NDLI: Online Auctions in IaaS Clouds: Welfare and Profit Maximization with Server Costs

Please wait, while we are loading the content...

Bounds Implied by Drift with Applications

Online Auctions in IaaS Clouds: Welfare and Profit Maximization with Server Costs

Whittle Index Approach to Size-aware Scheduling with Time-varying Channels

Transient and Steady-state Regime of a Family of List-based Cache Replacement Algorithms

Online Convex Optimization Using Predictions

Bandits with Budgets: Regret Lower Bounds and Optimal Algorithms

DiskAccel: Accelerating Disk-Based Experiments by Representative Sampling

Power of d Choices for Large-Scale Bin Packing: A Loss Model

Impact of Fairness and Heterogeneity on Delays in Large-scale Content Delivery Networks

Investigating the Potential of the Inter-IXP Multigraph for the Provisioning of Guaranteed End-to-End Services

Distributed Proportional Fair Load Balancing in Heterogenous Systems

60 GHz Indoor Networking through Flexible Beams: A Link-Level Profiling

Memory Row Reuse Distance and its Role in Optimizing Application Performance

Reliable Multiple-choice Iterative Algorithm for Crowdsourcing Systems

Social Network Monetization via Sponsored Viral Marketing

Combining Phase Identification and Statistic Modeling for Automated Parallel Benchmark Generation

Computable Bounds in Fork-Join Queueing Systems

Fisher Information-based Experiment Design for Network Tomography

MaxWeight Scheduling: Asymptotic Behavior of Unscaled Queue-Differentials in Heavy Traffic

Multi-Resource Fairness: Objectives, Algorithms and Performance

Sponsored Data Plan: A Two-Class Service Model in Wireless Data Networks

Smartphone Energy Drain in the Wild: Analysis and Implications

An Online Learning Approach to Improving the Quality of Crowd-Sourcing

Spy vs. Spy: Rumor Source Obfuscation

Reducing Latency via Redundant Requests: Exact Analysis

When Virtual Meets Physical at the Edge: A Field Study on Datacenters' Virtual Traffic

Kraken: Towards Elastic Performance Guarantees in Multi-tenant Data Centers

Exchange of Services in Networks: Competition, Cooperation, and Fairness

Queue-Proportional Rate Allocation with Per-Link Information in Multihop Networks

Newer Is Sometimes Better: An Evaluation of NFSv4.1

Learning to Rank: Regret Lower Bounds and Efficient Algorithms

Greedy-Bayes for Targeted News Dissemination

Joint Cyber and Physical Attacks on Power Grids: Graph Theoretical Approaches for Information Recovery

Hyper-Compact Virtual Estimators for Big Network Data Based on Register Sharing

Latency in Software Defined Networks: Measurements and Mitigation Techniques

Resource Allocation and Rate Gains in Practical Full-Duplex Systems

A Large-Scale Study of Flash Memory Failures in the Field

Tree-structured Bloom Filters for Joint Optimization of False Positive Probability and Transmission Bandwidth

Scheduling Storms and Streams in the Cloud

Localized Epidemic Detection in Networks with Overwhelming Noise

Pricing Bilateral Electricity Trade between Smart Grids and Hybrid Green Datacenters

Detecting Sponsored Recommendations

Understanding Parallel Performance Under Interferences in Multi-tenant Clouds

Clustering and Inference From Pairwise Comparisons

Deterministic Near-Optimal P2P Streaming

Flexible Transformations For Learning Big Data

Energy Coupon: A Mean Field Game Perspective on Demand Response in Smart Grids

DeltaTree: A Locality-aware Concurrent Search Tree

Detecting and Localizing End-to-End Performance Degradation for Cellular Data Services

Speeding up Glauber Dynamics for Random Generation of Independent Sets

Online Electricity Cost Saving Algorithms for Co-Location Data Centers

Web Transparency for Complex Targeting: Algorithms, Limits, and Tradeoffs

Lagrangian-based Online Stochastic Bin Packing

Towards Cooling Internet-Scale Distributed Networks on the Cheap

A Simple Model to Quantify the Impact of Memory Latency and Bandwidth on Performance

Performance Characterization of Hyperscale Applicationson on NVMe SSDs

Online Auctions in IaaS Clouds: Welfare and Profit Maximization with Server Costs

Content Provider	ACM Digital Library
Author	Lau, Francis C.M. Li, Zongpeng Zhang, Xiaoxi Wu, Chuan Huang, Zhiyi
Abstract	Auction design has recently been studied for dynamic resource bundling and VM provisioning in IaaS clouds, but is mostly restricted to the one-shot or offline setting. This work targets a more realistic case of online VM auction design, where: (i) cloud users bid for resources into the future to assemble customized VMs with desired occupation durations; (ii) the cloud provider dynamically packs multiple types of resources on heterogeneous physical machines (servers) into the requested VMs; (iii) the operational costs of servers are considered in resource allocation; (iv) both social welfare and the cloud provider's net profit are to be maximized over the system running span. We design truthful, polynomial time auctions to achieve social welfare maximization and/or the provider's profit maximization with good competitive ratios. Our mechanisms consist of two main modules: (1) an online primal-dual optimization framework for VM allocation to maximize the social welfare with server costs, and for revealing the payments through the dual variables to guarantee truthfulness; and (2) a randomized reduction algorithm to convert the social welfare maximizing auctions to ones that provide a maximal expected profit for the provider, with competitive ratios comparable to those for social welfare. We adopt a new application of Fenchel duality in our primal-dual framework, which provides richer structures for convex programs than the commonly used Lagrangian duality, and our optimization framework is general and expressive enough to handle various convex server cost functions. The efficacy of the online auctions is validated through careful theoretical analysis and trace-driven simulation studies.
Starting Page	3
Ending Page	15
Page Count	13
File Format	PDF
ISBN	9781450334860
DOI	10.1145/2745844.2745855
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2015-06-15
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Cloud computing Online algorithms Truthful mechanisms Auction Pricing Resource allocation
Content Type	Text
Resource Type	Article

Central Library (ISO-9001:2015 Certified)
Indian Institute of Technology Kharagpur
Kharagpur, West Bengal, India | PIN - 721302

See location in the Map
03222 282435
Mail: support@ndl.gov.in

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in