Browsing Theses and Dissertations(library) by Author "Holder, Lawrence B."
Now showing items 1-6 of 6
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Application Of Graph-based Data Mining To Biological Networks
You, Chang Hun (Computer Science & Engineering, 2007-08-23)A huge amount of biological data has been generated by long-term research. It is time to start to focus on a system-level understanding of bio-systems. Biological networks are networks of biochemical reactions, containing ... -
Automating Inhabitant Interactions In Home And Workplace Environments Through Data-driven Generation Of Hierarchical Partially-observable Markov Decision Processes
Youngblood, Gregory Michael (Computer Science & Engineering, 2007-08-23)Markov models provide a useful representation of system behavioral actions and state observations, but they do not scale well. Utilizing a hierarchy and abstraction through hierarchical hidden Markov models (HHMMs) improves ... -
Comparison Of Search-based And Kernel-based Methods For Graph-based Relational Learning
Gonsalves, Chris Manuel (Computer Science & Engineering, 2007-08-23)Graph-based relational learning has been the focus of relational learning for quite some time. As most of the real-world data is structured, and hence cannot be represented in a single table, various logic-based and ... -
Inference Of Node And Edge Replacement Graph Grammars
Kukluk, Jacek (Computer Science & Engineering, 2007-08-23)In this dissertation we study the inference of node and edge replacement graph grammars. The approach is based on previous research in frequent isomorphic subgraphs discovery. We extend the search for frequent subgraphs ... -
Information Theoretic, Probabilistic And Maximum Partial Substructure Algorithms For Discovering Graph-based Anomalies
Eberle, William Fred (Computer Science & Engineering, 2007-08-23)The ability to mine data represented as a graph has become important in several domains for detecting various structural patterns. One important area of data mining is anomaly detection, particularly for fraud. However, ... -
Simulation Of Sensor Responses Of Advanced Security Systems
Natarajan, Janakiram (Computer Science & Engineering, 2007-08-23)Security systems are becoming an increasingly important area of research. Advanced security detection and surveillance systems that integrates a variety of detection mechanisms, like signals from different kinds of sensors, ...