Abstract
Over the past decades, the concept of leasing has been widely spread in many industries. Companies have been leasing their resources rather than buying them. Small businesses were now able to join the markets without the need for upfront costs. Companies were now able to get access to the most up-to-date equipments with significantly lower costs. Despite its popularity, leasing was first introduced as a theoretical model in 2005. Following this model, many well-known optimization problems were studied in the leasing setting. This paper is devoted to continuing the algorithmic study on leasing in the context of the well-known Set Cover problem (SC). SC is one of the most well-studied NP-hard optimization problems in combinatorics, operations research, and computer science, appearing as sub-problems in many real-world applications. In this paper, we conduct a study from an online algorithmic perspective. That is, unlike the classical offline setting in which the entire input sequence is given to the algorithm all at once, the input sequence is given to the online algorithm in portions over time. In particular, we study an online leasing variant of Set Cover, known as the Online Set Cover Leasing with Happiness Costs problem (Leasing OSC-HC). We design the first online algorithm for Leasing OSC-HC and analyze its performance in the competitive analysis framework in which the online algorithm is evaluated against the optimal offline solution over all possible instances of a given problem.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Abshoff, S., Kling, P., Markarian, C., Meyerauf der Heide, F., Pietrzyk, P.: Towards the price of leasing online. J. Comb. Optim. 32(4), 1197–1216 (2016)
Alon, N., Awerbuch, B., Azar, Y., Buchbinder, N., Naor, J.S.: The online set cover problem. SIAM J. Comput. 39(2), 361–370 (2009)
Alon, N., Azar, Y., Gutner, S.: Admission control to minimize rejections and online set cover with repetitions. In: Proceedings of the Seventeenth Annual ACM Symposium on Parallelism in Algorithms and Architectures, pp. 238–244 (2005)
Anthony, B.M., Gupta, A.: Infrastructure leasing problems. In: Fischetti, M., Williamson, D.P. (eds.) IPCO 2007. LNCS, vol. 4513, pp. 424–438. Springer, Heidelberg (2007). https://doi.org/10.1007/978-3-540-72792-7_32
Bhawalkar, K., Gollapudi, S., Panigrahi, D.: Online set cover with set requests. In: Klaus J., Rolim, J.D.P., Devanur, N.R., Moore, C. (eds.) Approximation, Randomization, and Combinatorial Optimization. Algorithms and Techniques (APPROX/RANDOM 2014), vol. 28 of Leibniz International Proceedings in Informatics (LIPIcs), Dagstuhl, Germany, pp. 64–79. Schloss Dagstuhl-Leibniz-Zentrum fuer Informatik (2014)
Bienkowski, M., Kraska, A., Schmidt, P.: A deterministic algorithm for online steiner tree leasing. In: WADS 2017. LNCS, vol. 10389, pp. 169–180. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-62127-2_15
Buchbinder, N., Naor, J.: Online primal-dual algorithms for covering and packing. Math. Oper. Res. 34(2), 270–286 (2009)
Caprara, A., Toth, P., Fischetti, M.: Algorithms for the set covering problem. Ann. Oper. Res. 98, 353–371 (2000)
Feige, U.: A threshold of ln n for approximating set cover. J. ACM (JACM) 45(4), 634–652 (1998)
Feige, U., Lovász, L., Tetali, P.: Approximating min sum set cover. Algorithmica 40(4), 219–234 (2004)
Feldkord, B., Markarian, C., Meyer Auf der Heide, F.: Price fluctuation in online leasing. In: Gao, X., Du, H., Han, M. (eds.) COCOA 2017. LNCS, vol. 10628, pp. 17–31. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-71147-8_2
Korman, S.: On the use of randomization in the online set cover problem. Weizmann Inst. Sci. 2 (2004)
Li, S., Markarian, C., auf der Heide, F.M.: Towards flexible demands in online leasing problems. Algorithmica 80(5), 1556–1574 (2018)
Markarian, C.: Leasing with uncertainty. In: Kliewer, N., Ehmke, J.F., Borndörfer, R. (eds.) Operations Research Proceedings 2017. ORP, pp. 429–434. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-89920-6_57
Markarian, C.: Online non-metric facility location with service installation costs. In: Filipe, J., Smialek, M., Brodsky, A., Hammoudi, S. (eds.) Proceedings of the 23rd International Conference on Enterprise Information Systems, ICEIS 2021, Online Streaming, 26–28 April 2021, vol. 1, pp. 737–743. SCITEPRESS (2021)
Markarian, C.: Online set cover with happiness costs. In: Panetto, H., Macchi, M., Madani, K. (eds.) Proceedings of the 2nd International Conference on Innovative Intelligent Industrial Production and Logistics, IN4PL 2021, 25–27 October 2021, pp. 40–45. SCITEPRESS (2021)
Markarian, C., auf der Heide, F.M.: Online algorithms for leasing vertex cover and leasing non-metric facility location. In: Parlier, G.H., Liberatore, F., Demange, M. (eds.) Proceedings of the 8th International Conference on Operations Research and Enterprise Systems, ICORES 2019, Prague, Czech Republic, 19–21 February 2019, pp. 315–321. SciTePress (2019)
Markarian, C., Kassar, A.-N.: Online deterministic algorithms for connected dominating set & set cover leasing problems. In: ICORES, pp. 121–128 (2020)
Markarian, C., Khallouf, P.: Online facility service leasing inspired by the covid-19 pandemic. In: 18th International Conference on Informatics in Control, Automation and Robotics, ICINCO 2021, pp. 195–202 (2021)
Markarian, C., Khallouf, P.: Online facility service leasing inspired by the COVID-19 pandemic. In: Gusikhin, O., Nijmeijer, H., Madani, K. (eds.) Proceedings of the 18th International Conference on Informatics in Control, Automation and Robotics, ICINCO 2021, Online Streaming, 6–8 July 2021, pp. 195–202. SCITEPRESS (2021)
Meyerson, A.: The parking permit problem. In: 46th Annual IEEE Symposium on Foundations of Computer Science (FOCS 2005), pp. 274–282. IEEE (2005)
Nagarajan, C., Williamson, D.P.: Offline and online facility leasing. Disc. Optim. 10(4), 361–370 (2013)
de Lima, M.S., San Felice, M.C., Lee, O.: Connected facility leasing problems. In: ICTCS/CILC, pp. 162–173 (2017)
de Lima, M.S., San Felice, M.C., Lee, O.: On generalizations of the parking permit problem and network leasing problems. Electron. Notes Disc. Math. 62, 225–230 (2017)
Slavık, P.: A tight analysis of the greedy algorithm for set cover. J. Algor. 25(2), 237–254 (1997)
Vemuganti, R.R.: Applications of Set Covering, Set Packing and Set Partitioning Models: A Survey, pp. 573–746. Springer, Boston (1998). https://doi.org/10.1007/978-1-4613-0303-9_9
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG
About this paper
Cite this paper
Markarian, C. (2023). An Online Variant of Set Cover Inspired by Happy Clients. In: Smirnov, A., Panetto, H., Madani, K. (eds) Innovative Intelligent Industrial Production and Logistics. IN4PL IN4PL 2020 2021. Communications in Computer and Information Science, vol 1855. Springer, Cham. https://doi.org/10.1007/978-3-031-37228-5_8
Download citation
DOI: https://doi.org/10.1007/978-3-031-37228-5_8
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-031-37227-8
Online ISBN: 978-3-031-37228-5
eBook Packages: Computer ScienceComputer Science (R0)