Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 11 of 11 for “"Continuous Representations"”.
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Continuous representations and models from random walk diffusion limits
… of discrete objects is known as a 'continuous representation'. Continuous space models of words, objects, and signals have become ubiquitous tools for learning rich representations of data, from natural language processing to computer vision. Even in cases that the embedding is not …
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Continuous Representations in Machine Learning - With applications to medical imaging and operator learning
… observations can naturally be described as continuous processes rather than discrete data points -- making their data inherently continuous. Consequently, in recent years, the deep learning research community has increasingly explored continuous representations, which refer to both …
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Galois representations of orthogonal rigid local systems
… line without two points. These correspond to continuous representations of the etale fundamental group, which can be specialized to compatible systems of Galois representations. This leads to the second maximally unipotent family. Because of the geometric origin, we can show using a theorem of …
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Building small domain-specific masked language models vs. large generative models for clinical decision support and their effects on users.
… on a set of computations done over weighted continuous representations of the inputs. The continuous representations learned by such systems remain “black box-like”, where the only elements directly understandable by the human user are the model inputs and outputs. In the first part of this …
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Discount bundling via dense product embeddings
… created from click-stream data to generate dense continuous representations of products called embeddings. We then put minimal structure on these embeddings and develop heuristics for complementarity and substitutability among products. Subsequently, we use the heuristics to create multiple …
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A continuum Approach to Power system simulation
… in certain circumstances, the behavior of a continuously distributed system. This resemblance motivated the derivation of continuum models, which were used to explain and predict disturbance propagation, un-damped power oscillations, and the stability of power systems. In this dissertation, …
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Representation Learning beyond Semantic Similarity: Character-aware and Function-specific Approaches
… concerned with building machine-understandable representations of discrete units of text. Continuous representations are at the core of modern machine learning applications, and representation learning has thereby become one of the central research areas in NLP. The induction of text …
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Evolving Network Representation Learning Based on Random Walks
… interest in learning low-dimensional continuous representations of networks that can be utilized to perform highly accurate and scalable graph mining tasks. A family of these methods is based on performing random walks on a network to learn its structural features before feeding the …
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Tracking urban growth and composition along the western portion of the U.S. - Mexico border: 1985 -2010
… ways: urban extent, dominant land cover, and continuous representations of vegetation, impervious surface, and soil. The urban representations were used to calculate landscape metrics and the metrics were subsequently analyzed over time from 1985 - 2010. Urban areas in the U.S. and Mexico …
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Quantification of land use and land cover in a Monsoon agricultural mosaic from space
… presented: ground data collection, derivation of continuous LULC, and classification of multi-crop LULC. First, high-quality LULC observation data was collected over the study site Haean catchment, South Korea. The observed data illustrates the detailed LULC of the catchment for the three-year …
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Interpretation of Learned Solutions for Precoding-Oriented Massive MIMO CSI Feedback Design
… on the specific channel sector. Here, the latent representations act as continuous, high-fidelity maps of the channel information, a characteristic mirrored in the continuous distribution of the precoders. Both these two continuous representations prove not to be clusterable.Conversely, in the …