Profile image of Jingyu Hou

Dr Jingyu Hou

STAFF PROFILE

Position

Visitor

Faculty

Deakin College

Department

Deakin College

Campus

Melbourne Burwood Campus

Publications

Filter by

2023

A theoretical analysis of continuous firing condition for pulse-coupled neural networks with its applications

X Jin, P Zhang, Y He, Q Jiang, P Wang, J Hou, W Zhou, S Yao

(2023), Vol. 126, pp. 1-30, Engineering Applications of Artificial Intelligence, Amsterdam, The Netherlands, C1

journal article

Embracing the dropouts in single-cell RNA-seq dynamics modelling

M Xiang, W Luo, J Hou, W Tao

(2023), Vol. 2023-June, pp. 1-8, IJCNN 2023 : Proceedings of the International Joint Conference on Neural Networks, Gold Coast, Queensland, E1

conference

Bridging the Interpretability Gap in Coupled Neural Dynamical Models

M Xiang, W Luo, J Hou, W Tao

(2023), Vol. 14176 LNAI, pp. 524-534, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), E1

conference
2022

A Multifocus Image Fusion Scheme Based on Similarity Measure of Transformed Isosceles Triangles between Intuitionistic Fuzzy Sets

Q Jiang, S Lee, X Zeng, X Jin, J Hou, W Zhou, S Yao

(2022), Vol. 71, pp. 1-15, IEEE Transactions on Instrumentation and Measurement, Piscataway, N.J., C1

journal article

Bi-dimensional principal gene feature selection from big gene expression data

X Hou, J Hou, G Huang

(2022), Vol. 17, pp. e0278583-e0278583, PLoS ONE, United States, C1

journal article

Dynamic base stations selection method for passive location based on GDOP

S Miao, L Dong, J Hou

(2022), Vol. 17, pp. e0272487-e0272487, PLoS ONE, United States, C1-1

journal article

Data forwarding: A new VoteRank and Assortativity based approach to improve propagation time in social networks

K Majbouri Yazdi, J Hou, S Khodayi, A Majbouri Yazdi, S Saedi, W Zhou

(2022), Vol. 28, pp. 275-285, Journal of High Speed Networks, C1

journal article

Attention-based Feature Fusion for Reconstructing Gene-Regulatory Interactions

M Xiang, W Luo, J Hou, W Tao

(2022), pp. 1-7, DSAA 2022 : Proceedings of the 2022 IEEE 9th International Conference on Data Science and Advanced Analytics, Online, E1

conference
2021

Leakage-Free Dissemination of Authenticated Tree-Structured Data with Multi-Party Control

J Liu, J Hou, W Yang, Y Xiang, W Zhou, W Wu, X Huang

(2021), Vol. 70, pp. 1120-1131, IEEE Transactions on Computers, C1

journal article

Impute Gene Expression Missing Values via Biological Networks: Optimal Fusion of Data and Knowledge

Mingrong Xiang, Jingyu Hou, Wei Luo, Wenjing Tao, Deshou Wang

(2021), pp. 1-8, IJCNN 2021 : Proceedings of the International Joint Conference on Neural Networks, Shenzhen, China, E1

conference
2020

Secure and efficient sharing of authenticated energy usage data with privacy preservation

J Liu, J Hou, X Huang, Y Xiang, T Zhu

(2020), Vol. 92, pp. 1-11, Computers and Security, Amsterdam, The Netherlands, C1

journal article

Prediction optimization of diffusion paths in social networks using integration of ant colony and densest subgraph algorithms

Kasra Majbouri Yazdi, Adel Majbouri Yazdi, Saeid Khodayi, Jingyu Hou, Wanlei Zhou, Saeed Saedy, Mehrdad Rostami

(2020), Vol. 26, pp. 141-153, Journal of high speed networks, [Amsterdam, The Netherlands], C1

journal article

Improving Fake News Detection Using K-means and Support Vector Machine Approaches

Kasra Yazdi, Adel Yazdi, Saeid Khodayi, Jingyu Hou, Wanlei Zhou, Saeed Saedy

(2020), pp. 38-42, ICCNSIP 2020 : Proceedings of the International Conference on Communications, Networking, Signal and Image Processing, Melbourne, Victoria, E1

conference

Plant images recognition based on transfer learning

S Miao, J Hou, Lihui Zhong

(2020), pp. 125-129, ICIAI 2020 : Proceedings of the 2020 the 4th International Conference on Innovation in Artificial Intelligence, Xiamen, China, E1

conference

Abnormal heart sound recognition based on instantaneous frequency and singular value decomposition

S Miao, L Zhong, J Hou, J Dong, W Wang

(2020), pp. 1-5, BIBE 2020 : Proceedings of the Fourth International Conference on Biological Information and Biomedical Engineering, Chengdu, China, E1

conference
2019

Non-local texture optimization with wasserstein regularization under convolutional neural network

J Li, Y Xiang, J Hou, D Xu

(2019), Vol. 21, pp. 1437-1449, IEEE transactions on multimedia, Piscataway, N.J., C1

journal article

A novel gene selection algorithm for cancer classification using microarray datasets

R Alanni, J Hou, H Azzawi, Y Xiang

(2019), Vol. 12, BMC Medical Genomics, England, C1

journal article

Novel multi-keyword search on encrypted data in the cloud

Yunyun Wu, J Hou, Jing Liu, Wanlei Zhou, Shaowen Yao

(2019), Vol. 7, pp. 31984-31996, IEEE Access, Piscataway, N.J., C1

journal article

Cancer adjuvant chemotherapy prediction model for non-small cell lung cancer

Russul Alanni, J Hou, Hasseeb Azzawi, Yong Xiang

(2019), Vol. 13, pp. 129-135, IET systems biology, Stevenage, Eng., C1

journal article

Risk Classification for NSCLC Survival Using Microarray and Clinical Data

Russul Al-Anni, Jingyu Hou, Hasseeb Azzawi, Yong Xiang

(2019), Vol. 6, pp. 20-25, International Journal of Advances in Electronics and Computer Science, Orissa, India, C1

journal article

Deep gene selection method to select genes from microarray datasets for cancer classification

R Alanni, J Hou, H Azzawi, Y Xiang

(2019), Vol. 20, BMC Bioinformatics, England, C1

journal article

Greedily assemble tandem repeats for next generation sequences

Yongqing Jiang, Jinhua Lu, Jingyu Hou, Wanlei Zhou

(2019), Vol. 15, pp. 1-11, International journal of high performance computing and networking, [London, Eng.], C1

journal article

New gene selection method using gene expression programing approach on microarray data sets

R Alanni, J Hou, H Azzawi, Y Xiang

(2019), Vol. 791, pp. 17-31, ICIS 2018 : Proceedings of the 17th IEEE/ACIS International Conference on Computer and Information Science, Singapore, E1

conference

A hybrid neural network approach for lung cancer classification with gene expression dataset and prior biological knowledge

Hasseeb Azzawi, Jingyu Hou, R Al-Anni, Yong Xiang

(2019), Vol. 11407, pp. 279-293, MLN 2018 : Proceedings of the 1st International Conference on Machine Learning for Networking 2018, Paris, France, E1

conference

Improving recommender systems accuracy in social networks using popularity

K Majbouri Yazdi, A Yazdi, S Khodayi, J Hou, W Zhou, S Saedy, M Rostami

(2019), pp. 304-310, PDCAT 2019 : Proceedings of the 2019 20th International Conference on Parallel and Distributed Computing, Applications and Technologies, Gold Coast, Qld., E1

conference
2018

Multi-sensor image fusion based on interval type-2 fuzzy sets and regional features in nonsubsampled shearlet transform domain

Q Jiang, X Jin, J Hou, S Lee, S Yao

(2018), Vol. 18, pp. 2494-2505, IEEE sensors journal, Piscataway, N.J., C1

journal article

A lightweight scheme for multi-focus image fusion

X Jin, J Hou, R Nie, S Yao, D Zhou, Q Jiang, K He

(2018), Vol. 77, pp. 23501-23527, Multimedia tools and applications, New York, N.Y., C1

journal article

Multimodal sensor medical image fusion based on nonsubsampled shearlet transform and S-PCNNs in HSV space

Xin Jin, Gao Chen, J Hou, Qian Jiang, Dongming Zhou, Shaowen Yao

(2018), Vol. 153, pp. 379-395, Signal processing, Amsterdam, The Netherlands, C1

journal article

SBC: A new strategy for multiclass lung cancer classification based on tumour structural information and microarray data

Hasseeb Azzawi, J Hou, Russul Al-Anni, Yong Xiang

(2018), pp. 1-6, ICIS 2018 : Proceedings of the 17th IEEE/ACIS International Conference on Computer and Information Science, Singapore, E1

conference

Integrating ant colony algorithm and node centrality to improve prediction of information diffusion in social networks

Adel Yazdi, Saeid Khodayi, J Hou, Wanlei Zhou, Saeed Saedy, K Majbouri Yazdi

(2018), Vol. 11342, pp. 381-391, SpaCCS 2018: Proceedings of the 11th International Conference on Security, Privacy, and Anonymity in Computation, Communication, and Storage, Melbourne, Victoria, E1

conference
2017

New approaches of protein function prediction from protein interaction networks

J Hou

(2017), London, Eng., A1

book

Prediction of NSCLC recurrence from microarray data with GEP

R Al-Anni, J Hou, R Abdu-aljabar, Y Xiang

(2017), Vol. 11, pp. 77-85, IET Systems Biology, England, C1

journal article

TRA: Tandem repeat assembler for next generation sequences

Y Jiang, J Lu, J Hou, W Zhou

(2017), pp. 1-6, ACSW '17 Proceedings of the Australasian Computer Science Week Multiconference, Geelong, Victoria, E1

conference

A stateful multicast key distribution protocol based on identity-based encryption

Y Wu, J Liu, J Hou, S Yao

(2017), pp. 19-24, ICIS 2016 : Proceedings of the 16th IEEE/ACIS International Conference on Computer and Information Science, Wuhan, China, E1

conference

Multiclass lung cancer diagnosis by gene expression programming and microarray datasets

H Azzawi, J Hou, R Al-anni, Y Xiang, R Abdu-Aljabar, A Azzawi

(2017), Vol. 10604, pp. 541-553, ADMA 2017 : Proceedings of the Advanced Data Mining and Applications International Conference, Singapore, E1

conference
2016

Lung cancer prediction from microarray data by gene expression programming

H Azzawi, J Hou, Y Xiang, R Alanni

(2016), Vol. 10, pp. 168-178, IET systems biology, Hertfordshire, Eng., C1

journal article
2015

Explore the hidden treasure in protein-protein interaction networks - an iterative model for predicting protein functions

D Wang, J Hou

(2015), Vol. 13, pp. 1-22, Journal of bioinformatics and computational biology, London, Eng., C1

journal article
2014

Select cluster features for better layered protein function prediction

W Zhu, J Hou, Y-P Chen

(2014), Vol. 9, pp. 306-314, Current bioinformatics, Bussum, The Netherlands, C1

journal article

Breast cancer prognosis risk estimation using integrated gene expression and clinical data

A Saini, J Hou, W Zhou

(2014), Vol. 2014, pp. 1-15, BioMed research international, United States, C1

journal article

RRHGE: a novel approach to classify the estrogen receptor based breast cancer subtypes

A Saini, J Hou, W Zhou

(2014), Vol. 2014, pp. 1-13, ScientificWorldJournal, New York, N. Y., C1

journal article

IPA: Integrated predictive gene signature from gene expression based breast cancer patient samples

A Saini, J Hou, W Zhou

(2014), pp. 13-30, Biotech 2014 : Innovative Approach in Stem Cell Research, Cancer Biology and Applied Biotechnology, New Delhi, India, E1

conference

Mixing vector construction for single channel semi-blind source separation using empirical mode decomposition

S Miao, J Hou, W Wang, S Yao

(2014), pp. 22-27, ICSP2014: Proceedings of 2014 IEEE 12th International Conference on Signal Processing, HangZhou, CHINA, E1

conference
2013

Dynamically predicting protein functions from semantic associations of proteins

J Hou, W Zhu, Y Chen

(2013), Vol. 2, pp. 175-183, Network modeling analysis in health informatics and bioinformatics, Berlin, Germany, C1

journal article

Dynamically searching for a domain for protein function prediction

J Hou, Y Jiang

(2013), Vol. 11, pp. 1-20, Journal of bioinformatics and computational biology, London, England, C1

journal article

Hub-based reliable gene expression algorithm to classify ER+ and ER- breast cancer subtypes

A Saini, J Hou, W Zhou

(2013), Vol. 3, pp. 20-26, International journal of bioscience, biochemistry and bioinformatics, Singapore, C1

journal article

Progressive clustering based method for protein function prediction

A Saini, J Hou

(2013), Vol. 75, pp. 331-350, Bulletin of mathematical biology, Berlin, Germany, C1

journal article

Semantically assessing the reliability of protein interactions

J Hou, A Saini

(2013), Vol. 245, pp. 226-234, Mathematical biosciences, Amsterdam, The Netherlands, C1

journal article

Semantically predicting protein functions based on protein functional connectivity

W Zhu, J Hou, Y Chen

(2013), Vol. 44, pp. 9-14, Computational biology and chemistry, Amsterdam, The Netherlands, C1

journal article
2012

Iteratively predict protein functions from protein-protein interactions

X Chi, J Hou

(2012), pp. 771-778, Information technology and agricultural engineering, Berlin, Germany, B1-1

book chapter

Exploiting multi-layered information to iteratively predict protein functions

W Zhu, J Hou, Y Chen

(2012), Vol. 236, pp. 108-116, Mathematical biosciences, Philadelphia, Pa., C1

journal article

Predicting protein functions from PPI networks using functional aggregation

J Hou, X Chi

(2012), Vol. 240, pp. 63-69, Mathematical biosciences, Philadelphia, Pa., C1

journal article
2011

An iterative approach of protein function prediction

X Chi, J Hou

(2011), Vol. 12, pp. 1-9, BMC bioinformatics, London, England, C1

journal article
2010

Spectral shape descriptor using spherical harmonics

A Sajjanhar, G Lu, D Zhang, J Hou, W Zhou, Y Chen

(2010), Vol. 17, pp. 167-173, Integrated computer-aided engineering, Netherlands, C1

journal article

Semantic and layered protein function prediction from PPI networks

W Zhu, J Hou, Y Chen

(2010), Vol. 267, pp. 129-136, Journal of theoretical biology, London, England, C1

journal article

A neural network based human identification framework using ear images

M Alaraj, J Hou, T Fukami

(2010), pp. 1595-1600, TENCON 2010 : Proceedings of the 2010 IEEE Region 10 Conference, Fukuoka, Japan, E1

conference
2009

Spherical harmonics and distance transform for image representation and retrieval

A Sajjanhar, G Lu, D Zhang, J Hou, Y Chen

(2009), Vol. 5788, pp. 309-316, Lecture notes in computer science, Berlin, Germany, C1

journal article

Data pre-processing for more effective gene clustering

J Hou, Y Chen

(2009), pp. 710-713, Proceedings of the 2nd International Joint Conference on Computational Sciences and Optimization, CSO 2009, Sanya, Hainan, China, E1

conference
2008

Discovering Web Page Communities

J Hou

(2008), Germany, A1

book
2007

A matrix-based model for web page community construction and more

J Hou

(2007), Vol. 18, pp. 217-238, Informatica, Amsterdam, The Netherlands, C1

journal article

An effective non-parametric method for globally clustering genes from expression profiles

J Hou, W Shi, G Li, W Zhou

(2007), Vol. 45, pp. 1175-1185, Medical and biological engineering and computing, Berlin, Germany, C1

journal article

A conceptual matrix model for biological data processing

J Hou, W Zhou

(2007), pp. 559-564, 2007 Inaugural IEEE International Conference on Digital Ecosystems and Technologies 21-23 February 2007, Cairns, Australia, E1

conference
2006

Web communities analysis and construction

Y Zhang, J Yu, J Hou

(2006), Berlin, Germany, A1

book
2005

Matrix model for web page community construction

J Hou, J Cao

(2005), Vol. 1, pp. 21-30, International journal of science and research, Melbourne, Vic., C1

journal article

Matrix model for web page community

J Hou, A Sajjanhar

(2005), pp. 132-137, Proceedings of the 2005 IEEE International Conference on e-Technology, e-Commerce and e-Service, Hong Kong, China, E1

conference
2004

Algorithm for web services matching

A Sajjanhar, A Sajjanhar, J Hou, J Hou, Y Zhang, Y Zhang

(2004), Vol. 3007, pp. 665-670, Lecture notes in computer science, Berlin, Germany, C1

journal article

Mining more gold from web page hyperlinks

J Hou, J Cao

(2004), pp. 283-292, Sixth International Conference on Information Integration and Web-based Applications and Services, Jakarta, Indonesia, E1

conference
2003

Effectively finding relevant web pages from linkage information

J Hou, Y Zhang

(2003), Vol. 15, pp. 940-951, IEEE transactions on knowledge and data engineering, New York, N.Y., C1

journal article

Web page clustering : a hyperlink-based similarity and matrix-based hierarchical algorithms

J Hou, Y Zhang, J Cao

(2003), pp. 201-212, APWeb 2003 : web technologies and applications : 5th Asia-Pacific Web Conference proceedings, Xi'an, Shaanxi Sheng, China, E1

conference

Utilizing hyperlink transitivity to improve web page clustering

J Hou, Y Zhang

(2003), pp. 49-57, Database technologies 2003 : proceedings of the fourteenth Australasian Database Conference, Adelaide, S. Aust., E1

conference
2002

A matrix approach for hierarchical web page clustering based in hyperlinks

J Hou, Y Zhang

(2002), pp. 207-216, WISE 2002 : Proceedings of the 3rd International Conference on Web Information Systems Engineering Workshops 2002, Singapore, E1-1

conference
2001

Object-oriented representation for XML data

J Hou, Y Zhang, Y Kambayashi

(2001), pp. 40-49, CODAS 2001 : Proceedings of the 3rd International Symposium on Cooperative Database Systems for Advanced Applications, Beijing, China, E1-1

conference
2000

Visual support for text information retrieval based on matrix's singular value decomposition

J Hou, Y Zhang, J Cao, W Lai

(2000), Vol. 1, pp. 344-351, Proceedings of the 1st International Conference on Web Information Systems Engineering, WISE 2000, Hong Kong, China, E1-1

conference

Funded Projects at Deakin

No Funded Projects at Deakin found

Supervisions

Principal Supervisor
2020

Jianghua Liu

Thesis entitled: Enhancing Privacy and Security in Dissemination of Authenticated Data

Doctor of Philosophy (Information Technology), School of Information Technology

2019

Russul Dh. Abdul Jabar Al-Anni

Thesis entitled: Cancer Prognosis Based on Knowledge Discovery from Clinic and Biological Data Sets

Doctor of Philosophy (Information Technology), School of Information Technology

Hasseeb Dawood Injas Azzawi

Thesis entitled: Computational Models and Approaches for Lung Cancer Diagnosis

Doctor of Philosophy (Information Technology), School of Information Technology

Mengmeng Yang

Thesis entitled: Improving Privacy Preserving in Modern Applications

Doctor of Philosophy (Information Technology), School of Information Technology

2016

Derek Wang

Thesis entitled: Protein Function Prediction based on Protein : Protein Interaction Networks

Master of Science (Information Technology), School of Information Technology

Co-supervisor
2021

Chiranjibi Sitaula

Thesis entitled: Developing New Image Features for Scene Image Classification

Doctor of Philosophy (Information Technology), School of Information Technology

Associate Supervisor
2018

Yongqing Jiang

Thesis entitled: Repetitive DNA sequence assembly

Doctor of Philosophy (Information Technology), School of Information Technology

2015

Ashish Saini

Thesis entitled: A new innovative approach for cancer classification by computational analysis

Doctor of Philosophy (Information Technology), School of Information Technology

2007

Ling Zhuang

Thesis entitled: Reducing Performance Bias by Intrinsically Insensitive Learning for Unbalanced Text Mining

Doctor of Philosophy (Information Technology), School of Information Technology