Physical Sciences and Mathematics Commons^™

Incremental Procedures For Partitioning Highly Intermixed Multi-Class Datasets Into Hyper-Spherical And Hyper-Ellipsoidal Clusters, Qinglu Kong, Qiuming Zhu

Computer Science Faculty Publications

Two procedures for partitioning large collections of highly intermixed datasets of different classes into a number of hyper-spherical or hyper-ellipsoidal clusters are presented. The incremental procedures are to generate a minimum numbers of hyper-spherical or hyper-ellipsoidal clusters with each cluster containing a maximum number of data points of the same class. The procedures extend the move-to-front algorithms originally designed for construction of minimum sized enclosing balls or ellipsoids for dataset of a single class. The resulting clusters of the dataset can be used for data modeling, outlier detection, discrimination analysis, and knowledge discovery.

Does Mutual Knowledge Affect Virtual Team Performance? Theoretical Analysis And Anecdotal Evidence, Alanah Davis, Deepak Khazanchi

Information Systems and Quantitative Analysis Faculty Publications

This paper describes the concept of mutual knowledge and its potential impact on virtual team performance. Based on an analysis of extant literature, we argue that there is a gap in our understanding of what is known about mutual knowledge as it impacts team dynamics and virtual team performance. Supporting literature, anecdotes, and case studies are used to discuss the importance of mutual knowledge for virtual team performance and the research issues that need to be addressed in the future.

A Trend Pattern Assessment Approach To Microarray Gene Expression Profiling Data Analysis, Kahai Cao, Qiuming Zhu, Javeed Iqbal, John W.C. Chan

Computer Science Faculty Publications

We study the problem of how to assess the reliability of a statistical measurement on data set containing unknown quantity of noises, inconsistencies, and outliers. A practical approach that analyzes the dynamical patterns (trends) of the statistical measurements through a sequential extreme-boundary-points (EBP) weed-out process is explored. We categorize the weed-out trend patterns (WOTP) and examine their relation to the reliability of the measurement. The approach is applied to the processes of extracting genes that are predictive to BCL2 translocations and to clinical survival outcomes of diffuse large B-cell lymphoma (DLBCL) from DNA Microarray gene expression profiling data sets. Fisher’s …

A Three-Tier Knowledge Management Scheme For Software Engineering Support And Innovation, Richard Corbin, Christopher B. Dunbar, Qiuming Zhu

Computer Science Faculty Publications

To ensure smooth and successful transition of software innovations to enterprise systems, it is critical to maintain proper levels of knowledge about the system configuration, the operational environment, and the technology in both existing and new systems. We present a three-tier knowledge management scheme through a systematic planning of actions spanning the transition processes in levels from conceptual exploration to prototype development, experimentation, and product evaluation. The three-tier scheme is an integrated effort for bridging the development and operation communities, maintaining stability to the operational performance, and adapting swiftly to software technology innovations. The scheme combines experiences of academic researches …

The Influence Of Online Word Of Mouth On Product Sales In Retail E-Commerce: An Empirical Investigation, Alanah Davis, Deepak Khazanchi

Information Systems and Quantitative Analysis Faculty Proceedings & Presentations

The ability to exchange opinions and experiences online is known as online word of mouth (WOM). Due to the high acceptance of consumers and their apparent reliance on online WOM it is important for organizations to understand how it works and what kind of impact it has on product sales. Using the well-established notions of volume and valence to describe online WOM, we empirically evaluate the hypothesized relationship between online WOM in a retail e-commerce site and actual product sales. Our analysis of the data shows that there is a significant change in the number of products sold following the …

An Information Technology Therapy Approach To Micro-Enterprise Adoption Of Icts, Peter Wolcott, Sajda Qureshi, Mehruz Kamal

Information Systems and Quantitative Analysis Faculty Proceedings & Presentations

The advent of Information and Communication Technologies (ICTs) has opened up new opportunities for micro-enterprises to improve their businesses. However the challenges to using ICTs are impeding these businesses from growing into the drivers for development that they can be. This suggests that a potentially important driver of development needs to be supported. This paper investigates the adoption of ICTs in eight micro-enterprises in an underserved community of Omaha, Nebraska. Following an action research study, this research provides insight into the key challenges and opportunities facing micro-enterprises in their use of ICTs to create value for their businesses. Its contribution …

Hierarchical Collective Agent Network (Hcan) For Efficient 3 Fusion And Management Of Multiple Networked Sensors, Qiuming Zhu, Stuart L. Aldridge, Tomas N. Resha

Computer Science Faculty Publications

Agent-based software systems and applications are constructed by integrating diverse sets of components that are intelligent, heterogeneous, distributed, and concurrent. This paper describes a multi-agent system to assure the operation efficiency and reliability in data fusion and management of a set of networked distributive sensors (NDS). We discuss the general concept and architecture of a Hierarchical Collective Agent Network (HCAN) and its functional components for learning and adaptive control of the NDS. Sophistication of a HCAN control environment and an anatomy of the agent modules for enabling intelligent data fusion and management are presented. An exemplar HCAN is configured to …

The Influence Of Transactive Memory On Mutual Knowledge In Virtual Teams: A Theoretical Proposal, Alanah Davis, Deepak Khazanchi

Information Systems and Quantitative Analysis Faculty Proceedings & Presentations

Advancements in information technologies (IT) have enabled the ability to exchange knowledge within and across organizations through virtual teams. However, the ability to effectively communicate and share knowledge in virtual settings can become a difficult task due to the complex nature of both the virtual context and the technology used to support them. This paper argues that transactive memory theory can explain how mutual knowledge enhances virtual team performance. We present a conceptual model and theoretical propositions for the study of the relationship between transactive memory and mutual knowledge in virtual teams.

The Effects Of Pairing Participants In Facilitated Group Support Systems Sessions, John D. Murphy, Deepak Khazanchi

Information Systems and Quantitative Analysis Faculty Proceedings & Presentations

Group Support Systems (GSS) have been used to support facilitated ideation sessions for years and have been studied from a number of different perspectives. Throughout this time the norm for running electronic brainstorming sessions has been for participants to work on their own workstations. A review of applicable literature suggests that pairing participants at GSS workstations could result in higher quality inputs and participant satisfaction. This proposition is examined with a lab experiment to test for differences between paired and unpaired facilitated GSS sessions. The results of the experiment suggest that pairing participants does yield higher quality ideas from facilitated …

Employing Social Capital By Small & Medium Enterprises To Bear Fruit From Wireless Communications, Abdelnasser Abdelaal, Mehruz Kamal, Peter Wolcott

Information Systems and Quantitative Analysis Faculty Proceedings & Presentations

Wireless and mobile communications can save Small and Medium Enterprises (SMEs) significant time, money, and effort due to the mobility, flexibility, and ease of use mobile devices provide. SMEs that use such innovations can improve productivity, decrease costs, and enhance the quality of the business process. Lacking technical skills and financial resources, SMEs need special support from local communities and governments in order to survive the severe competition of big chain stores. This paper proposes a model for SMEs to adopt new innovations—those of wireless communications—by employing social capital. We have used a case study approach to show that social …

Dynamic Energy Aware Task Scheduling Using Run-Queue Peek, Sachin Pawaskar, Hesham Ali

Computer Science Faculty Proceedings & Presentations

Scheduling dependent tasks is one of the most challenging problems in parallel and distributed systems. It is known to be computationally intractable in its general form as well as several restricted cases. An interesting application of scheduling is in the area of energy awareness for mobile battery operated devices where minimizing the energy utilized is the most important scheduling policy consideration. A number of heuristics have been developed for this consideration. In this paper, we study the scheduling problem for a particular battery model. In the proposed work, we show how to enhance a well know approach of accounting for …

Cmodels: Sat-Based Answer Set Programming System, Yuliya Lierler, Marco Maratea

Computer Science Faculty Publications

CMODELS [1, 2] is an answer set programming [3] system that uses the same frontend LPARSE as answer set solver SMODELS (http://www.tcs.hut.fi/Software/smodels/). CMODELS main computational characteristics is that it computes answer sets using a SAT solver for search.

The use of SAT solvers for generating answer sets is based on the fact that for logic programs satisfying syntactic condition, tightness, the answer set semantics is equivalent to the Clark’s completion semantics. In addition, [4] introduced concept of a loop formula, and demonstrated that the answer sets of a logic program are exactly the models of its completion that satisfy the …

Head-Elementary-Set-Free Logic Programs, Martin Gebser, Joohyung Lee, Yuliya Lierler

Computer Science Faculty Proceedings & Presentations

The recently proposed notion of an elementary set yielded a refinement of the theorem on loop formulas, telling us that the stable models of a disjunctive logic program can be characterized by the loop formulas of its elementary sets. Based on the notion of an elementary set, we propose the notion of head-elementary-set-free (HEF) programs, a more general class of disjunctive programs than head-cycle-free (HCF) programs proposed by Ben-Eiiyahu and Dechter. that can still be turned into nondisjunct:ive programs in polynomial time and space by "shifting" the head atoms into the body. We show several properties of HEF programs that …

Sustainability Of Information Technology Therapy On Micro-Enterprise Development., Sajda Qureshi, Mehruz Kamal, Peter Wolcott

Information Systems and Quantitative Analysis Faculty Proceedings & Presentations

The use of information technology in microenterprises has been shown to bring about improvements in accessing new markets, in achieving administrative efficiencies, increased productivity and competitiveness. To benefit from IT, micro-enterprises require specialized intervention and support. At the same time these micro-enterprises require skill sets that can translate their unique needs to IT solutions. This paper provides an IT Therapy approach to addressing micro-enterprise needs through IT. Following an action research approach to investigating micro-enterprises, this paper provides insights into how IT can bring about sustained improvements in micro-enterprises. The contribution of this paper is in guidelines of how IT …

Best Practices For Implementing Agile Methods: A Guide For Department Of Defense Software Developers, Ann L. Fruhling, Alvin E. Tarrell

Information Systems and Quantitative Analysis Faculty Publications

Traditional plan-driven software development has been widely used in the government because it's considered to be less risky, more consistent, and structured. But there has been a shift from this approach to Agile methods which are more flexible, resulting in fast releases by working in an incremental fashion to adapt to the reality of the changing or unclear requirements.

This report describes the Agile software development philosophy, methods, and best practices in launching software design projects using the Agile approach. It is targeted to Defense Department software developers because they face broad challenges in creating enterprise-wide information systems, where Agile …

Quantifying Position Accuracy Of Multimodal Data From Global Positioning System–Enabled Cell Phones, David P. Aguilar, Sean J. Barbeau, Miguel A. Labrador, Alfredo J. Perez, Rafael A. Perez

Computer Science Faculty Publications

The emergence of cell phones with embedded Global Positioning System (GPS) chips provides opportunities to push personalized real-time travel information subject to an individual's current location. One such application, a travel assistant device, notifies cognitively disabled public transportation users when it is time to request a stop and exit the vehicle. GPS-enabled cell phones must provide highly accurate real-time location data for this type of service. The components used in the data-collection process are identified, and a quantitative analysis of real-time GPS data obtained with a cell phone while walking, driving a vehicle, and riding public transportation is provided. The …