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Computational Linguistics and Information Processing
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==Computational Linguistics and Information Processing at Maryland== | ==Computational Linguistics and Information Processing at Maryland== | ||
The CLIP | The CLIP Laboratory at Maryland is engaged in designing algorithms and methods that allow computers to effectively and efficiently perform human language-related tasks, as well as using computational methods to improve our scientific understanding of the human capacity for language, and to explore heterogeneous datasets at scale. With faculty, researchers, and students spanning | ||
the '''[http://www.cs.umd.edu/ Department of Computer Science]''', the '''[http://www.ling.umd.edu/ Department of Linguistics]''', | |||
the '''[http://ischool.umd.edu/ iSchool]''', and | |||
the '''[http://www.rhsmith.umd.edu/ Robert H. Smith School of Business]''', | |||
we are a group known not only for high quality research but also intellectual diversity and the strength of our collaborations. | |||
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We are part of the broader <span class="plainlinks">[http://languagescience.umd.edu/ language science]</span> center at Maryland, which integrates social and biological sciences with computer science and engineering. A number of language researchers in the CLIP lab are also affiliated with the | |||
<span class="plainlinks">'''[https://nacs.umd.edu/ Neuroscience and Cognitive Science (NACS) program]'''</span>. The lab is a part of the <span class="plainlinks">'''[http://umiacs.umd.edu/ University of Maryland Institute for Advanced Computer Studies (UMIACS)]'''</span>, and it is | |||
located in the Brendan Iribe Center for Computer Science and Engineering. | |||
CLIP research covers major areas of computational research on language, including (but not limited to!) | |||
deep learning, | |||
human-in-the-loop machine learning, | |||
multilingual text processing and low-resource languages, | |||
[[Research#Machine_Translation|machine translation]], and | |||
computational psycholinguistics. | |||
We also study | |||
speech retrieval and | |||
cross-language information retrieval. | |||
Additional challenges include | |||
ranking and personalization, | |||
[[Research#Computational_Social_Science|computational social science]] | |||
NLP for mental health, | |||
data science for finance, | |||
data science for social good and e-discovery. | |||
For further information about the CLIP Laboratory, feel free to contact its current director, '''[https://users.umiacs.umd.edu/~resnik/ Prof. Philip Resnik]'''. | |||
If you're new to the lab, check out the '''[https://wiki.umiacs.umd.edu/clip/index.php/Getting_Started Getting Started Page]'''! | |||
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Research in machine learning focuses on latent variable models of language, approximate inference, and how to make probabilistic models understandable to users. | Research in machine learning focuses on latent variable models of language, approximate inference, and how to make probabilistic models understandable to users. | ||
Data management research focuses on architectures for wide area computation with heterogeneous information servers, pattern discovery from the annotated hyperlinked Web of life science resources, personalization and ranking and recommendation for social media, and event detection and monitoring. | Data management research focuses on architectures for wide area computation with heterogeneous information servers, pattern discovery from the annotated hyperlinked Web of life science resources, personalization and ranking and recommendation for social media, and event detection and monitoring. | ||
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Latest revision as of 01:20, 15 October 2024
Computational Linguistics and Information Processing at Maryland
The CLIP Laboratory at Maryland is engaged in designing algorithms and methods that allow computers to effectively and efficiently perform human language-related tasks, as well as using computational methods to improve our scientific understanding of the human capacity for language, and to explore heterogeneous datasets at scale. With faculty, researchers, and students spanning the Department of Computer Science, the Department of Linguistics, the iSchool, and the Robert H. Smith School of Business, we are a group known not only for high quality research but also intellectual diversity and the strength of our collaborations.
We are part of the broader language science center at Maryland, which integrates social and biological sciences with computer science and engineering. A number of language researchers in the CLIP lab are also affiliated with the Neuroscience and Cognitive Science (NACS) program. The lab is a part of the University of Maryland Institute for Advanced Computer Studies (UMIACS), and it is located in the Brendan Iribe Center for Computer Science and Engineering.
CLIP research covers major areas of computational research on language, including (but not limited to!) deep learning, human-in-the-loop machine learning, multilingual text processing and low-resource languages, machine translation, and computational psycholinguistics. We also study speech retrieval and cross-language information retrieval. Additional challenges include ranking and personalization, computational social science NLP for mental health, data science for finance, data science for social good and e-discovery.
For further information about the CLIP Laboratory, feel free to contact its current director, Prof. Philip Resnik.
If you're new to the lab, check out the Getting Started Page!