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John Brubaker (ca. 1750-ca. 1825) was born in Germany and probably immigrated to America as a boy with his parents. He married Anna Myers, daughter of Jacob Meyer, in 1774, in Cocalico Township, Lancaster County, Pennsylvania. They had eight children, 1775-1794. The family migrated to Franklin County, Virginia, ca. 1789; and moved to Botetourt County, Virginia, ca. 1804. Descendants lived in Virginia, Ohio, Iowa, Kansas, Illinois, California, and elsewhere.
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Joseph Shirk was born 30 January 1820 in East Earl Township, Lancaster County, Pennsylvania. His parents were Peter Shirk (1785-1845) and Sarah Sensenig. He married Esther Horning (1826-1901) in about 1850. They had thirtenn children. Joseph died 19 August 1902. Descendants and relatives lived mainly in Pennsylvania.
At an auction, an old, battered violin receives scant attention until a kindly violinist sees its worth and in playing it, calls forth beautiful music.
Graph-structured data is ubiquitous throughout the natural and social sciences, from telecommunication networks to quantum chemistry. Building relational inductive biases into deep learning architectures is crucial for creating systems that can learn, reason, and generalize from this kind of data. Recent years have seen a surge in research on graph representation learning, including techniques for deep graph embeddings, generalizations of convolutional neural networks to graph-structured data, and neural message-passing approaches inspired by belief propagation. These advances in graph representation learning have led to new state-of-the-art results in numerous domains, including chemical sy...