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Jinxiu Chen

dblp:31/3120 · DBLP profile ↗
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6ranked-venue papers
5as first author
1since 2021 · last 2021
—ORCID · unresolved

Domains — the database's venue-derived domains; a paper can count in several

Artificial intelligence and machine learning · 6 · 5 first-author · 1 since 2021

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Artificial intelligence
3 papers
Information extraction and text analysis · 100%
Databases, data mining, and information retrieval
2 papers
Data mining · 100%
Theoretical computer science
1 paper
Graph algorithms and graph theory · 100%

Topics — the 6 heaviest of 6, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Natural language and speech › Information extraction and text analysis
relation extraction
0.232006
Unsupervised Relation Disambiguation with Order Identification Capabilities · EMNLP 2006
Unsupervised Relation Disambiguation Using Spectral Clustering · ACL 2006
Relation Extraction Using Label Propagation Based Semi-Supervised Learning · ACL 2006
Data mining
clustering
0.122006
Unsupervised Relation Disambiguation with Order Identification Capabilities · EMNLP 2006
Unsupervised Relation Disambiguation Using Spectral Clustering · ACL 2006
Natural language and speech › Information extraction and text analysis › relation extraction
semi-supervised relation extraction
0.112006
Relation Extraction Using Label Propagation Based Semi-Supervised Learning · ACL 2006
Data mining › clustering
unsupervised learning
0.112006
Unsupervised Relation Disambiguation with Order Identification Capabilities · EMNLP 2006
Data mining › clustering
spectral clustering
0.012006
Unsupervised Relation Disambiguation Using Spectral Clustering · ACL 2006
Graph algorithms and graph theory › network analysis › network diffusion
label propagation
0.012006
Relation Extraction Using Label Propagation Based Semi-Supervised Learning · ACL 2006

Methods — techniques the papers use, named apart from their topics

spectral clustering · 0.1order identification · 0.1label propagation · 0.1graph-based semi-supervised learning · 0.1
YearPublicationVenuePosition
2021 A cognitive vision method for the detection of plant disease images
Junde Chen, Jinxiu Chen, Yaser Ahangari Nanehkaran, Yuandong Sun
Mach. Vis. Appl.2
2006 Relation Extraction Using Label Propagation Based Semi-Supervised Learning
abstract
Shortage of manually labeled data is an obstacle to supervised relation extraction methods. In this paper we investigate a graph based semi-supervised learning algorithm, a label propagation (LP) algorithm, for relation extraction. It represents labeled and unlabeled examples and their distances as the nodes and the weights of edges of a graph, and tries to obtain a labeling function to satisfy two constraints: 1) it should be fixed on the labeled nodes, 2) it should be smooth on the whole graph. Experiment results on the ACE corpus showed that this LP algorithm achieves better performance than SVM when only very few labeled examples are available, and it also performs better than bootstrapping for the relation extraction task.
Jinxiu Chen, Donghong Ji, Chew Lim Tan, Zhengyu Niu
ACL1
2006 Unsupervised Relation Disambiguation Using Spectral Clustering
Jinxiu Chen, Donghong Ji, Chew Lim Tan, Zhengyu Niu
ACL1
2006 Unsupervised Relation Disambiguation with Order Identification Capabilities
Jinxiu Chen, Donghong Ji, Chew Lim Tan, Zhengyu Niu
EMNLP1
2006 Semi-supervised Relation Extraction with Label Propagation
Jinxiu Chen, Donghong Ji, Chew Lim Tan, Zhengyu Niu
HLT-NAACL1
2005 Automatic Relation Extraction with Model Order Selection and Discriminative Label Identification
Jinxiu Chen, Donghong Ji, Chew Lim Tan, Zhengyu Niu
IJCNLP1