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Advances in Intelligent Data Analysis XIX

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This book constitutes the proceedings of the 19th International Symposium on Intelligent Data Analysis, IDA 2021, which was plann... Weiterlesen
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Beschreibung

This book constitutes the proceedings of the 19th International Symposium on Intelligent Data Analysis, IDA 2021, which was planned to take place in Porto, Portugal. Due to the COVID-19 pandemic the conference was held online during April 26-28, 2021.

The 35 papers included in this book were carefully reviewed and selected from 113 submissions. The papers were organized in topical sections named: modeling with neural networks; modeling with statistical learning; modeling language and graphs; and modeling special data formats.



Inhalt

Modeling with Neural Networks.- Hyperspherical Weight Uncertainty in Neural Networks.- Partially Monotonic Learning for Neural Networks.- Multiple-Manifold Generation with an Ensemble GAN and Learned Noise Prior.- Simple, Efficient and Convenient Decentralized Multi-Task Learning for Neural Networks.- Deep Hybrid Neural Networks with Improved Weighted Word Embeddings for Sentiment Analysis.- Explaining Neural Networks by Decoding Layer Activations.- Analogical Embedding for Analogy-based Learning to Rank.- HORUS-NER: A Multimodal Named Entity Recognition Framework for Noisy Data.- Modeling with Statistical Learning.- Incremental Search Space Construction for Machine Learning Pipeline Synthesis.- Adversarial Vulnerability of Active Transfer Learning.- Revisiting Non-Specific Syndromic Surveillance.- Gradient Ascent for Best Response Regression.- Intelligent Structural Damage Detection: a Federated Learning Approach.- Composite surrogate for likelihood-free Bayesian optimisation in high-dimensional settings of activity-based transportation models.- Active Selection of Classification Features.- Feature Selection for Hierarchical Multi-Label Classification.- Bandit Algorithm for Both Unknown Best Position and Best Item Display on Web Pages.- Performance prediction for hardware-software configurations: A case study for video games.- avatar | Automated Feature Wrangling for Machine Learning.- Modeling Language and Graphs.- Semantically Enriching Embeddings of Highly In ectable Verbs for Improving Intent Detection in a Romanian Home Assistant Scenario.- BoneBert: A BERT-based Automated Information Extraction System of Radiology Reports for Bone Fracture Detection and Diagnosis.- Linking the Dynamics of User Stance to the Structure of Online Discussions.- Unsupervised Methods for the Study of Transformer Embeddings.- A Framework for Authorial Clustering of Shorter Texts in Latent Semantic Spaces.- DeepGG: a Deep Graph Generator.- SINr: fast computing of Sparse Interpretable Node Representations is not a sin.- Detection of contextual anomalies in attributed graphs.- Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware.- Modeling Special Data Formats.- Reducing Negative Impact of Noise in Boolean Matrix Factorization with Association Rules.- Z-Hist: A Temporal Abstraction of Multivariate Histogram Snapshots.- muppets: Multipurpose Table Segmentation.- SpLyCI: Integrating Spreadsheets by Recognising and Solving Layout Constraints.- RTL: A Robust Time Series Labeling Algorithm.- The Compromise of Data Privacy in Predictive Performance.- Efficient Privacy Preserving Distributed K-Means for Non-IID Data.

Produktinformationen

Titel: Advances in Intelligent Data Analysis XIX
Untertitel: 19th International Symposium on Intelligent Data Analysis, IDA 2021, Porto, Portugal, April 26-28, 2021, Proceedings
Editor:
EAN: 9783030742515
Digitaler Kopierschutz: Wasserzeichen
Format: E-Book (pdf)
Hersteller: Springer International Publishing
Genre: IT & Internet
Anzahl Seiten: 454
Veröffentlichung: 12.04.2021
Dateigrösse: 37.6 MB

Weitere Bände aus der Buchreihe "Lecture Notes in Computer Science"