doi: 10.15786/dspace/4446
Image of a tan quartzite side notched projectile point, base and midsection fragment. Provenience: E1-?-4
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doi: 10.15786/dspace/4296
Image of a tan quartzite side notched projectile point with a concave base, complete. Provenience: W3-?-72"
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doi: 10.15786/dspace/4690
Tibia anterior aspect at 9.0 magnification.
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doi: 10.15786/dspace/4990
Innominate fragment at 11.8 magnification.
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System log files are filled with logged events, status codes, and other messages. By analyzing the log files, the systems current state can be determined, and find out if something during its execution went wrong. Log file analysis has been studied for some time now, where recent studies have shown state-of-the-art performance using machine learning techniques. In this thesis, document classification solutions were tested on log files in order to classify regular system runs versus abnormal system runs. To solve this task, supervised and unsupervised learning methods were combined. Doc2Vec was used to extract document features, and Convolutional Neural Network (CNN) and Long Short-Term Memory (LSTM) based architectures on the classification task. With the use of the machine learning models and preprocessing techniques the tested models yielded an f1-score and accuracy above 95% when classifying log files.
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citations | 0 | |
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doi: 10.15786/dspace/4033
Image of a gray quartzite side notched projectile point, complete. Provenience: N1-2-31"
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doi: 10.15786/dspace/4843
Metacarpal medial aspect at 8.7 magnification.
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citations | 0 | |
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doi: 10.15786/dspace/4760
Bone Point body at 7.6 magnification.
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doi: 10.15786/dspace/4159
Image of a gray porcellanite unnotched projectile point with a concave base, missing the very tip. Provenience: S1-4-(20"-26")
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citations | 0 | |
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doi: 10.15786/dspace/4403
Image of an orange quartzite side notched projectile point with a concave base, complete. Provenience: O-?-75"
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citations | 0 | |
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influence | Average | |
impulse | Average |
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doi: 10.15786/dspace/4446
Image of a tan quartzite side notched projectile point, base and midsection fragment. Provenience: E1-?-4
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citations | 0 | |
popularity | Average | |
influence | Average | |
impulse | Average |
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doi: 10.15786/dspace/4296
Image of a tan quartzite side notched projectile point with a concave base, complete. Provenience: W3-?-72"
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citations | 0 | |
popularity | Average | |
influence | Average | |
impulse | Average |
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doi: 10.15786/dspace/4690
Tibia anterior aspect at 9.0 magnification.
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doi: 10.15786/dspace/4990
Innominate fragment at 11.8 magnification.
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System log files are filled with logged events, status codes, and other messages. By analyzing the log files, the systems current state can be determined, and find out if something during its execution went wrong. Log file analysis has been studied for some time now, where recent studies have shown state-of-the-art performance using machine learning techniques. In this thesis, document classification solutions were tested on log files in order to classify regular system runs versus abnormal system runs. To solve this task, supervised and unsupervised learning methods were combined. Doc2Vec was used to extract document features, and Convolutional Neural Network (CNN) and Long Short-Term Memory (LSTM) based architectures on the classification task. With the use of the machine learning models and preprocessing techniques the tested models yielded an f1-score and accuracy above 95% when classifying log files.
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citations | 0 | |
popularity | Average | |
influence | Average | |
impulse | Average |
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doi: 10.15786/dspace/4033
Image of a gray quartzite side notched projectile point, complete. Provenience: N1-2-31"
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citations | 0 | |
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influence | Average | |
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doi: 10.15786/dspace/4843
Metacarpal medial aspect at 8.7 magnification.
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citations | 0 | |
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influence | Average | |
impulse | Average |
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doi: 10.15786/dspace/4760
Bone Point body at 7.6 magnification.
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citations | 0 | |
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influence | Average | |
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doi: 10.15786/dspace/4159
Image of a gray porcellanite unnotched projectile point with a concave base, missing the very tip. Provenience: S1-4-(20"-26")
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citations | 0 | |
popularity | Average | |
influence | Average | |
impulse | Average |
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doi: 10.15786/dspace/4403
Image of an orange quartzite side notched projectile point with a concave base, complete. Provenience: O-?-75"
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citations | 0 | |
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influence | Average | |
impulse | Average |
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