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Hidden fallacies in formally verified systems
(Georgia Institute of Technology, 2020-04-28)
Formal verification or formal methods represent a rising trend in approaches to correct software construction, i.e. they help us answer the question of how to build software that contains no errors, colloquially known as ...
Domain adaptation via data augmentation
(Georgia Institute of Technology, 2020-04-28)
Deep learning (DL) models require large labeled datasets for training. Practitioners often need to adapt an existing DL model to a different domain. For instance, a practitioner in a company developing autonomous vehicles ...
Metacognitive tutoring for inquiry-driven modeling
(Georgia Institute of Technology, 2015-01-07)
Over the past several decades, many K-12 classes have moved to use open, inquiry-based approaches to science instruction; research has shown some benefits from these approaches. However, there also exist significant ...
Efficient inference algorithms for network activities
(Georgia Institute of Technology, 2015-01-08)
The real social network and associated communities are often hidden under the declared friend or group lists in social networks. We usually observe the manifestation of these hidden networks and communities in the form of ...
Data mining in large audio collections of dolphin signals
(Georgia Institute of Technology, 2015-07-24)
The study of dolphin cognition involves intensive research of animal vocal-
izations recorded in the field. In this dissertation I address the automated analysis
of audible dolphin communication. I propose a system called ...
Strategic behavior and database privacy
(Georgia Institute of Technology, 2015-07-27)
This dissertation focuses on strategic behavior and database privacy. First, we look at strategic behavior as a tool for distributed computation. We blend the perspectives of game theory and mechanism design in proposals ...
Algorithmic manipulation of probability distributions for networks and mechanisms
(Georgia Institute of Technology, 2018-12-19)
In this thesis we present four different works that solve problems in
dynamic graph algorithms, spectral graph algorithms, computational
economics, and differential privacy. While these areas are not all
strongly ...
Cost-configurable cloud storage system designs
(Georgia Institute of Technology, 2019-04-02)
Today’s cloud storage systems lack flexible cost-performance trade-offs. For example, (a) in database systems, there are only a limited number of cost-performance options and they are not seamless, (b) in cloud caching ...
Interpretation, grounding and imagination for machine intelligence
(Georgia Institute of Technology, 2018-11-08)
Understanding how to model computer vision and natural language jointly is a long-standing challenge in artificial intelligence. In this thesis, I study how modeling vision and language using semantic and pragmatic ...
Incremental design revision in biologically inspired design
(Georgia Institute of Technology, 2018-11-09)
Design is the process by which solutions get developed to solve social challenges, and its products can be seen across our world from toothbrushes to computers to spaceships. Conceptual design is an early phase of design ...