Human-in-the-loop machine learning: a state of the art

Multi-Label Active Learning-Based Machine Learning Model for Heart Disease Prediction

(2022) Ibrahim M. El-Hasnony et al.   SENSORS

Deep active learning for classifying cancer pathology reports

(2021) Kevin De Angeli et al.   BMC BIOINFORMATICS

A survey on active learning and human-in-the-loop deep learning for medical image analysis

(2021) Samuel Budd et al.   MEDICAL IMAGE ANALYSIS

Explainable artificial intelligence: a comprehensive review

(2021) Dang Minh et al.   ARTIFICIAL INTELLIGENCE REVIEW

Trustworthy AI

(2021) Jeannette M. Wing   COMMUNICATIONS OF THE ACM

Interactive machine teaching: a human-centered approach to building machine-learned models

(2020) Gonzalo Ramos et al.   HUMAN-COMPUTER INTERACTION

Human-Centered Artificial Intelligence: Reliable, Safe & Trustworthy

(2020) Ben Shneiderman   INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION

AIDE: Accelerating Image‐Based Ecological Surveys with Interactive Machine Learning

(2020) Benjamin Kellenberger et al.   Methods in Ecology and Evolution

Explainable Artificial Intelligence: Objectives, Stakeholders, and Future Research Opportunities

(2020) Christian Meske et al.   INFORMATION SYSTEMS MANAGEMENT

AutoML: A survey of the state-of-the-art

(2020) Xin He et al.   KNOWLEDGE-BASED SYSTEMS

A Comprehensive Survey on Transfer Learning

(2020) Fuzhen Zhuang et al.   PROCEEDINGS OF THE IEEE

Self-paced learning enhanced neural matrix factorization for noise-aware recommendation

(2020) Zhen Liu et al.   KNOWLEDGE-BASED SYSTEMS

ilastik: interactive machine learning for (bio)image analysis

(2019) Stuart Berg et al.   NATURE METHODS

Quantifying teaching behavior in robot learning from demonstration

(2019) Aran Sena et al.   INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH

Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI

(2019) Alejandro Barredo Arrieta et al.   Information Fusion

Teacher–Student Curriculum Learning

(2019) Tambet Matiisen et al.   IEEE Transactions on Neural Networks and Learning Systems

An Integrated TCGA Pan-Cancer Clinical Data Resource to Drive High-Quality Survival Outcome Analytics

(2018) Jianfang Liu et al.   CELL

Less is more: Sampling chemical space with active learning

(2018) Justin S. Smith et al.   JOURNAL OF CHEMICAL PHYSICS

Peeking inside the black-box: A survey on Explainable Artificial Intelligence (XAI)

(2018) Amina Adadi et al.   IEEE Access

Interactive machine learning: experimental evidence for the human in the algorithmic loop

(2018) Andreas Holzinger et al.   APPLIED INTELLIGENCE

Recent research advances on interactive machine learning

(2018) Liu Jiang et al.   JOURNAL OF VISUALIZATION

Learning Object Detectors With Semi-Annotated Weak Labels

(2018) Dingwen Zhang et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

Explaining nonlinear classification decisions with deep Taylor decomposition

(2017) Grégoire Montavon et al.   PATTERN RECOGNITION

Power to the People: The Role of Humans in Interactive Machine Learning

(2017) Saleema Amershi et al.   AI MAGAZINE

Adding Human Learning in Brain--Computer Interfaces (BCIs)

(2015) Nataliya Kosmyna et al.   ACM Transactions on Computer-Human Interaction

Interpreting support vector machine models for multivariate group wise analysis in neuroimaging

(2015) Bilwaj Gaonkar et al.   MEDICAL IMAGE ANALYSIS

Deep learning

(2015) Yann LeCun et al.   NATURE

Exploration versus exploitation in space, mind, and society

(2015) Thomas T. Hills et al.   TRENDS IN COGNITIVE SCIENCES

Review The Cancer Genome Atlas (TCGA): an immeasurable source of knowledge

(2015) Katarzyna Tomczak et al.   Wspolczesna Onkologia-Contemporary Oncology

Supervised machine learning and active learning in classification of radiology reports

(2014) D. H. M. Nguyen et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Interactive Machine Learning in Data Exploitation

(2013) Reid Porter et al.   COMPUTING IN SCIENCE & ENGINEERING

Visual Classifier Training for Text Document Retrieval

(2012) F. Heimerl et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

JAABA: interactive machine learning for automatic annotation of animal behavior

(2012) Mayank Kabra et al.   NATURE METHODS