Deductive and inductive reasoning on spatio-temporal data

被引:0
|
作者
Nanni, M [1 ]
Raffaetà, A
Renso, C
Tirini, F
机构
[1] CNR, USTU, I-56100 Pisa, Italy
[2] Univ Ca Foscari Venezia, Dipartimento Informat, Venice, Italy
[3] Univ Pisa, Dipartimento Fis, I-56100 Pisa, Italy
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a framework for a declarative approach to spatio-temporal reasoning on geographical data, based on the constraint logical language STACLP, which offers deductive and inductive capabilities. It can be exploited for a deductive rule-based approach to represent domain knowledge on data. Furthermore, it is well suited to model trajectories of moving objects, which can be analysed by using inductive techniques, like clustering, in order to find common movement patterns. A sketch of a case study on behavioural ecology is presented.
引用
收藏
页码:98 / 115
页数:18
相关论文
共 50 条
  • [1] STORM: Spatio-Temporal Online Reasoning and Management of Large Spatio-Temporal Data
    Christensen, Robert
    Wang, Lu
    Li, Feifei
    Yi, Ke
    Tang, Jun
    Villa, Natalee
    [J]. SIGMOD'15: PROCEEDINGS OF THE 2015 ACM SIGMOD INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA, 2015, : 1111 - 1116
  • [2] Spatio-temporal reasoning based spatio-temporal information management middleware
    Wang, SS
    Liu, DY
    Wang, Z
    [J]. ADVANCED WEB TECHNOLOGIES AND APPLICATIONS, 2004, 3007 : 436 - 441
  • [3] Tesseral spatio-temporal reasoning for multi-dimensional data
    Coenen, F
    [J]. PATTERN RECOGNITION, 2000, 33 (01) : 9 - 23
  • [4] Topological spatio-temporal reasoning and representation
    Muller, P
    [J]. COMPUTATIONAL INTELLIGENCE, 2002, 18 (03) : 420 - 450
  • [5] Spatio-temporal reasoning for vague regions
    Ibrahim, ZM
    Tawfik, AY
    [J]. ADVANCES IN ARTIFICIAL INTELLIGENCE, 2004, 3060 : 308 - 321
  • [6] Inductive vs deductive reasoning
    Holloway, PJ
    [J]. BRITISH DENTAL JOURNAL, 2000, 188 (12) : 643 - 644
  • [7] Dissociating inductive and deductive reasoning
    Hayes, B.
    [J]. AUSTRALIAN JOURNAL OF PSYCHOLOGY, 2006, 58 : 78 - 78
  • [8] A Spatio-Temporal Linked Data Representation for Modeling Spatio-Temporal Dialect Data
    Scholz, Johannes
    Hrastnig, Emanual
    Wandl-Vogt, Eveline
    [J]. PROCEEDINGS OF WORKSHOPS AND POSTERS AT THE 13TH INTERNATIONAL CONFERENCE ON SPATIAL INFORMATION THEORY (COSIT 2017), 2018, : 275 - 282
  • [10] Relations Between Inductive Reasoning and Deductive Reasoning
    Heit, Evan
    Rotello, Caren M.
    [J]. JOURNAL OF EXPERIMENTAL PSYCHOLOGY-LEARNING MEMORY AND COGNITION, 2010, 36 (03) : 805 - 812