIAL SYSTEMS 2014, 2014, : 288 - 294
  • [5] SOME NEW TOOLS OF STATISTICAL ANALYSIS AND SOME NEW APPLICATIONS OF OLDER TOOLS
    Chapin, F. Stuart
    SOCIOMETRY, 1955, 18 (04): : 447 - 455
  • [6] On the Evaluation and Validation of Off-the-Shelf Statistical Shape Modeling Tools: A Clinical Application
    Goparaju, Anupama
    Csecs, Ibolya
    Morris, Alan
    Kholmovski, Evgueni
    Marrouche, Nassir
    Whitaker, Ross
    Elhabian, Shireen
    SHAPE IN MEDICAL IMAGING, SHAPEMI 2018, 2018, 11167 : 14 - 27
  • [7] Introducing linguistic constraints into statistical language modeling
    Geutner, P
    ICSLP 96 - FOURTH INTERNATIONAL CONFERENCE ON SPOKEN LANGUAGE PROCESSING, PROCEEDINGS, VOLS 1-4, 1996, : 402 - 405
  • [8] Some old and some new statistical tools for outcomes research
    Normand, Sharon-Lise T.
    CIRCULATION, 2008, 118 (08) : 872 - 884
  • [9] A STATISTICAL VIEW OF SOME CHEMOMETRICS REGRESSION TOOLS
    FRANK, IE
    FRIEDMAN, JH
    TECHNOMETRICS, 1993, 35 (02) : 109 - 135
  • [10] Recent developments of statistical tools for hydrological application
    Grimaldi, Salvatore
    Koutsoyiannis, Demetris
    Piccolo, Domenico
    Schumann, Andreas
    PHYSICS AND CHEMISTRY OF THE EARTH, 2009, 34 (10-12) : 595 - 595