Publications
Fast online learning of antijamming and jamming strategies
Summary
Summary
Competing Cognitive Radio Network (CCRN) coalesces communicator (comm) nodes and jammers to achieve maximal networking efficiency in the presence of adversarial threats. We have previously developed two contrasting approaches for CCRN based on multi-armed bandit (MAB) and Qlearning. Despite their differences, both approaches have shown to achieve optimal throughput performance...
The MITLL-AFRL IWSLT 2015 Systems
Summary
Summary
This report summarizes the MITLL-AFRL MT, ASR and SLT systems and the experiments run using them during the 2015 IWSLT evaluation campaign. We build on the progress made last year, and additionally experimented with neural MT, unknown word processing, and system combination. We applied these techniques to translating Chinese to...
Spyglass: demand-provisioned Linux containers for private network access
Summary
Summary
System administrators are required to access the privileged, or "super-user," interfaces of computing, networking, and storage resources they support. This low-level infrastructure underpins most of the security tools and features common today and is assumed to be secure. A malicious system administrator or malware on the system administrator's client system...
Improved hidden clique detection by optimal linear fusion of multiple adjacency matrices
Summary
Summary
Graph fusion has emerged as a promising research area for addressing challenges associated with noisy, uncertain, multi-source data. While many ad-hoc graph fusion techniques exist in the current literature, an analytical approach for analyzing the fundamentals of the graph fusion problem is lacking. We consider the setting where we are...
Residuals-based subgraph detection with cue vertices
Summary
Summary
A common problem in modern graph analysis is the detection of communities, an example of which is the detection of a single anomalously dense subgraph. Recent results have demonstrated a fundamental limit for this problem when using spectral analysis of modularity. In this paper, we demonstrate the implication of these...
Sampling operations on big data
Summary
Summary
The 3Vs -- Volume, Velocity and Variety -- of Big Data continues to be a large challenge for systems and algorithms designed to store, process and disseminate information for discovery and exploration under real-time constraints. Common signal processing operations such as sampling and filtering, which have been used for decades...
Percolation model of insider threats to assess the optimum number of rules
Summary
Summary
Rules, regulations, and policies are the basis of civilized society and are used to coordinate the activities of individuals who have a variety of goals and purposes. History has taught that over-regulation (too many rules) makes it difficult to compete and under-regulation (too few rules) can lead to crisis. This...
Domain mismatch compensation for speaker recognition using a library of whiteners
Summary
Summary
The development of the i-vector framework for generating low dimensional representations of speech utterances has led to considerable improvements in speaker recognition performance. Although these gains have been achieved in periodic National Institute of Standards and Technology (NIST) evaluations, the problem of domain mismatch, where the system development data and...
Unlocking user-centered design methods for building cyber security visualizations(3.93 MB)
Summary
Summary
User-centered design can aid visualization designers to build better, more practical tools that meet the needs of cyber security users. In this paper, we discuss three design methods and illustrate how each method informed two real-world cyber security visualization projects which resulted in successful deployments to users.
VAST Challenge 2015: Mayhem at Dinofun World(757.94 KB)
Summary
Summary
A fictitious amusement park and a larger-than-life hometown football hero provided participants in the VAST Challenge 2015 with an engaging yet complex storyline and setting in which to analyze movement and communication patterns.