TY - GEN
T1 - Earthmover resilience and testing in ordered structures
AU - Ben-Eliezer, Omri
AU - Fischer, Eldar
N1 - Publisher Copyright: © Omri Ben-Eliezer and Eldar Fischer; licensed under Creative Commons License CC-BY 33rd Computational Complexity Conference (CCC 2018).
PY - 2018/6/1
Y1 - 2018/6/1
N2 - One of the main challenges in property testing is to characterize those properties that are testable with a constant number of queries. For unordered structures such as graphs and hypergraphs this task has been mostly settled. However, for ordered structures such as strings, images, and ordered graphs, the characterization problem seems very difficult in general. In this paper, we identify a wide class of properties of ordered structures - the earthmover resilient (ER) properties - and show that the "good behavior" of such properties allows us to obtain general testability results that are similar to (and more general than) those of unordered graphs. A property P is ER if, roughly speaking, slight changes in the order of the elements in an object satisfying P cannot make this object far from P. The class of ER properties includes, e.g., all unordered graph properties, many natural visual properties of images, such as convexity, and all hereditary properties of ordered graphs and images. A special case of our results implies, building on a recent result of Alon and the authors, that the distance of a given image or ordered graph from any hereditary property can be estimated (with good probability) up to a constant additive error, using a constant number of queries.
AB - One of the main challenges in property testing is to characterize those properties that are testable with a constant number of queries. For unordered structures such as graphs and hypergraphs this task has been mostly settled. However, for ordered structures such as strings, images, and ordered graphs, the characterization problem seems very difficult in general. In this paper, we identify a wide class of properties of ordered structures - the earthmover resilient (ER) properties - and show that the "good behavior" of such properties allows us to obtain general testability results that are similar to (and more general than) those of unordered graphs. A property P is ER if, roughly speaking, slight changes in the order of the elements in an object satisfying P cannot make this object far from P. The class of ER properties includes, e.g., all unordered graph properties, many natural visual properties of images, such as convexity, and all hereditary properties of ordered graphs and images. A special case of our results implies, building on a recent result of Alon and the authors, that the distance of a given image or ordered graph from any hereditary property can be estimated (with good probability) up to a constant additive error, using a constant number of queries.
KW - Characterizations of testability
KW - Distance estimation
KW - Earthmover resilient
KW - Ordered structures
KW - Property testing
UR - http://www.scopus.com/inward/record.url?scp=85048986804&partnerID=8YFLogxK
U2 - 10.4230/LIPIcs.CCC.2018.18
DO - 10.4230/LIPIcs.CCC.2018.18
M3 - منشور من مؤتمر
T3 - Leibniz International Proceedings in Informatics, LIPIcs
SP - 181
EP - 1835
BT - 33rd Computational Complexity Conference, CCC 2018
A2 - Servedio, Rocco A.
PB - Schloss Dagstuhl- Leibniz-Zentrum fur Informatik GmbH, Dagstuhl Publishing
T2 - 33rd Computational Complexity Conference, CCC 2018
Y2 - 22 June 2018 through 24 June 2018
ER -