Issues in Temporal and Causal Inference

被引：6

作者：

Wang, Pei ^{[1
]}

Hammer, Patrick ^{[2
]}

机构：

[1] Temple Univ, Dept Comp & Informat Sci, Philadelphia, PA 19122 USA

[2] Graz Univ Technol, Inst Optimizat & Discrete Math, A-8010 Graz, Austria

来源：

ARTIFICIAL GENERAL INTELLIGENCE (AGI 2015) | 2015年 / 9205卷

关键词：

D O I：

10.1007/978-3-319-21365-1_22

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper discusses several key issues in temporal and causal inference in the context of AGI. The main conclusions are: (1) the representation of temporal information should take multiple forms; (2) classical conditioning can be carried out as temporal inference; (3) causal inference can be realized without a predefined causal relation.

引用

页码：208 / 217

页数：10

共 50 条

[41] The Future of Causal Inference
Mitra, Nandita
Roy, Jason
Small, Dylan
[J]. AMERICAN JOURNAL OF EPIDEMIOLOGY, 2022, 191 (10) : 1671 - 1676
[42] Causal inference in cplint
Riguzzi, Fabrizio
Cota, Giuseppe
Bellodi, Elena
Zese, Riccardo
[J]. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2017, 91 : 216 - 232
[43] Entropic Causal Inference
Kocaoglu, Murat
Dimakis, Alexandros G.
Vishwanath, Sriram
Hassibi, Babak
[J]. THIRTY-FIRST AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, 2017, : 1156 - 1162
[44] Polydesigns and causal inference
Li, Fan
Frangakis, Constantine E.
[J]. BIOMETRICS, 2006, 62 (02) : 343 - 351
[45] ON THE LOGIC OF CAUSAL INFERENCE
SCHWARTZ, GG
[J]. AMERICAN JOURNAL OF EPIDEMIOLOGY, 1987, 126 (01) : 157 - 157
[46] Causal inference in perception
Shams, Ladan
Beierholm, Ulrik R.
[J]. TRENDS IN COGNITIVE SCIENCES, 2010, 14 (09) : 425 - 432
[47] Interventions and causal inference
Eberhardt, Frederick
Scheines, Richard
[J]. PHILOSOPHY OF SCIENCE, 2007, 74 (05) : 981 - 995
[48] RESTRICTED CAUSAL INFERENCE
KLOPOTEK, MA
[J]. INFORMATION PROCESSING '94, VOL I: TECHNOLOGY AND FOUNDATIONS, 1994, 51 : 342 - 347
[49] Causal inference for clinicians
Stovitz, Steven D.
Shrier, Ian
[J]. BMJ EVIDENCE-BASED MEDICINE, 2019, 24 (03) : 109 - 112
[50] Causal dynamic inference
Alexander Bochman
Dov M. Gabbay
[J]. Annals of Mathematics and Artificial Intelligence, 2012, 66 : 231 - 256

← 1 2 3 4 5 →