Towards a Complete Classification of Tractability in Allen's Algebra

We characterise the set of subalgebras of Allen's algebra which have a tractable satisfiability problem, and in addition contain certain basic relations. The conclusion is that no tractable subalgebra that is not known in the literature can contain more than the three basic relations (≡), (b) and (b-), where b ∈ {d,o,s,f}. This means that concerning algebras for specifying complete knowledge about temporal information, there is no hope of finding yet unknown classes with much expressivity. Furthermore, we show that there are exactly two maximal tractable algebras which contain the relation ( ). Both of these algebras can express the notion of sequentially; thus we have a complete characterisation of tractable inference using that notion.

[1]  Lenhart K. Schubert,et al.  Temporal reasoning in Timegraph I–II , 1993, SGAR.

[2]  Peter Jonsson,et al.  Eight Maximal Tractable Subclasses of Allen's Algebra with Metric Time , 1997, J. Artif. Intell. Res..

[3]  Christer Bäckström,et al.  A Linear-Programming Approach to Temporal Reasoning , 1996, AAAI/IAAI, Vol. 2.

[4]  Peter Jonsson,et al.  Maximal Tractable Subclasses of Allen's Interval Algebra: Preliminary Report , 1996, AAAI/IAAI, Vol. 1.

[5]  Peter van Beek,et al.  Exact and approximate reasoning about temporal relations 1 , 1990, Comput. Intell..

[6]  Bernhard Nebel Solving hard qualitative temporal reasoning problems: Evaluating the efficiency of using the ORD-Horn class , 1997 .

[7]  Henry Kautz,et al.  Integrating metric and temporal qualitative tem-poral reasoning , 1991 .

[8]  James F. Allen Temporal reasoning and planning , 1991 .

[9]  K. Appel,et al.  Every Planar Map Is Four Colorable , 2019, Mathematical Solitaires & Games.

[10]  Itay Meiri,et al.  Combining Qualitative and Quantitative Constraints in Temporal Reasoning , 1991, Artif. Intell..

[11]  Fei Song,et al.  The Interpretation of Temporal Relations in Narrative , 1988, AAAI.

[12]  Henry A. Kautz,et al.  Constraint Propagation Algorithms for Temporal Reasoning , 1986, AAAI.

[13]  Christer Bäckström,et al.  Tractable Subclasses of the Point-Interval Algebra: A Complete Classification , 1996, KR.

[14]  Henry A. Kautz,et al.  Integrating Metric and Qualitative Temporal Reasoning , 1991, AAAI.

[15]  Marc B. Vilain,et al.  A System for Reasoning About Time , 1982, AAAI.

[16]  Peter Jonsson,et al.  A Complete Classification of Tractability in RCC-5 , 1997, J. Artif. Intell. Res..

[17]  Bernhard Nebel,et al.  Reasoning about temporal relations: a maximal tractable subclass of Allen's interval algebra , 1994, JACM.

[18]  James F. Allen Maintaining knowledge about temporal intervals , 1983, CACM.

[19]  Rina Dechter,et al.  Temporal Constraint Networks , 1989, Artif. Intell..

[20]  Ron Shamir,et al.  Complexity and algorithms for reasoning about time: a graph-theoretic approach , 1993, JACM.

[21]  E. Sandewall Features and fluents (vol. 1): the representation of knowledge about dynamical systems , 1995 .