This three-volume set constitutes the refereed proceedings of the 14th International Conference on Knowledge Science, Engineering and Management, KSEM 2021, held in Tokyo, Japan, in August 2021.
The 164 revised full papers were carefully reviewed and selected from 492 submissions. The contributions are organized in the following topical sections: knowledge science with learning and AI; knowledge engineering research and applications; knowledge management with optimization and security.
Part II Knowledge Engineering Research and Applications
(KERA).- Pretrain-Transfer Strategy.- English Cloze Test Based on BERT.- An
Automatic Method for Understanding Political Polarization through Social
Media.- An Improved Convolutional Neural Network Based on Noise Layer.-
Syntactic Enhanced Projection Network for Few-shot Chinese Event Extraction.-
A Framework of Data Augmentation While Active Learning for Chinese Named
Entity Recognition.- Traffic Route Planning in Partially Observable
Enviroment Using Actions Group Representation.- Bayesian belief network Model
using Sematic Concept for Expert Finding.- Towards Solving the Winograd
Schema Challenge: Model-Free, Model-Based and a Spectrum in Between.- The
Novel Efficient Transformer for NLP.- Pretrain-Transfer Strategy.- English
Cloze Test Based on BERT.- An Automatic Method for Understanding Political
Polarization through Social Media.- An Improved Convolutional Neural Network
Based on Noise Layer.- Syntactic Enhanced Projection Network for Few-shot
Chinese Event Extraction.- A Framework of Data Augmentation While Active
Learning for Chinese Named Entity Recognition.- Traffic Route Planning in
Partially Observable Enviroment Using Actions Group Representation.- Bayesian
belief network Model using Sematic Concept for Expert Finding.- Towards
Solving the Winograd Schema Challenge: Model-Free, Model-Based and a Spectrum
in Between.- The Novel Efficient Transformer for NLP.- Joint Entity and
Relation Extraction for Long Text.- Evaluating dataset creation heuristics
for concept detection in web pages using BERT.-Panoptic-DLA: Doucument Layout
Analysis of Historical Newspapers Based on Proposal-Free Panoptic
Segmentation Model.- Improving Answer Type Classification Quality Through
Combined Question Answering Datasets.- FOBA: Flight Operation Behavior
Analysis Based On Hierarchical Encoding.- An Event Detection Method Combining
Temporal Dimension and Position Dimension.- Local Feature Normalization.-
Combining Knowledge with Attention Neural Networks for Short Text
Classification.- A Dialogue Contextual Flow Model for Utterance Intent
Recognition in Multi-turn Online Conversation.- An Empirical Study on Effect
of Semantic Measures in Cross-domain Recommender System in User Cold-start
Scenario.- Community Enhanced Course Concept Recommendation in MOOCs with
Multiple Entities.- AABC:ALBERT-BiLSTM-CRF combining with Adapters.-
Q-learning with Fisher Score for Feature Selection of Large-scale Data Sets.-
The Modularity of Inconsistent Knowledge Bases with Application to Measuring
Inconsistency.- Collaborative Embedding for Knowledge Tracing.- Construction
and Analysis of Cross-Regional Emergency Collaboration Network Model.-
Residual gated recurrent unit-based stacked network for stock trend
prediction from limit order book.- A Social Attribute Inferred Model Based on
Spatio-Temporal Data.- Chinese Judicial Abstracting Based on Short Sentence
Extraction and GPT-2.- Extracting Anomalous Pre-Earthquake Signatures from
Swarm Satellite Data using EOF and PC analysis.- Hierarchical Multi-label
Text Classification: Self-adaption Semantic Awareness Network Integrating
Text Topic and Label Level Information.- Sememes-based Framework for
Knowledge Graph Embedding with Comprehensive-Information.- Domain-Specific
Sentence Encoder for Intention Recognition in Large-Scale Shopping
Platforms.- Chinese Event Detection Based on Event Ontology and Siamese
Network.- Alzheimers Disease Prediction Using EfficientNet and Fastai.-
Interval Occlusion Calculus with Size Information.- Adaptive Entity Alignment
for Cross-lingual Knowledge Graph.-Similarity-Based Heterogeneous Graph
Attention Network for Knowledge-Enhanced Recommendation.- Accurate and
robust RGB-D visual odometry based on point and line features.- Sentence
Extraction-Based Machine Reading Comprehension for Vietnamese.- Analyzing
and Recommending Development Order based on Design ClassDiagram.- HCapsNet: A
Text Classification Model Based On Hierarchical Capsule Network.- Sentence
Matching With Deep Self-Attention and Co-Attention Features.- Not Only the
Contextual Semantic Information ļ¼A Deep Fusion Sentimental Analysis Model
towards Extremely Short Comments.- A Label Noise Robust Cross-Modal Hashing
Approach.- Acoustic Modeling for Indoor Spaces Using Ray-Tracing Method.-
Learning path recommendation for MOOC platforms based on a knowledge graph.-
Spy The Lie: Fraudulent Jobs Detection in Recruitment Domain using Knowledge
Graphs.- Performance Evaluation of Multi-class Sentiment Classification using
Deep Neural Network Models Optimised for Binary Classification.-Discovering
Stable Ride-sharing Groups for Commuting Private Car using Spatio-temporal
Semantic Similarity.- SA2SL: From Aspect-Based Sentiment Analysis to Social
Listening System for Business Intelligence.
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