Titlebook: Machine Learning and Principles and Practice of Knowledge Discovery in Databases; International Worksh Michael Kamp,Irena Koprinska,Guilher

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978-3-030-93732-4Springer Nature Switzerland AG 2021

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Machine Learning and Principles and Practice of Knowledge Discovery in Databases978-3-030-93733-1Series ISSN 1865-0929 Series E-ISSN 1865-0937

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A Reasoning Approach to Financial Data Exchange with Statistical ConfidentialityMotivated by our experience with the Bank of Italy, in this work we present Vada-SA, a reasoning framework for financial data exchange with statistical confidentiality. By reasoning on the interplay of the features that may lead to identity disclosure, the framework is able to guarantee explainable, declarative, and context-aware confidentiality.

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敲竹杠

Immunoglobulin

On Neural Forecasting and News Emotions: The Case of the Spanish Stock Marketloyed to produce point and density forecasts. After providing an overview of the methodology under current development, some preliminary findings are also given, showing an improvement in the IBEX-35 index fitting when the emotional variables are included in the model, and an overall validity of the employed approach.

HAIL

Glower

Linguistic Analysis of Stack Overflow Data: Native English vs Non-native English Speakerss related to software development. We analyze the communications related to software collaboration using linguistic features. We mine data from online question-answer forum, . and evaluate machine learning approaches to classify contributors as native English speakers . non-native English speakers.

Mri485

Financial Forecasting with Word Embeddings Extracted from News: A Preliminary Analysisle forecasting the US S&P500 index by means of DeepAR, an advanced neural forecasting method based on auto-regressive Recurrent Neural Networks operating in a probabilistic setting. Although this is currently on-going work, the obtained preliminary results look promising, suggesting an overall validity of the employed methodology.