Designing Agent-Based Electronic Employment Markets

Two modes of matching people with jobs prevail at present: 1) hierarchical planning and 2) distributed markets. Each has strengths and limitations, but few systems have been designed to take advantage of strengths corresponding to both. With evolving information technology, however, the job-matching process could be accomplished far more equitably and efficiently using web-based markets within the firm, and intelligent agents offer excellent potential to help both potential employees and employers find one another in a distributed, electronic marketplace. But realizing this potential goes well beyond simply changing the rules of internal job matching or making agent technology available to job searchers. Rather, the corresponding markets and technologies must be designed, together, to mutually accomplish the desired results (e.g., efficient and effective matching) and conform to necessary properties (e.g., market clearing). Through the research described in this paper, we draw from Game Theory results to assess the feasibility of using two-sided matching algorithms to address this market-design problem. We also draw from current agent research to address the information technology dimension of the problem by implementing a proof-of-concept multi-agent system to enact, automate and support the corresponding market solution. This paper integrates the key economic and technological elements required to design robust electronic employment markets. And the corresponding research provides new knowledge and insight into co-development of the requisite economic markets and agent technologies.     

DynaMICs: Comprehensive Support for Run-Time Monitoring

Software engineering strives to enable the economic construction of software systems that behave reliably, predictably, and safely. In other engineering disciplines, safety is assured in part by detailed monitoring of processes. In software, we may achieve some level of confidence in the operation of programs by monitoring their execution. DynaMICs is a software tool that facilitates the collection and use of constraints for software systems. In addition, it supports traceability by mapping constraints to system artifacts. Constraint specifications are stored separately from code; constraint-monitoring code is automatically generated from the specifications and inserted into the program at appropriate places; and constraints are verified at execution time. These constraint checks are triggered by changes made to variable values. We describe the architecture of DynaMICs, discuss alternative verification techniques, and outline research directions for the DynaMICs project.     

Cogan's syndrome with arthritis and aortic insufficiency

A young man with nonsyphilitic keratitis and vestibulo-auditory dysfunction (Cogan's syndrome) and a recurrent febrile illness has been observed over a 10 year period. The systemic manifestations have included a splenic abscess vasculitis, pericarditis, aortic valvulitis, and mono-articular inflammatory arthritis.     

Platelet aggregation, stroke, and transient ischemic attack in middle-aged and elderly patients

Platelet aggregation was studied with optical density methods in a group of 39 patients with stroke or transient ischemic attacks (TIA) and in age, sex, and race-matched controls. The patients were divided at age 60 into young stroke patients and young controls (18 pairs) and old stroke patients and old controls (21 pairs). A semiquantitative measure of the threshold of phase II of platelet aggregation and distinct of disaggregation 3 minutes after peak aggregation were used as an index of platelet aggregability. Aggregability was significantly greater in young stroke patients than in young controls. Aggregability was similar in old stroke patients and old controls. Both old stroke patients and old controls were hyperaggregable compared with young controls, indicating that aggregability rises with age. This suggests that platelet aggregability is significant risk factor for stroke but is relatively more important in the younger than in the older stroke patient.