Machine Learning and Principles and Practice of Knowledge Discovery in Databases : International Workshops of ECML PKDD 2022, Grenoble, France, September 19-23, 2022, Proceedings, Part I / edited by Irena Koprinska, Paolo Mignone, Riccardo Guidotti, Szymon Jaroszewicz, Holger Fröning, Francesco Gullo, Pedro M. Ferreira, Damian Roqueiro, Gaia Ceddia, Slawomir Nowaczyk, João Gama, Rita Ribeiro, Ricard Gavaldà, Elio Masciari, Zbigniew Ras, Ettore Ritacco, Francesca Naretto, Andreas Theissler, Przemyslaw Biecek, Wouter Verbeke, Gregor Schiele, Franz Pernkopf, Michaela Blott, Ilaria Bordino, Ivan Luciano Danesi, Giovanni Ponti, Lorenzo Severini, Annalisa Appice, Giuseppina Andresini, Ibéria Medeiros, Guilherme Graça, Lee Cooper, Naghmeh Ghazaleh, Jonas Richiardi, Diego Saldana, Konstantinos Sechidis, Arif Canakoglu, Sara Pido, Pietro Pinoli, Albert Bifet, Sepideh Pashami.

Format:

Book

Contributor:

Koprinska, Irena, Editor.

Mignone, Paolo., Editor.

Guidotti, Riccardo, Editor.

Jaroszewicz, Szymon., Editor.

Fröning, Holger., Editor.

Gullo, Francesco, Editor.

Ferreira, Pedro M., Editor.

Roqueiro, Damian., Editor.

Ceddia, Gaia., Editor.

Nowaczyk, Slawomir., Editor.

Gama, João, Editor.

Ribeiro, Rita, Editor.

Gavaldà, Ricard., Editor.

Masciari, Elio, Editor.

Raś, Zbigniew, Editor.

Ritacco, Ettore, Editor.

Naretto, Francesca., Editor.

Theissler, Andreas., Editor.

Biecek, Przemyslaw., Editor.

Verbeke, Wouter., Editor.

Schiele, Gregor, Editor.

Pernkopf, Franz., Editor.

Blott, Michaela., Editor.

Bordino, Ilaria., Editor.

Danesi, Ivan Luciano., Editor.

Ponti, Giovanni., Editor.

Severini, Lorenzo., Editor.

Appice, Annalisa, Editor.

Andresini, Giuseppina., Editor.

Medeiros, Ibéria., Editor.

Graça, Guilherme., Editor.

Cooper, Lee, Editor.

Ghazaleh, Naghmeh., Editor.

Richiardi, Jonas, Editor.

Saldana, Diego., Editor.

Sechidis, Konstantinos., Editor.

Canakoglu, Arif., Editor.

Pido, Sara., Editor.

Pinoli, Pietro., Editor.

Bifet, Albert, Editor.

Pashami, Sepideh., Editor.

SpringerLink (Online service)

Series:

Computer Science (SpringerNature-11645)

Communications in computer and information science 1865-0937 ; 1752

Communications in Computer and Information Science, 1865-0937 ; 1752

Language:

English

Subjects (All):

Artificial intelligence.

Image processing-Digital techniques.

Computer vision.

Computer engineering.

Computer networks.

Data structures (Computer science).

Information theory.

Application software.

Education-Data processing.

Artificial Intelligence.

Computer Imaging, Vision, Pattern Recognition and Graphics.

Computer Engineering and Networks.

Data Structures and Information Theory.

Computer and Information Systems Applications.

Computers and Education.

Local Subjects:

Artificial Intelligence.

Computer Imaging, Vision, Pattern Recognition and Graphics.

Computer Engineering and Networks.

Data Structures and Information Theory.

Computer and Information Systems Applications.

Computers and Education.

Physical Description:

1 online resource (XX, 633 pages) : 228 illustrations, 200 illustrations in color.

Edition:

1st ed. 2023.

Contained In:

Springer Nature eBook

Place of Publication:

Cham : Springer Nature Switzerland : Imprint: Springer, 2023.

System Details:

text file PDF

Summary:

This volume constitutes the papers of several workshops which were held in conjunction with the International Workshops of ECML PKDD 2022 on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML PKDD 2022, held in Grenoble, France, during September 19-23, 2022. The 73 revised full papers and 6 short papers presented in this book were carefully reviewed and selected from 143 submissions. ECML PKDD 2022 presents the following workshops: Workshop on Data Science for Social Good (SoGood 2022) Workshop on New Frontiers in Mining Complex Patterns (NFMCP 2022) Workshop on Explainable Knowledge Discovery in Data Mining (XKDD 2022) Workshop on Uplift Modeling (UMOD 2022) Workshop on IoT, Edge and Mobile for Embedded Machine Learning (ITEM 2022) Workshop on Mining Data for Financial Application (MIDAS 2022) Workshop on Machine Learning for Cybersecurity (MLCS 2022) Workshop on Machine Learning for Buildings Energy Management (MLBEM 2022) Workshop on Machine Learning for Pharma and Healthcare Applications (PharML 2022) Workshop on Data Analysis in Life Science (DALS 2022) Workshop on IoT Streams for Predictive Maintenance (IoT-PdM 2022).

Contents:

Workshop on Data Science for Social Good (SoGood 2022)

Preface from the workshop organisers

Gender Stereotyping Impact on Facial Expression Recognition

A Social Media Tool for Domain-Specific Information Retrieval - A Case Study in Human Trafficking

A Unified Framework for Assessing Energy Efficiency of Machine Learning

Fault Detection in Wastewater Treatment Plants: Application of Autoencoders Models with Streaming Data

A Temporal Fusion Transformer for Long-term Explainable Prediction of Emergency Department Overcrowding

Exploitation and Merge of Information Sources for Public Procurement Improvement

Geovisualisation tools for reporting and monitoring Transthyretin-associated Familial Amyloid Polyneuropathy disease

Evaluation of Group Fairness Measures in Student Performance Prediction Problems

Combining Image Enhancement Techniques and Deep Learning for Shallow Water Benthic Marine Litter Detection

Ethical and Technological AI Risks Classification: A Human vs Machine Approach

A Reinforcement Learning Algorithm for Fair Electoral Redistricting in Parliamentary Systems

Study on Correlation Between Vehicle Emissions and Air Quality in Porto

Intelligently Detecting Information Online-weaponisation Trends (IDIOT)

Workshop on New Frontiers in Mining Complex Patterns (NFMCP 2022)

Multi-Modal Terminology Management: Corpora, Data Models and Implementations in TermSTAR

Cluster algorithm for social choice

Sentimental Analysis of COVID-19 Vaccine Tweets using BERT+NBSVM

Rules, subgroups and redescriptions as features in classification tasks

Bitpaths: compressing datasets without decreasing predictive performance

Anomaly Detection for Physical Threat Intelligence

Workshop on eXplainable Knowledge Discovery in Data Mining (XKDD 2022)

Is Attention Interpretation? A Quantitative Assessment on Sets

From Disentangled Representation to Concept Ranking: Interpreting Deep Representations in Image Classification tasks

RangeGrad: Explaining Neural Networks by Measuring Uncertainty through Bound Propagation

An Empirical Evaluation of Predicted Outcomes as Explanations in Human-AI Decision-Making

Local Multi-Label Explanations for Random Forest

Interpretable and Reliable Rule Classification based on Conformal Prediction

Measuring the Burden of (Un)fairness Using Counterfactuals

Are SHAP values biased towards high-entropy features?

Simple explanations to summarise Subgroup Discovery outcomes: a case study concerning patient phenotyping

Limits of XAI task performance evaluation: an e-sport prediction example

Improving the quality of rule-based GNN explanations

Exposing Racial Dialect Bias in Abusive Language Detection: Can Explainability Play a Role?

On the Granularity of Explanations in Model Agnostic NLP Interpretability

Workshop on Uplift Modeling (UMOD 2022)

Estimating the impact of coupon non-usage

Shrinkage estimators for uplift regression

Workshop on IoT, Edge and Mobile for Embedded Machine Learning (ITEM 2022)

Hierarchical Design Space Exploration for Distributed CNN Inference at the Edge

Automated Search for Deep Neural Network Inference Partitioning on Embedded FPGA

Framework to Evaluate Deep Learning Algorithms for Edge Inference and Training

Hardware Execution Time Prediction for Neural Network Layers

Enhancing Energy-efficiency by Solving the Throughput Bottleneck of LSTM Cells for Embedded FPGAs

Accelerating RNN-based Speech Enhancement on a Multi-Core MCU with Mixed FP16-INT8 Post-Training Quantization

LDRNet: Enabling Real-time Document Localization on Mobile Devices.

Other Format:

Printed edition:

ISBN:

978-3-031-23618-1

9783031236181

Access Restriction:

Restricted for use by site license.