yusuke1997/dblp-id-title huggingface dataset:
A Human-Centered Framework for Ensuring Reliability on Crowdsourced Labeling Tasks
Crowdsourcing for Reminiscence Chatbot Design
Human+AI Crowd Task Assignment Considering Result Quality Requirements
Personalized Human Computation
Proceedings of the HCOMP 2018 Works in Progress and Demonstration Papers Track of the sixth AAAI Conference on Human Computation and Crowdsourcing (HCOMP 2018), Zurich, Switzerland, July 5-8, 2018
Systematic Analysis of Output Agreement Games: Effects of Gaming Environment, Social Interaction, and Feedback
Making Crowdwork Work: Issues in Crowdsourcing for Organizations
Iterative Human-in-the-Loop Discovery of Unknown Unknowns in Image Datasets
Drafty: Enlisting Users To Be Editors Who Maintain Structured Data
Incentives for Privacy Tradeoff in Community Sensing
Friendsourcing for the Greater Good: Perceptions of Social Microvolunteering
Extracting Structured Information via Automatic + Human Computation
Plexiglass: Multiplexing Passive and Active Tasks for More Efficient Crowdsourcing
Parallel Task Routing for Crowdsourcing
Enhancing Image Classification Capabilities of Crowdsourcing-Based Methods through Expanded Input Elicitation
A Hybrid Approach to Identifying Unknown Unknowns of Predictive Models
Verifying Extended Entity Relationship Diagrams with Open Tasks
Crowdsourcing the Extraction of Data Practices from Privacy Policies
Are 1, 000 Features Worth A Picture? Combining Crowdsourcing and Face Recognition to Identify Civil War Soldiers
Evaluating Visual Conversational Agents via Cooperative Human-AI Games
To Re(label), or Not To Re(label)
Identifying and Accounting for Task-Dependent Bias in Crowdsourcing
English to Hindi Translation Protocols for an Enterprise Crowd
Tracking Human Process Using Crowd Collaboration to Enrich Data
"Is There Anything Else I Can Help You With?" Challenges in Deploying an On-Demand Crowd-Powered Conversational Agent
Towards Crowdsourcing Clickbait Labels for YouTube Videos
Platform-Related Factors in Repeatability and Reproducibility of Crowdsourcing Tasks
Navigating Uncertainty in Equity Crowdfunding
Attendee-Sourcing: Exploring The Design Space of Community-Informed Conference Scheduling
From Human Explanation to Model Interpretability: A Framework Based on Weight of Evidence
A Lightweight and Real-Time Worldwide Earthquake Detection and Monitoring System Based on Citizen Sensors
Persistent and Pervasive Real-World Sensing Using Games
Output Agreement Mechanisms and Common Knowledge
Making Time Fly: Using Fillers to Improve Perceived Latency in Crowd-Powered Conversational Systems
Interpretable Image Recognition with Hierarchical Prototypes
Studying the Effects of Task Notification Policies on Participation and Outcomes in On-the-go Crowdsourcing
PISCES: Participatory Incentive Strategies for Effective Community Engagement in Smart Cities
Crowdsourced Measure of News Articles Bias: Assessing Contributors' Reliability
Groupsourcing: Problem Solving, Social Learning and Knowledge Discovery on Social Networks
Crowdsourcing Relevance Assessments: The Unexpected Benefits of Limiting the Time to Judge
Online Assignment of Heterogeneous Tasks in Crowdsourcing Markets
Moral Reminder as a Way to Improve Worker Performance on Amazon Mechanical Turk
How Useful Are the Machine-Generated Interpretations to General Users? A Human Evaluation on Guessing the Incorrectly Predicted Labels
The Role of Super Agents in Mobile Crowdsourcing
When More Data Lead Us Astray: Active Data Acquisition in the Presence of Label Bias
Modeling Simultaneous Preferences for Age, Gender, Race, and Professional Profiles in Government-Expense Spending: A Conjoint Analysis
Crowdsourcing Multi-Label Classification for Taxonomy Creation
Ability Grouping of Crowd Workers via Reward Discrimination
Designing a Crowdsourcing Tool to Analyze Relationships Among Jazz Musicians: The Case of Linked Jazz 52nd Street
Verifying Conceptual Domain Models with Human Computation: A Case Study in Software Engineering
Pterodactyl: Two-Step Redaction of Images for Robust Face Deidentification
How Context Influences Cross-Device Task Acceptance in Crowd Work
Effective Operator Summaries Extraction
Impact of Algorithmic Decision Making on Human Behavior: Evidence from Ultimatum Bargaining
Diamonds From the Rough: Improving Drawing, Painting, and Singing via Crowdsourcing
A 10-Month-Long Deployment Study of On-Demand Recruiting for Low-Latency Crowdsourcing
From "In" to "Over": Behavioral Experiments on Whole-Network Computation
Real-Time Drawing Assistance through Crowdsourcing
On Localizing Keywords in Continuous Speech using Mismatched Crowd
Cioppino: Multi-Tenant Crowd Management
The Effects of Meaningful and Meaningless Explanations on Trust and Perceived System Accuracy in Intelligent Systems
Manipulating Social Roles in a Tagging Environment
Modeling Annotator Perspective and Polarized Opinions to Improve Hate Speech Detection
Assessing the Viability of Online Interruption Studies
Optimal Worker Quality and Answer Estimates in Crowd-Powered Filtering and Rating
Crowd Access Path Optimization: Diversity Matters
CrowdAR: Augmenting Live Video with a Real-Time Crowd
Revenue-Maximizing Stable Pricing in Online Labor Markets
Combining Crowd and Expert Labels Using Decision Theoretic Active Learning
Part Annotations via Pairwise Correspondence
The Work Exchange: Peer-to-Peer Enterprise Crowdsourcing
Identifying Possible Winners in Ranked Choice Voting Elections with Outstanding Ballots
How Do Crowdworker Communities and Microtask Markets Influence Each Other? A Data-Driven Study on Amazon Mechanical Turk
99designs: An Analysis of Creative Competition in Crowdsourced Design
Utility of Crowdsourced User Experiments for Measuring the Central Tendency of User Performance to Evaluate Error-Rate Models on GUIs
Crowdsourcing Real-Time Viral Disease and Pest Information: A Case of Nation-Wide Cassava Disease Surveillance in a Developing Country
Lessons from an Online Massive Genomics Computer Game
Improving Your Chances: Boosting Citizen Science Discovery
TaskLint: Automated Detection of Ambiguities in Task Instructions
Doodling: A Gaming Paradigm for Generating Language Data
State Detection Using Adaptive Human Sensor Sampling
A note on human computation limits
CrowdTruth 2.0: Quality Metrics for Crowdsourcing with Disagreement (short paper)
Crowdsourcing for Participatory Democracies: Efficient Elicitation of Social Choice Functions
Gamification of Loop-Invariant Discovery from Code
Proceedings of the Eighth AAAI Conference on Human Computation and Crowdsourcing, HCOMP 2020, Hilversum, The Netherlands (virtual), October 25-29, 2020
Efficient Techniques for Crowdsourced Top-k Lists
StreamCollab: A Streaming Crowd-AI Collaborative System to Smart Urban Infrastructure Monitoring in Social Sensing
Herding the Crowd: Automated Planning for Crowdsourced Planning
Gender Differences in Equity Crowdfunding
Understanding Crowdsourcing Workflow: Modeling and Optimizing Iterative and Parallel Processes
Proceedings of the Fourth AAAI Conference on Human Computation and Crowdsourcing, HCOMP 2016, 30 October - 3 November, 2016, Austin, Texas, USA
Word sense disambiguation via human computation
Detecting Non-Adversarial Collusion in Crowdsourcing
Publishable Humanly Usable Secure Password Creation Schemas
Reliable Aggregation of Boolean Crowdsourced Tasks
Automated Support for Collective Memory of Conversational Interactions
"But You Promised": Methods to Improve Crowd Engagement In Non-Ground Truth Tasks
Frenzy: A Platform for Friendsourcing
Crowdclustering with Sparse Pairwise Labels: A Matrix Completion Approach
The ActiveCrowdToolkit: An Open-Source Tool for Benchmarking Active Learning Algorithms for Crowdsourcing Research
Using Crowdsourcing to Generate an Evaluation Dataset for Name Matching Technologies
Identifying Relevant Text Fragments to Help Crowdsource Privacy Policy Annotations
Towards a Language for Non-Expert Specification of POMDPs for Crowdsourcing
Proceedings of the Sixth AAAI Conference on Human Computation and Crowdsourcing, HCOMP 2018, Zürich, Switzerland, July 5-8, 2018
Cobi: Community-Informed Conference Scheduling
Contextual Commonsense Knowledge Acquisition from Social Content by Crowd-Sourcing Explanations
Towards Social Norm Design for Crowdsourcing Markets
Groupsourcing: Distributed Problem Solving Using Social Networks
On the Bayesian Rational Assumption in Information Design
Learning and Feature Selection under Budget Constraints in Crowdsourcing
TurkServer: Enabling Synchronous and Longitudinal Online Experiments
STEP: A Scalable Testing and Evaluation Platform
Using Human and Machine Processing in Recommendation Systems
On the Role of Task Design in Crowdsourcing Campaigns
Collective Story Writing through Linking Images
DataSift: An Expressive and Accurate Crowd-Powered Search Toolkit
Human Evaluation of Models Built for Interpretability
Crowdsourced Explanations for Humorous Internet Memes Based on Linguistic Theories
Cost-Effective HITs for Relative Similarity Comparisons
Proceedings of the 1st Workshop on Subjectivity, Ambiguity and Disagreement in Crowdsourcing, and Short Paper Proceedings of the 1st Workshop on Disentangling the Relation Between Crowdsourcing and Bias Management (SAD 2018 and CrowdBias 2018) co-located the 6th AAAI Conference on Human Computation and Crowdsourcing (HCOMP 2018), Zürich, Switzerland, July 5, 2018
Skill-and-Stress-Aware Assignment of Crowd-Worker Groups to Task Streams
Performance of Paid and Volunteer Image Labeling in Citizen Science - A Retrospective Analysis
Effects of Algorithmic Decision-Making and Interpretability on Human Behavior: Experiments using Crowdsourcing
Detecting Deceptive Opinion Spam Using Human Computation
Dwelling on the Negative: Incentivizing Effort in Peer Prediction
Tropel: Crowdsourcing Detectors with Minimal Training
To Play or Not to Play: Interactions between Response Quality and Task Complexity in Games and Paid Crowdsourcing
An Initial Study of Automatic Curb Ramp Detection with Crowdsourced Verification Using Google Street View Images
Winner-Take-All Crowdsourcing Contests with Stochastic Production
Social Choice for Human Computation
Let's Agree to Disagree: Fixing Agreement Measures for Crowdsourcing
CrowDEA: Multi-View Idea Prioritization with Crowds
Privacy-Preserving Face Redaction Using Crowdsourcing
Crowdsourcing Translation by Leveraging Tournament Selection and Lattice-Based String Alignment
Expert Disagreement in Sequential Labeling: A Case Study on Adjudication in Medical Time Series Analysis (short paper)
Predicting Crowd Work Quality under Monetary Interventions
Imitation Learning on Atari using Non-Expert Human Annotations
Fast, Accurate, and Healthier: Interactive Blurring Helps Moderators Reduce Exposure to Harmful Content
The Role of Domain Expertise in User Trust and the Impact of First Impressions with Intelligent Systems
Proceedings of the Seventh AAAI Conference on Human Computation and Crowdsourcing, HCOMP 2019, Stevenson, WA, USA, October 28-30, 2019
Proceedings of the Second AAAI Conference on Human Computation and Crowdsourcing, HCOMP 2014, November 2-4, 2014, Pittsburgh, Pennsylvania, USA
Phylo and Open-Phylo: A Human-Computing Platform for Comparative Genomics
"A Game Without Competition Is Hardly a Game": The Impact of Competitions on Player Activity in a Human Computation Game"
Active Learning with Unbalanced Classes and Example-Generation Queries
Post It or Not: Viewership Based Posting of Crowdsourced Tasks
Validating the Quality of Crowdsourced Psychometric Personality Test Items
Who Is in Your Top Three? Optimizing Learning in Elections with Many Candidates
How Do We Talk about Other People? Group (Un)Fairness in Natural Language Image Descriptions
Does Exposure to Diverse Perspectives Mitigate Biases in Crowdwork? An Explorative Study
Community Clustering: Leveraging an Academic Crowd to Form Coherent Conference Sessions
Captchas With a Purpose
Explaining Autonomous Decisions in Swarms of Human-on-the-Loop Small Unmanned Aerial Systems
TrailView: Combining Gamification and Social Network Voting Mechanisms for Useful Data Collection
SQUARE: A Benchmark for Research on Computing Crowd Consensus
Studying the "Wisdom of Crowds" at Scale
HiveMind: Tuning Crowd Response with a Single Value
Scaling-Up the Crowd: Micro-Task Pricing Schemes for Worker Retention and Latency Improvement
Crowd-Sourcing Design: Sketch Minimization using Crowds for Feedback
Expert Disagreement in Sequential Labeling: A Case Study on Adjudication in Medical Time Series Analysis
Using the Crowd to Do Natural Language Programming
CrowdUtility: A Recommendation System for Crowdsourcing Platforms
Rapid Instance-Level Knowledge Acquisition for Google Maps from Class-Level Common Sense
Crowd-O-Meter: Predicting if a Person Is Vulnerable to Believe Political Claims
Assigning Tasks to Workers by Referring to Their Schedules in Mobile Crowdsourcing
It Is like Finding a Polar Bear in the Savannah! Concept-Level AI Explanations with Analogical Inference from Commonsense Knowledge
Crowd, the Teaching Assistant: Educational Assessment Crowdsourcing
A Human-Centric Perspective on Model Monitoring
Behavior-Based Quality Assurance in Crowdsourcing Markets
The Challenges of Crowd Workers in Rural and Urban America
Toward automatic task design: a progress report
TRACCS: A Framework for Trajectory-Aware Coordinated Urban Crowd-Sourcing
Modeling and Exploration of Crowdsourcing Micro-Tasks Execution
Glance Privacy: Obfuscating Personal Identity While Coding Behavioral Video
Task search in a human computation market
Understanding the Impact of Text Highlighting in Crowdsourcing Tasks
EURECA: Enhanced Understanding of Real Environments via Crowd Assistance
Crowdsourcing Annotations for Visual Object Detection
LimitBias! Measuring Worker Biases in the Crowdsourced Collection of Subjective Judgments (short paper)
A Framework for Adaptive Crowd Query Processing
Trainbot: A Conversational Interface to Train Crowd Workers for Delivering On-Demand Therapy
Learning from Crowds and Experts
LabelBoost: An Ensemble Model for Ground Truth Inference Using Boosted Trees
Crowdsourcing Feature Discovery via Adaptively Chosen Comparisons
Monetary Interventions in Crowdsourcing Task Switching
All That Glitters Is Gold - An Attack Scheme on Gold Questions in Crowdsourcing
A Case for a Range of Acceptable Annotations
Product Concept Evaluation System Applying Preference Market
HCOMP-13 Organization
A Markov Decision Process Framework for Predictable Job Completion Times on Crowdsourcing Platforms
Comparing Experts and Novices for AI Data Work: Insights on Allocating Human Intelligence to Design a Conversational Agent
Crowd-Sourced Knowledge Graph Extension: A Belief Revision Based Approach
Adapting Collaborative Filtering to Personalized Audio Production
Extending Workers' Attention Span Through Dummy Events
The anatomy of a large-scale human computation engine
Crowdsourcing Perceptions of Gerrymandering
Ontology Quality Assurance with the Crowd
Testing Stylistic Interventions to Reduce Emotional Impact of Content Moderation Workers
Crowdsourcing in the Field: A Case Study Using Local Crowds for Event Reporting
Statistical Quality Estimation for General Crowdsourcing Tasks
Personalized Online Education - A Crowdsourcing Challenge
What Will Others Choose? How a Majority Vote Reward Scheme Can Improve Human Computation in a Spatial Location Identification Task
Reconstructing the world in 3D: bringing games with a purpose outdoors
Going against the (Appropriate) Flow: A Contextual Integrity Approach to Privacy Policy Analysis
Interactive Consensus Agreement Games for Labeling Images
Webpardy: harvesting QA by HC
Predicting Crowd-Based Translation Quality with Language-Independent Feature Vectors
Contextual Procurement in Online Crowdsourcing Markets
Progression in a Language Annotation Game with a Purpose
Click Carving: Segmenting Objects in Video with Point Clicks
A Game with a Purpose for Recommender Systems
A Cross-Cultural Study of Motivations to Participate in a Crowdsourcing Project to Support People with Disabilities
How Effective an Odd Message Can Be: Appropriate and Inappropriate Topics in Speech-Based Vehicle Interfaces
Using Worker Quality Scores to Improve Stopping Rules
A Crowd of Your Own: Crowdsourcing for On-Demand Personalization
CRQA: Crowd-Powered Real-Time Automatic Question Answering System
Frontiers of a paradigm: exploring human computation with digital games
"If it didn't happen, why would I change my decision?": How Judges Respond to Counterfactual Explanations for the Public Safety Assessment
OnDroad Planner: Building Tourist Plans Using Traveling Social Network Information
Supporting Image Geolocation with Diagramming and Crowdsourcing
Using Anonymity and Communal Efforts to Improve Quality of Crowdsourced Feedback
Proceedings of the Fifth AAAI Conference on Human Computation and Crowdsourcing, HCOMP 2017, 23-26 October 2017, Québec City, Québec, Canada
To Crowdsource or Not To Crowdsource?
Crowdsourcing participation inequality: a SCOUT model for the enterprise domain
Second Opinion: Supporting Last-Mile Person Identification with Crowdsourcing and Face Recognition
Deja Vu: Characterizing Worker Reliability Using Task Consistency
Aggregating Human-Expert Opinions for Multi-Label Classification
Improving music emotion labeling using human computation
A Ground Truth Inference Model for Ordinal Crowd-Sourced Labels Using Hard Assignment Expectation Maximization
Learning to Predict Population-Level Label Distributions
CrowdMask: Using Crowds to Preserve Privacy in Crowd-Powered Systems via Progressive Filtering
Two Methods for Measuring Question Difficulty and Discrimination in Incomplete Crowdsourced Data
Motivating Novice Crowd Workers through Goal Setting: An Investigation into the Effects on Complex Crowdsourcing Task Training
Strategyproofing Peer Assessment via Partitioning: The Price in Terms of Evaluators' Expertise
Batch Prioritization of Data Labeling Tasks for Training Classifiers
Crowdsourced Nonparametric Density Estimation Using Relative Distances
Playful Surveys: Easing Challenges of Human Subject Research with Online Crowds
Your Behavior Signals Your Reliability: Modeling Crowd Behavioral Traces to Ensure Quality Relevance Annotations
Soliciting Human-in-the-Loop User Feedback for Interactive Machine Learning Reduces User Trust and Impressions of Model Accuracy
Crowdsourcing Based on GPS
How Biased Is Your NLG Evaluation? (short paper)
Leveraging the Contributions of the Casual Majority to Identify Appealing Web Content
Predicting Crowdworkers' Performance as Human-Sensors for Robot Navigation
Curio: A Platform for Supporting Mixed-Expertise Crowdsourcing
Goal-Setting Behavior of Workers on Crowdsourcing Platforms: An Exploratory Study on MTurk and Prolific
Tuning the Diversity of Open-Ended Responses From the Crowd
Enabling Physical Crowdsourcing On-the-Go with Context-Sensitive Notifications
Squaring and Scripting the ESP Game
Capturing Ambiguity in Crowdsourcing Frame Disambiguation
Proceedings of the Third AAAI Conference on Human Computation and Crowdsourcing, HCOMP 2015, November 8-11, 2015, San Diego, California, USA
Crowdsourcing Spatial Phenomena Using Trust-Based Heteroskedastic Gaussian Processes
Supporting ESL Writing by Prompting Crowdsourced Structural Feedback
Crowd-Aware Space Monitoring by Crowdsourcing a Micro QA Task
Towards Accountable AI: Hybrid Human-Machine Analyses for Characterizing System Failure
Crowdclass: Designing Classification-Based Citizen Science Learning Modules
Dynamic Filter: Adaptive Query Processing with the Crowd
Leveraging Side Information to Improve Label Quality Control in Crowd-Sourcing
CrowdBand: An Automated Crowdsourcing Sound Composition System
Improving Quality of Crowdsourced Labels via Probabilistic Matrix Factorization
Inserting Micro-Breaks into Crowdsourcing Workflows
Transcribing and Annotating Speech Corpora for Speech Recognition: A Three-Step Crowdsourcing Approach with Quality Control
Incentives to Counter Bias in Human Computation
Octopus: A Framework for Cost-Quality-Time Optimization in Crowdsourcing
Using Crowdsourcing to Generate Surrogate Training Data for Robotic Grasp Prediction
Allocation Schemes in Analytic Evaluation: Applicant-Centric Holistic or Attribute-Centric Segmented?
Automating Crowdsourcing Tasks in an Industrial Environment
Proposal and Initial Study for Animal Crowdsourcing
Leveraging Collaboration: A Methodology for the Design of Social Problem-Solving Systems
Crowdsourcing Objective Answers to Subjective Questions Online
Quality Control for Crowdsourced Enumeration Tasks
HCOMP-14 Organization
Beyond Accuracy: The Role of Mental Models in Human-AI Team Performance
Adaptive Performance Optimization over Crowd Labor Channels
A Crowdsourcing Method for Obtaining Rephrased Questions
Effective Prize Structure for Simple Crowdsourcing Contests with Participation Costs
Surpassing Humans and Computers with JELLYBEAN: Crowd-Vision-Hybrid Counting Algorithms
Much Ado About Time: Exhaustive Annotation of Temporal Data
Can You Explain That? Lucid Explanations Help Human-AI Collaborative Image Retrieval
Understanding Socially Constructed Concepts Using Blogs Data
Mechanism Design for Crowdsourcing Markets with Heterogeneous Tasks
Learning Sociocultural Knowledge via Crowdsourced Examples
Utilizing Crowdsourced Asynchronous Chat for Efficient Collection of Dialogue Dataset
Low Effort Crowdsourcing: Leveraging Peripheral Attention for Crowd Work
WingIt: Efficient Refinement of Unclear Task Instructions
Reducing Error in Context-Sensitive Crowdsourced Tasks
Sellers' problems in human computation markets
Predicting Quality of Crowdsourced Image Segmentations from Crowd Behavior
Measuring utility of human-computer interaction
MicroTalk: Using Argumentation to Improve Crowdsourcing Accuracy
Device-Type Influence in Crowd-based Natural Language Translation Tasks (short paper)
What You See Is What You Get? The Impact of Representation Criteria on Human Bias in Hiring
The 4th Human Computation Workshop, HCOMP@AAAI 2012, Toronto, Ontario, Canada, July 23, 2012
Wanted: More Nails for the Hammer - An Investigation Into the Application of Human Computation
Learning Supervised Topic Models from Crowds
Understanding Potential MicrotaskWorkers for Paid Crowdsourcing
The Rise of Curation on GitHub
Crowdlines: Supporting Synthesis of Diverse Information Sources through Crowdsourced Outlines
Using games to improve productivity in software engineering
Robot Programming by Demonstration with Crowdsourced Action Fixes
Poetry of the Crowd: A Human Computation Algorithm to Convert Prose into Rhyming Verse
Enhancing Collective Estimates by Aggregating Cardinal and Ordinal Inputs
nEmesis: Which Restaurants Should You Avoid Today?
Innovation Offshoring by Small and Medium-Sized Enterprises - Establishing the Research Gap
Global Sourcing of Information Technology and Business Processes - 4th Global Sourcing Workshop 2010, Zermatt, Switzerland, March 22-25, 2010, Revised Selected Papers
Exploring IT Outsourcing Governance with Vendor's Interpersonal Networks: A Case Study
Offshore BPO Decisions and Institutional Influence on Senior Managers
Parallel Transitions in IT Outsourcing: Making It Happen
Understanding Collaboration in Multisourcing Arrangements: A Social Exchange Theory Perspective
Assuring Compliance in IT Subcontracting and Cloud Computing
The Role of Willingness and Motivation in the Art of Start: A Case Study of IT SME Supplier Selection and Development
An Examination of the Relationship Between Organizational Culture Determinants and Retained Organizations Growth Stages
Motivation and Autonomy in Global Software Development
Designing a Sourcing Ecosystem for Strategic Innovation Through "Big Data" Applications
Services Offshoring: A Microfoundations Perspective
Shared Services Centres: A Case Study on a Dispersed Services Oriented Organization
Understanding the Impact of Isomorphic Influences on Business Services Outsourcing Decisions: An Institutional Theory Approach - Research in Progress
Information Technology Outsourcing and the Bottom Line
Relative and Joint Dependence in IS Outsourcing Relationships - A Model of Effects on Relational Facets and Exchange Performance
Cloud Sourcing: Implications for Managing the IT Function
Management of Multi-cloud Computing