Collective Problem Solving using Social Compute Units

نویسندگان

  • Bikram Sengupta
  • Anshu Jain
  • Kamal Bhattacharya
  • Hong Linh Truong
  • Schahram Dustdar
چکیده

Service process orchestration using workflow technologies has led to significant improvements in generating predicable outcomes by automating tedious manual tasks but suffer from challenges related to the flexibility required in work especially when humans are involved. Recently emerging trends in enterprises to explore social computing concepts have realized value in more agile work process orchestrations but tend to be less predictable with respect to outcomes. In this paper, we use IT services management, specifically, incident management for large scale systems, to investigate the interplay of workflow systems and social computing. We apply a recently introduced concept of social compute units (SCU), and flexible teams sourced based on various parameters such as skills, availability, incident urgency, etc. in the context of resolution of incidents in an IT service provider organization. Results from simulation-based experiments indicate that the combination of SCUs and workflow based processes can lead to significant improvement in key service delivery outcomes, with average resolution time per incident and number of SLO violations being at times as low as 53.7% and 38.1%, respectively of the corresponding values for pure workflow based incident management. Moreover, significant benefits may also be obtained through cross-skilling of practitioners via exposure to new skills in the context of collaborative work.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Augmenting Complex Problem Solving with Hybrid Compute Units

Combining software-based and human-based services is crucial for several complex problems that cannot be solved using software-based services alone. In this paper, we present novel methods for modeling and developing hybrid compute units of software-based and human-based services. We discuss high-level programming elements for different types of softwareand humanbased service units and their re...

متن کامل

Exploring Collective Behavior in Social Computation Through Relational Statistical Models

Humans have a surprising ability to solve hard problems by working collaboratively. Using data from collaborative human problemsolving experiments conducted by Judd et al., we apply statistical models that are both relational and temporal to simulate the strategies that participants in the experiments may have employed to successfully perform hard computations. We compose models of individual b...

متن کامل

Social Learning Strategies Reconcile the Relationship Between Network Structure and Collective Problem Solving

We study how different social learning strategies, composed of cognitively plausible rules that guide information search, stopping search and decision making, affect population-level performance in a collective problem-solving task. We show that different social learning strategies lead to remarkably different outcomes and demonstrate how these outcomes are affected by the communication network...

متن کامل

Collective Motivational Attitudes in Cooperative Problem Solving

In this paper we investigate the role of collective commitments in groups of agents involved in Cooperative Problem Solving (CPS). Collective intentions and collective commitmens are formalized in the logical framework designed by Rao and Georgee in 22]. The novelty of our approach is to base a collective commitment on a social plan, and deening it in terms of collective intentions and pairwise...

متن کامل

Solving the Economic Load Dispatch Problem Considering Units with Different Fuels Using Evolutionary Algorithms

Nowadays, economic load dispatch between generation units with least cost involved is one of the most important issues in utilizing power systems. In this paper, a new method i.e. Water Cycle Algorithm (WCA) which is similar to other intelligent algorithm and is based on swarm, is employed in order to solve the economic load dispatch problem between power plants. In order to investigate the eff...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:
  • Int. J. Cooperative Inf. Syst.

دوره 22  شماره 

صفحات  -

تاریخ انتشار 2013