Dr Jingyu Hou

STAFF PROFILE

Position

Senior Lecturer

Faculty

Faculty of Sci Eng & Built Env

Department

School of Info Technology

Campus

Melbourne Burwood Campus

Publications

Filter by

2020

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

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
2019

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

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

A novel gene selection algorithm for cancer classification using microarray datasets

Russul Alanni, Jingyu Hou, Hasseeb Azzawi, Yong Xiang

(2019), Vol. 12, pp. 1-12, BMC medical genomics, Berlin, Germany, C1

journal

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

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

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

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

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

(2019), Vol. 20, pp. 1-15, BMC bioinformatics, London, Eng., C1

journal

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

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

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

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

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

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

Prediction of NSCLC recurrence from microarray data with GEP

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

(2017), Vol. 11, pp. 77-86, IET systems biology, Stevenage, Eng., C1

journal

New approaches of protein function prediction from protein interaction networks

J Hou

(2017), London, Eng., A1

book

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
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
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

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

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

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 and Analysis in Health Informatics and Bioinformatics, C1

journal

Dynamically searching for a domain for protein function prediction

J Hou, Y Jiang

(2013), Vol. 11, Journal of Bioinformatics and Computational Biology, C1

journal

Hub-Based Reliable Gene Expression Algorithm toClassify ER+ and ER- Breast Cancer Subtypes

Ashish Saini, Jingyu Hou, Wanlei Zhou

(2013), pp. 20-26, International Journal of Bioscience, Biochemistry and Bioinformatics, C1

journal

Progressive Clustering Based Method for Protein Function Prediction

A Saini, J Hou

(2013), Vol. 75, pp. 331-350, Bulletin of Mathematical Biology, C1

journal

Semantically assessing the reliability of protein interactions

J Hou, A Saini

(2013), Vol. 245, pp. 226-234, Mathematical Biosciences, C1

journal

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, C1

journal
2012

Exploiting multi-layered information to iteratively predict protein functions

W Zhu, J Hou, Y Chen

(2012), Vol. 236, pp. 108-116, Mathematical Biosciences, C1

journal

Predicting protein functions from PPI networks using functional aggregation

J Hou, X Chi

(2012), Vol. 240, pp. 63-69, Mathematical Biosciences, C1

journal

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

chapter
2011

An iterative approach of protein function prediction

X Chi, X Chi, J Hou, J Hou

(2011), Vol. 12, BMC Bioinformatics, C1

journal
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, C1

journal

Semantic and layered protein function prediction from PPI networks

W Zhu, J Hou, Y Phoebe Chen

(2010), Vol. 267, pp. 129-136, Journal of Theoretical Biology, C1

journal

A neural network based human identification framework using ear images

M Alaraj, J Hou, T Fukami

(2010), pp. 1595-1600, IEEE Region 10 Annual International Conference, Proceedings/TENCON, E1

conference
2009

Data pre-processing for more effective gene clustering

J Hou, Y Chen

(2009), Vol. 1, pp. 710-713, Proceedings of the 2009 International Joint Conference on Computational Sciences and Optimization, CSO 2009, E1

conference

Spherical harmonics and distance transform for image representation and retrieval

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

(2009), Vol. 5788 LNCS, pp. 309-316, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), C1

journal
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

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, C1

journal

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

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, J Hou, Y Zhang

(2004), Vol. 3007, pp. 665-670, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), C1

journal

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, C1

journal

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, E1-1

conference

Funded Projects at Deakin

No Funded Projects at Deakin found

Supervisions

Principal Supervisor
2019

Hasseeb Dawood Injas Azzawi

Thesis entitled: Computational Models and Approaches for Lung Cancer Diagnosis

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

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

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

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